PATENT DOCUMENT

Publication Number: US-10588049-B2
Application Number: US-201514671994-A
Country: US
Kind Code: B2

Title: Optimizing applications behavior in a device for power and performance

Abstract:
Described herein are technologies related to an implementation of improving power and performance of a portable device by controlling background traffic of one or more device applications based upon a determined and measured radio link condition.

Claims:
What is claimed is: 
     
       1. A method, comprising:
 measuring, via one or more processors associated with a device, one or more metrics indicative of one or more radio link conditions associated with a state of the device corresponding to (i) an uplink (UL) transmission, (ii) a downlink (DL) transmission, and (iii) the UL transmission and the DL transmission; 
 identifying, via the one or more processors based upon the respectively measured one or more metrics, an existence of one or more of (i) an uplink (UL) congestion scenario, (ii) a downlink (DL) congestion scenario, and (iii) a UL and DL congestion scenario; and 
 controlling, via the one or more processors, background traffic for one or more applications executed on the device based upon which of (i) the UL congestion scenario, (ii) the DL congestion scenario, and (iii) the UL and DL congestion scenario, is identified, 
 wherein controlling the background traffic includes (i) when the UL congestion scenario is identified, delaying uploads of files exceeding a size threshold, (ii) when the DL congestion scenario is identified, delaying background traffic, and (iii) when the UL and DL congestion scenario is identified, avoiding an initiation of sessions during an identified barring period to save power; 
 wherein at least a portion of the measurement of the one or more metrics is performed in a passive manner that is independent of connectivity of the device to a wireless network. 
 
     
     
       2. The method as recited in  claim 1 , wherein measuring the one or more metrics is performed during data communication including one or more of a global system for mobile communications (GSM), a general packet radio services (GPRS), enhanced data rates for GSM evolution (EDGE), a 3G, or an LTE-4G system. 
     
     
       3. The method as recited in  claim 1 , wherein the DL transmission includes a 3G DL transmission, and
 wherein the measurement of the one or more metrics in the 3G DL transmission includes a calculation of a base-station load based on physical (PHY) measurements, received signal strength indicator (RSSI), a 3G signal energy per chip (Ec/Io), and an impact of other neighboring base-stations. 
 
     
     
       4. The method as recited in  claim 3 , wherein the measurement of the one or more metrics in the 3G DL transmission further includes a utilization of system information blocks (SIB) information including a common pilot channel (CPICH) power. 
     
     
       5. The method as recited in  claim 1 , wherein the DL transmission includes a LTE DL transmission, and
 wherein the measurement of the one or more metrics in the LTE-4G DL transmission includes a calculation of a base-station load based on physical (PHY) measurements, received signal strength indicator (RSSI), a linear average of power (RSRP), a 4G signal energy per chip (1/RSRQ), an impact of other neighboring cellular base-stations, and an impact of a network data. 
 
     
     
       6. The method as recited in  claim 5 , wherein the measurement of the one or more metrics of the LTE DL transmission further includes a utilization of a system information blocks (SIB) information including reference symbols power and bandwidth. 
     
     
       7. The method as recited in  claim 1 , wherein the UL transmission includes a 3G UL transmission, and
 wherein the measurement of the one or more metrics in the 3G UL transmission includes a utilization of system information blocks (SIB) information of a base-station UL noise level to determine a UL load in the device. 
 
     
     
       8. The method as recited in  claim 1 , wherein the UL transmission includes a LTE UL transmission, and
 wherein the measurement of the one or more metrics in the LTE UL transmission is based on Physical Hybrid-ARQ Indicator Channel (PHICH) logging and measurement. 
 
     
     
       9. The method of  claim 1 , wherein:
 the congestion scenario identified for the UL transmission is a UL soft inaccessibility scenario, 
 the congestion scenario identified for the DL transmission is a DL soft inaccessibility scenario, and 
 the congestion scenario identified for the UL transmission and the DL transmission is a hard inaccessibility scenario. 
 
     
     
       10. The method of  claim 9 , wherein:
 the act of controlling the background traffic in accordance with the identified DL soft inaccessibility scenario includes delaying predetermined types of background traffic from being downloaded, 
 the act of controlling the background traffic in accordance with the identified UL soft inaccessibility scenario and the identified hard inaccessibility scenario includes prioritizing circuit service applications over packet service applications. 
 
     
     
       11. The method of  claim 1 , wherein the measured metrics indicative of the UL and DL congestion scenario include one or more of physical Random Access Channel (pRACH) process failure, access class barring, or radio resource management (RRM) failure. 
     
     
       12. The method of  claim 1 , wherein the measuring is performed separately for (i) the UL transmission and (ii) the DL transmission, and as a single measurement for (iii) the UL transmission and the DL transmission. 
     
     
       13. The method of  claim 1 , wherein the measured metrics indicative of the UL and DL congestion scenario impact the device via a lack of network access or repeated failures to connect to the network. 
     
     
       14. The method of  claim 1 , wherein controlling the background traffic further includes (i) when the UL congestion scenario is identified, performing one or more of reducing resolution of multimedia content, limiting messages to include only text content, prioritizing circuit service applications over packet service applications, reducing the frequency of keep-alive messages transmissions, and blocking the execution of voice over internet protocol (VOIP) applications, (ii) when the DL congestion scenario is identified, blocking the execution of voice over internet protocol (VOIP) applications, and (iii) when the UL and DL congestion scenario is identified, performing one or more of prioritizing circuit service applications over packet service applications, stopping keep-alive message transmissions, and performing traffic shaping. 
     
     
       15. A device, comprising:
 a radio link-condition detector component coupled to the one or more processors, the radio link-condition detector component being configured to measure one or more radio link condition parameters associated with a state of the device corresponding to (i) an uplink (UL) transmission, (ii) a downlink (DL) transmission, and (iii) the UL transmission and the DL transmission; and 
 one or more processors configured to utilize the one or more measured radio link condition parameters to identify an existence of one or more of (i) an uplink (UL) congestion scenario (ii) a downlink (DL) congestion scenario, and (iii) a UL and DL congestion scenario based upon the measured radio link condition parameters, and to control background traffic for one or more applications based upon which of (i) the UL congestion scenario, (ii) the DL congestion scenario, and (iii) the UL and DL congestion scenario is identified, 
 wherein the one or more processors are configured to control the background traffic by (i) when the UL congestion scenario is identified, delaying uploads of files exceeding a size threshold, (ii) when the DL congestion scenario is identified, delaying background traffic, and (iii) when the UL and DL congestion scenario is identified, avoiding an initiation of sessions during an identified barring period to save power, and 
 wherein at least a portion of the measurement of the one or more measured radio link condition parameters is performed in a passive manner that is independent of connectivity of the device to a wireless network. 
 
     
     
       16. The device as recited in  claim 15 , wherein the measured radio link condition parameters include the detection of a poor RF signal condition when a calculated transmitting power associated with the device is above a threshold value, and
 wherein the controlling of the background traffic is further implemented when the poor RF signal condition is detected. 
 
     
     
       17. A device, comprising:
 a storage device configured to store one or more executable applications; and 
 one or more processors coupled to the storage device, the one or more processors being configured to:
 measure one or more metrics indicative of one or more radio link conditions associated with a state of the device corresponding to (i) an uplink (UL) transmission, (ii) a downlink (DL) transmission, and (iii) the UL transmission and the DL transmission; 
 identify an existence of one or more of (i) an uplink (UL) congestion scenario (ii) a downlink (DL) congestion scenario, and (iii) a UL and DL congestion scenario based upon the measured one or more metrics; and 
 control background traffic for the one or more executable applications based upon which of (i) the UL congestion scenario, (ii) the DL congestion scenario, and (iii) the UL and DL congestion scenario is identified, the control of the background traffic including (i) when the UL congestion scenario is identified, delaying uploads of files exceeding a size threshold, (ii) when the DL congestion scenario is identified, delaying background traffic, and (iii) when the UL and DL congestion scenario is identified, avoiding an initiation of sessions during an identified barring period to save power, and 
 
 wherein at least a portion of the measurement of the one or more metrics is performed in a passive manner that is independent of connectivity of the device to a wireless network. 
 
     
     
       18. The device as recited in  claim 17 , wherein the one or more processors are further configured to measure the one or more metrics during data communication that includes one or more of a global system for mobile communications (GSM), a general packet radio services (GPRS), enhanced data rates for GSM evolution (EDGE), a 3G, or an LTE-4G system. 
     
     
       19. The device as recited in  claim 17 , wherein the DL transmission includes a 3G DL transmission, and
 wherein the one or more processors are further configured to measure the one or more metrics during the 3G DL transmission, and to calculate a base-station load based on physical (PHY) measurements, received signal strength indicator (RSSI), a 3G signal energy per chip (Ec/Io), and an impact of other neighboring base-stations. 
 
     
     
       20. The device as recited in  claim 19 , wherein the one or more processors are further configured to measure the one or more metrics during the 3G DL transmission utilizing system information blocks (SIB) information including a common pilot channel (CPICH) power. 
     
     
       21. The device as recited in  claim 17 , wherein the DL transmission includes a LTE-4G DL transmission, and
 wherein the one or more processors are further configured to measure one or more metrics during the LTE DL transmission by calculating a base-station load based on physical (PHY) measurements, received signal strength indicator (RSSI), a linear average of power (RSRP), a 4G signal energy per chip (I/RSRQ), an impact of other neighboring cellular base-stations, and an impact of a network data. 
 
     
     
       22. The device as recited in  claim 21 , wherein the one or more processors are further configured to measure an amount of traffic congestion of the LTE DL transmission utilizing system information blocks (SIB) information including reference symbols power and bandwidth. 
     
     
       23. The device as recited in  claim 17 , wherein the UL transmission includes a 3G UL transmission, and
 wherein the measurement of the one or more metrics during the 3G UL transmission includes a utilization of system information blocks (SIB) information of a base-station UL noise level to determine a UL load in the device. 
 
     
     
       24. The device as recited in  claim 17 , wherein the UL transmission includes a LTE UL transmission, and
 wherein the one or more processors are further configured to measure the one or more metrics during the LTE UL transmission based on Physical Hybrid-ARQ Indicator Channel (PHICH) logging and measurement.

Description:
BACKGROUND 
     Wireless communication systems such as cellular networks are dimensioned to support growing traffic. As the traffic demands vary significantly, for example, during time of the day, day of the week, or a special event, it is not economical, and in some cases not feasible, to dimension the network to support the highest traffic demand. In these occurrences or cases, the network is congested, impacting users&#39; ability to access the network for sending or receiving data, initiating phone calls or performing a particular service that is offered by users&#39; mobile devices. 
     The nature and severity of the congestion described above may vary from total blocking congestion as experienced in localized mass events, to short interruptions of service (e.g., drop calls), or to throttling of available bandwidth (BW). The present mechanisms that are implemented in the cellular network to optimize and balance the services during congestion state include traffic schedulers. However, present devices do not treat or are not aware of radio link congestion conditions. As such, there is a need to improve both power optimization and user experience of devices by overcoming the effects of congestion traffic. 
    
    
     
       BRIEF DESCRIPTION OF THE DRAWINGS 
         FIG. 1  illustrates an example scenario that implements an optimization of one or more device applications&#39; behavior to improve power and performance during data communication in a device. 
         FIG. 2  is an example block diagram of a portable device that implements the embodiments described herein. 
         FIG. 3  illustrates an overview table that shows a summary of congestion levels as described herein. 
         FIGS. 4 a  and 4 b    illustrate an example embodiment of calculating radio-link conditions as described in present implementations herein. 
         FIG. 5  illustrates an example of extracting physical (PHY) data from a modem as described in present implementations herein. 
         FIG. 6  illustrates another example embodiment of calculating radio-link conditions as described herein. 
       With the  FIGS. 7 a  and 7 b    illustrates an example calculation of LTE Base-station downlink (DL) load, based on the energy measurement of Physical Hybrid-ARQ Indicator Channel (PHICH). 
         FIG. 8  illustrates an exemplary process flowchart of an example method for improving power and performance in a portable device. 
     
    
    
     DETAILED DESCRIPTION 
     Described herein are technologies for identifying and measuring radio link conditions and thereafter, using the identified and measured radio link conditions to improve power consumption and performance in a device. For example, the radio link conditions may refer to a poor radio frequency (RF) signal and/or to other congested conditions due to device and/or network conditions. The identified and measured radio link conditions may be utilized by a portable or mobile device to control accordingly the behavior of one or more applications. 
     In an implementation, the device may be configured to measure a congestion amount of the radio link conditions during downlink (DL) and/or uplink (UL) transmissions in the device. The measurement may be based from a type of network used by the portable device such as 3G, 4G, LTE network, as well as WiFi, etc. Furthermore, the measurement may be based from information that supplied by the device such as received signal strength indicator (RSSI), and parameters that may be extracted from a serving and/or neighboring base station. Furthermore, the measurements may be based upon a determined level of congestion such as a poor RF signal level, a soft congestion level, or a hard congestion level. 
     For example, in the case of poor RF signal and soft congestion levels, the measurements of the congestion amount may be implemented separately for the DL and UL transmissions. However, for the hard congestion level, the measurement of the congestion amount may be implemented for both UL and the DL transmissions (i.e., not separate). In these cases, the measurements of the congestion amount per link are more efficient for purposes of improving the power and performance in the portable device. 
     After obtaining the appropriate measured congestion amount as described above, the portable device may be configured to control accordingly the behavior of one or more applications that may be running in foreground or background tasks. 
       FIG. 1  is an example scenario  100  that implements an optimization of one or more device applications&#39; behavior to improve power and performance during data communication in a device. For example, the application&#39;s behavior is controlled based on present and existing radio link conditions such as poor radio frequency (RF) signal and/or congestion conditions within the device and/or in the network. The scenario  100  shows a portable device  102  with an antenna  104 , a base station  106 , and a wireless router  108  that facilitates data communication to a network  110 . 
     In an implementation, the portable device  102  may perform or process a background task such as a uploading to the network  110  or downloading from the network  110  during, for example, poor RF signal between the portable device  102  and the base station  106 . In this implementation, the portable device  102  may be configured to detect, measure, compare, and/or calculate the present and existing bidirectional radio link conditions within the portable device itself and/or surrounding cells or base stations during the background task process. The reason being, the radio link conditions such as the poor RF signal may affect UL or DL transmission operations in the portable device  102 . 
     The present and existing radio link conditions may be derived from, but are not limited to, effects of co-running application(s), components, or features within the portable device  102  as well as other devices, modem types such as 2G/3G/LTE-4G modems, overlapping cellular cells, effects of network  110  data, and the like. For a particular radio link condition (e.g., poor RF signal during the background task operation), the portable device  102  may be configured to implement an algorithm that may control the background traffic in the execution of one or more applications in the portable device  102 . As further discussed below, the algorithm for the poor RF signal may utilize passive measurements of parameters from the portable device itself, measurements from the base station  106 , and measurements from a modem (not shown). In this manner, there is no need for the portable device  102  to be awakened or to be network  110  connected as what it does is simply to listen to the cell&#39;s broadcast messages and additional information, and measure the above parameters and to compare them with a pre-configured threshold value. The threshold value, for example, may facilitate determination of a good or a poor RF signal. 
     In an implementation, the algorithm may allow the application(s) with low-power requirements to run; however, the rest of the one or more “power-hungry” applications may be placed on hold until, for example, the portable device  102  acquires a Wi-Fi connection from the wireless router  108 . In this example, the portable device  102  does not waste its battery power by increasing power transmission given the low spectral efficiency due to the poor RF signals. In another case where the radio link condition amounts to a blocked cellular service (i.e., congested radio link condition), the algorithm may either stop execution of the one or more applications or trim down the amount of data and frequency of accessing the network  110 , rather than continuously trying to access the network  110  to the inconvenience of a user. In the latter case, the algorithm may utilize a different set of variables as compared to the poor RF signal radio link condition. 
     The base station  106  may not be limited to a single base-station as illustrated, and one or more base stations  106  may cover or define a particular cellular cell or cells. Within the range of the base station  106 , the portable device  102  may communicate with another portable device (not shown) through the base station  106 . With the configuration of the portable device  102  as discussed above, the algorithm may minimize effects of the poor RF condition and other congestion condition, for example, during UL transmission in the portable device  102 . As further discussed below, the algorithm may utilize information that may be extracted from parameters of the base station  106 . 
     The portable device  102  may include, but is not limited to, a tablet computer, a netbook, a notebook computer, a laptop computer, mobile phone, a cellular phone, a smartphone, a personal digital assistant, a multimedia playback device, a digital music player, a digital video player, a navigational device, a digital camera, a machine and the like. The portable device  102  further supports a broad array of cellular and wireless services over a very broad frequency range. For example, in addition to cellular services such as GSM, UNITS, or LTE, the portable device  102  may also offer Wi-Fi/WLAN, BT, and WiGig connectivity. 
     With continuing reference to  FIG. 1 , the wireless router  108  may include a device that facilitates wireless connection between the portable  102  and a wired Ethernet connection. For example, the wireless router  108  may include a Wi-Fi router that provides a hotspot in a particular place. In this example, the Wi-Fi router may receive data signals from the portable device  102  (during UL data communication) and sends the received data signals to Internet using a physical, wired Ethernet connection. Similarly, the Wi-Fi router may communicate data to the portable device  102  (during DL data communication) using the wireless connection between the two. The embodiments described in  FIG. 1  are not limited to the wireless router  108  but may also include other form of wireless communications services that may be utilized by the portable device  102  during the poor RF signal or congested radio link condition. 
       FIG. 2  is an example block diagram of a portable device  102  that may implement the embodiments described herein. The portable device  102  may include a control processing unit (CPU)  202 , a memory device  204 , one or more applications  206  that may be stored in a storage  208 , a radio link-condition detector  210 , a modem  212 , and a display device  214 . In certain implementations, the radio link-condition detector  210  is part of the modem  212 . 
     As discussed above, the portable device  102  utilizes the radio link conditions to measure the current RF signal and/or congestion levels that may affect the UL and DL transmissions in the portable device. As described herein, a passive identification of the radio link conditions may result to a 1) poor RF condition; 2) soft congestion; and 3) hard congestion or blocking condition. For the first two radio conditions (i.e., poor RF condition and the soft congestion), the algorithm may separately perform measurements or identification of parameters for the UL and DL transmissions. However, for the hard congestion condition, the algorithm may utilize both UL and DL transmissions. 
     The passive identification may not require an active connection to the network  110  and as such, the passive identification process may require a lower power implementation. In other words, there is no need to awaken the operating system (OS) for the passive identification to be implemented. However, the user may be alerted of the existence of extreme conditions for manual control, for example, of background traffic of selected background tasks or applications. 
     In certain implementations, the control processing unit (CPU)  202  and OS are provided by an entity, and the modem  212  is provided by a different entity. It is to be understood that the various described components and systems may be grouped or provided by different entities, and integrated with another on a device. 
     With continuing reference to  FIG. 2 , the portable device  102  may include the CPU  202  that may be configured to execute stored instructions, as well as the memory device  204  that stores instructions, which are executable by the CPU  202 . The CPU  202  may control and coordinate the overall operations of the portable device  102 . Furthermore, the CPU  202  may be a single core processor, a multi-core processor, a computing cluster, or any number of other configurations. 
     In an implementation, the memory device  204  may include a main memory of the portable device  102 . In addition, the memory device  204  may include any form of random access memory (RAM), read-only memory (ROM), flash memory, or the like. For example, the memory device  204  may be one or more banks of memory chips or integrated circuits. In this example, the CPU  202  may have direct access to the memory device  204  through a bus connection (not shown). 
     The instructions that are executed by the CPU  202  may be used to execute any of a number of applications  206  residing within the storage device  208  of the portable device  102 . The applications  206  may be any types of applications or programs having graphics, sounds, graphics images, or the like, to be displayed to a user (not shown) through the display device  214 . The storage device  208  may include a hard drive, an optical drive, a thumb drive, an array of drives, or any combinations thereof. 
     In an implementation, the radio link-condition detector  210  may include a processor, firmware, hardware, software or a combination thereof to identify and measure the surrounding radio link conditions (i.e., poor RF signal and/or congested network) and to facilitate the controlling of behavior of background or foreground tasks (i.e., applications  206 ) for power optimization and high throughput during data communication. That is, the radio link-condition detector  210  may implement the controlling of the background traffic for selected one or more applications based from the measured present and existing radio link conditions. As discussed above, the radio link-condition detector  210  may be part of modem  212 . 
     For example, the radio link-condition detector  210  may be configured to implement and perform the algorithm as generally described above. In this example, the radio link-condition detector  210  may first determine whether the present and existing radio link condition includes the poor RF condition, the soft congestion or the hard congestion (blocking condition). With this determination, the algorithm may facilitate measurements of parameters within the portable device  102  such as the parameters supplied by the modem  212 , and/or parameters that may be extracted from the base station  106 . In such a case, the radio link conditions during DL and UL modes are considered for purposes of adjusting the foreground and background tasks that are currently running in the portable device  102 . For example, the algorithm may further facilitate dynamic control of the running of power-hungry applications depending upon the varying congestion level measurements during the UL and/or DL transmissions. 
       FIG. 3  illustrates an overview table  300  that enumerates a summary of congestion levels as described herein. For example, as described in the functions of radio link-condition detector  210  above, the table  300  may enumerate the passively identified radio link conditions together with its corresponding effects and action(s) required for these effects. For purposes of illustration, the table  300  includes the following columns: a congestion level  302 , an identification of metrics  304 , an impact on the portable device  306 ; and effects on the application&#39;s behavior  308 . 
     For example, the DL congestion for soft inaccessibility (shown in column  302 ) may be identified by the algorithm through passive measurements and/or previously allocated DL resources (shown in column  304 ). In this example, the impact on the portable device  102  includes slow and intermittent DL traffic (column  306 ) while the change of behavior for this congestion level includes, for example, a delay background traffic (shown in column  308 ). 
     In another example, the UL congestion for soft inaccessibility (shown in column  302 ) may be identified through UL noise rise measurements, previously allocated UL resources or, if successful, physical Random Access Channel (pRACH) process duration (shown in column  304 ). In this example, the impact on the portable device  102  includes slow and intermittent DL traffic (column  306 ) while the change of behavior for this congestion level includes, for example, a delay in uploading large files (shown in column  308 ). 
     In another example still, the hard inaccessibility indicator (shown in column  302 ) may be identified, for example, through pRACH process failure, access class barring, or RRM failure (shown in column  304 ). In this example, the impact on the portable device  102  includes lack of access or repeated failure to connect (column  306 ) while the change of behavior for this congestion level includes, for example, avoid initiating sessions during barring period to save power (shown in column  308 ). 
       FIGS. 4( a ) and 4( b )  illustrate an example embodiment of calculating radio-link conditions as described in present implementations herein. The equations, formulas, measurement parameters, etc. as further discussed below may be implemented by the radio link-condition detector  210  through the algorithm as described herein. 
       FIG. 4( a )  illustrates an equation that may be utilized to determine the amount of transmitting power that the portable device  102  is currently using to perform, for example, network loading or network downloading. Based from determined amount of transmitting power, the effect(s), for example, of the poor RF signal in the portable device  102  during 3G data communications may be determined. 
     For example, if a calculated amount of initial transmission power (Tx init-calculated    400 ) in the portable device  102  during the 3G data communication is above the pre-configured threshold level, then a flag (not shown) that represents presence of “poor RF signal” may be activated. Otherwise, the UL transmission in the portable device  102  may continue its normal operations because the presence of “poor RF signal” does not affect at all its regular transmission operations. In this example, the threshold level may include a parameter amount or value that generally distinguishes a good radio link condition from a poor radio link condition. 
     With continued reference to  FIG. 4( a ) , the measurement of the Tx init-calculated    400  in 3G networks may be performed in passive mode. That is, the portable device  102  needs only to observe the parameters or variables contained in the equation without being connected to any network, such as the network  110 . In this implementation, the Tx init-calculated    400  may be based upon the following variables: P TX-CPICH    402  that is a parameter received by the system information blocks (SIB) of the portable device  102  from the base station  106 ; RSCP CPICH    404  that is a parameter that is measured from the modem  212 ; UL interference    406  that is a measurement received from the base station  106 ; and constant variable  408  (i.e., “27”). As can be observed from the equation, the Tx init-calculated    400  is based from radio link conditions or information within the portable device  102  and also from the radio link conditions that may be extracted from the parameters of the base station  106 . 
       FIG. 4( b )  illustrates the measurements of the initial transmission power (Tx init-calculated  LTE  410 ) in the portable device  102  for the LTE networks. As shown, the Tx init-calculated  LTE  410  may be based upon the following variables: LTE_InitialReceivedTargetPower  412 ; and Path Loss (PL)  414  where the PL  414  is equal to the difference between the LTE_referenceSignalPower  416  and the LTE_RSRP  418  variables. 
     With the obtained Tx init-calculated    400  and Tx init-calculated_LTE    410  for 3G and LTE networks, respectively, the algorithm may be configured to control the device applications&#39; behavior as described herein. 
       FIG. 5  an embodiment of extracting physical (PHY) data from a modem as described in present implementations herein. In this embodiment, the algorithm may separately treat the DL radio link conditions from the UL radio link conditions. For example, when more than one portable device accesses the base station  106 , each of these other portable devices may provide an additional noise to one another or to the system. To this end, the algorithm may be configured to calculate and measure the amount of congestion traffic during DL and/or UL transmissions such as in the 3G or LTE system 
     To calculate the DL congestion in the 3G network, a signal energy per chip (Ec/Io)  500  may represent the DL congestion traffic that may be measured in the receiver portable device  102 . With the measured Ec/Io  500 , a parameter (i.e., γ DL ) is calculated and normalized to provide the measured relative load parameter of the serving base station (e.g., base station  106 ). In this example, the algorithm may improve accuracy of DL congestion modelling by using additional information obtained from the modem  212  (e.g., RSCP and RSSI) and UL congestion indications (i.e., neighboring cellular cell measurements). 
     In an implementation, the algorithm utilizes Eq. 1 below to measure the Ec/Io  500  in dB:
 
 Ec/Io =RSCP dBm −RSSI dBm  as reported by the modem  212  in dB   Eq. 1
 
where RSCP in dBm =30+10 log(CPICH Received Power Level).
 
     With this Ec/Io  500  measurements, a normalized DL congestion indicator (γ DL ) may be calculated, defined and normalized to include zero to 100% value where the (γ DL ) may be calculated in Eq. 2 below. 
     
       
         
           
             
               
                 
                   
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     Based from the derived value of the γ DL  in Eq. 2, the following congestion level conditions may be derived: 1) low congestion may be defined by 25%&gt;γ DL ≥0%; 2) medium congestion may be defined by 50%&gt;γ DL ≥25%; and 3) high congestion is defined by γ DL ≥50%. With these congestion levels, the algorithm may implement the necessary control of the background tasks as appropriate. 
     In another implementation such as the extraction of the γ DL  from a modem data, the Ec/Io  500  is first calculated and based from the calculated value and the following assumptions, the ratio below is computed. 
     
       
         
           
             
               CPICH 
               ⁢ 
               
                   
               
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               Total 
               ⁢ 
               
                   
               
               ⁢ 
               Tx 
               ⁢ 
               
                   
               
               ⁢ 
               Power 
             
           
         
       
     
     The assumptions in the approximation of the γ DL  includes: 1) that the neighboring cellular cells have similar loads compared to the service cell (i.e., base station  106 ); 2) that the paging channels overhead is 30% of the CPICH power; and 3) that the nominal CPICH power ratio is 2-5% of maximal cell transmission power as further discussed in β Max  equation below. CPICH is common pilot channel. 
     Going back to the Ec/Io  500 , the following assumption is further considered (i.e., values are in watts): 
     
       
         
           
             
                 
             
             ⁢ 
             
               
                 
                   10 
                   
                     
                       [ 
                       
                         Ec 
                         / 
                         Io 
                       
                       ] 
                     
                     / 
                     10 
                   
                 
                 = 
                 
                   
                     CPICH 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Rx 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Power 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Level 
                   
                   
                     
                       
                         
                           
                             F 
                             · 
                             
                               N 
                               0 
                             
                             · 
                             B 
                           
                           + 
                           
                             Total 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             Rx 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             Power 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             of 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             serving 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             cell 
                           
                           + 
                         
                       
                     
                     
                       
                         
                           Total 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Rx 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Power 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           of 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Other 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Cells 
                         
                       
                     
                   
                 
               
               ; 
             
           
         
       
       
         
           
             
               
                 10 
                 
                   - 
                   
                     
                       [ 
                       
                         Ec 
                         / 
                         Io 
                       
                       ] 
                     
                     10 
                   
                 
               
               = 
               
                 
                   
                     
                       
                         
                           
                             F 
                             · 
                             
                               N 
                               0 
                             
                             · 
                             B 
                           
                           + 
                           
                             Total 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             Rx 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             Power 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             of 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             serving 
                             ⁢ 
                             
                                 
                             
                             ⁢ 
                             cell 
                           
                           + 
                         
                       
                     
                     
                       
                         
                           Total 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Rx 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Power 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           of 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Other 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Cells 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Power 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Level 
                         
                       
                     
                   
                   
                     CPICH 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Rx 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Power 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Level 
                   
                 
                 = 
                 
                   
                     
                       NF 
                       · 
                       
                         N 
                         0 
                       
                       · 
                       BW 
                     
                     
                       CPICH 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Rx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Level 
                     
                   
                   + 
                   
                     
                       Total 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Rx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       of 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       serving 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       cell 
                     
                     
                       CPICH 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Rx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Level 
                     
                   
                   + 
                   
                     
                       Total 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Rx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       of 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Other 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Cells 
                     
                     
                       CPICH 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Rx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Level 
                     
                   
                 
               
             
             ; 
           
         
       
       
         
           
             
                 
             
             ⁢ 
             and 
           
         
       
       
         
           
             
                 
             
             ⁢ 
             
               
                 
                   NF 
                   · 
                   
                     N 
                     0 
                   
                   · 
                   BW 
                 
                 
                   CPICH 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Rx 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Power 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Level 
                 
               
               = 
               
                 
                   10 
                   
                     
                       
                         - 
                         104 
                       
                       - 
                       
                         RSCP 
                         ⁢ 
                         
                             
                         
                         [ 
                         dBm 
                         ] 
                       
                     
                     10 
                   
                 
                 . 
               
             
           
         
       
     
     Assuming that ratio β is measured as: 
     
       
         
           
             β 
             = 
             
               
                 
                   Total 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Rx 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Power 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   of 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   serving 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   cell 
                 
                 
                   CPICH 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Rx 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Power 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Level 
                 
               
               = 
               
                 
                   Total 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Tx 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Power 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   of 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   serving 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   cell 
                 
                 
                   CPICH 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Tx 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Power 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Level 
                 
               
             
           
         
       
     
     Also, assuming that the ratio β is identical for all cellular cells (i.e., this is not correct; however, the error is limited), then the assumption below takes place. 
     
       
         
           
             
               
                 
                   
                     
                       10 
                       
                         
                           - 
                           
                             [ 
                             
                               Ec 
                               / 
                               Io 
                             
                             ] 
                           
                         
                         / 
                         10 
                       
                     
                     - 
                     
                       10 
                       
                         
                           
                             - 
                             104 
                           
                           - 
                           
                             RSCP 
                             ⁢ 
                             
                                 
                             
                             [ 
                             dBm 
                             ] 
                           
                         
                         10 
                       
                     
                   
                   = 
                     
                   ⁢ 
                   
                     β 
                     + 
                     
                       
                         Total 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Rx 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Power 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         of 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Other 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Cells 
                       
                       
                         CPICH 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Rx 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Power 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Level 
                       
                     
                   
                 
               
             
             
               
                 
                   = 
                     
                   ⁢ 
                   
                     β 
                     + 
                     
                       
                         
                           Σβ 
                           · 
                           Other 
                         
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Cells 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         CPICH 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Rx 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Power 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Levels 
                       
                       
                         CPICH 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Rx 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Power 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Level 
                       
                     
                   
                 
               
             
             
               
                 
                   = 
                     
                   ⁢ 
                   
                     β 
                     · 
                     
                       
                         
                           Σ 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           All 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Cells 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           CPICH 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Rx 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Power 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Levels 
                         
                         
                           CPICH 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Rx 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Power 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Level 
                         
                       
                       . 
                     
                   
                 
               
             
           
         
       
     
     With the assumption that the ratio β is identical for all cellular cells, ratio β may be computed as: 
     
       
         
           
             β 
             = 
             
               
                 [ 
                 
                   
                     10 
                     
                       - 
                       
                         
                           [ 
                           
                             Ec 
                             / 
                             Io 
                           
                           ] 
                         
                         10 
                       
                     
                   
                   - 
                   
                     10 
                     
                       
                         
                           - 
                           104 
                         
                         - 
                         
                           RSCP 
                           ⁢ 
                           
                               
                           
                           [ 
                           dBm 
                           ] 
                         
                       
                       10 
                     
                   
                 
                 ] 
               
               · 
               
                 
                   
                     CPICH 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Rx 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Power 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Level 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     of 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     serving 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     cell 
                   
                   
                     Σ 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     All 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Cells 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     CPICH 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Rx 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Power 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Levels 
                   
                 
                 . 
               
             
           
         
       
     
     Assuming further that CPICH Tx Power is 2÷5% of maximal base station  106  Tx power (β Max =20÷50), and that the Paging Channels overhead is ˜30% of the CPICH power, then the following may be derived: 
     
       
         
           
             
               γ 
               DL 
             
             = 
             
               
                 
                   
                     Total 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Tx 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Power 
                   
                   - 
                   
                     [ 
                     
                       
                         1.3 
                         · 
                         CPICH 
                       
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Tx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                     
                     ] 
                   
                 
                 
                   Traffic 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Usable 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   NodeB 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Tx 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Power 
                 
               
               = 
               
                 
                   
                     
                       Total 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Tx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                     
                     - 
                     
                       [ 
                       
                         
                           1.3 
                           · 
                           CPICH 
                         
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Tx 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Power 
                       
                       ] 
                     
                   
                   
                     
                       Maximal 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Tx 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       Power 
                     
                     - 
                     
                       [ 
                       
                         
                           1.3 
                           · 
                           CPICH 
                         
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Tx 
                         ⁢ 
                         
                             
                         
                         ⁢ 
                         Power 
                       
                       ] 
                     
                   
                 
                 = 
                 
                   
                     
                       
                         
                           Total 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Tx 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Power 
                         
                         
                           CPICH 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Tx 
                           ⁢ 
                           
                               
                           
                           ⁢ 
                           Power 
                         
                       
                       - 
                       1.3 
                     
                     
                       
                         β 
                         Max 
                       
                       - 
                       1.3 
                     
                   
                   = 
                   
                     
                       
                         
                           β 
                           - 
                           1.3 
                         
                         
                           
                             β 
                             Max 
                           
                           - 
                           1.3 
                         
                       
                       · 
                       100 
                     
                     ⁢ 
                     
                       % 
                       . 
                     
                   
                 
               
             
           
         
       
     
     As an example, for β Max =20, the following equation is determined, 5.35·β−6.95. 
     As another example, for β Max =25, the following equation is determined, 4.22·β−5.48. 
     As the calculations above are approximate, the γ DL  may have either negative or over 100% values which may be truncated accordingly. Furthermore, all power levels in the above equations are in watts (not dBm). Furthermore still, the accuracy of the CPICH power level that is reported by the base station  106  in SIB when divided by the maximal Tx power (i.e., 40 watts) is: 
     
       
         
           
             
               β 
               Max 
             
             = 
             
               
                 Maximal 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 Transmit 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 
                   Power 
                   ⁢ 
                   
                       
                   
                   [ 
                   
                     40 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     W 
                   
                   ] 
                 
               
               
                 CPICH 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 Transmit 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 
                   Power 
                   ⁢ 
                   
                       
                   
                   [ 
                   W 
                   ] 
                 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 as 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 reported 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 in 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 SIB 
               
             
           
         
       
     
       FIG. 6  illustrates another example embodiment for calculating radio-link conditions as described herein. As shown, the equation may be utilized to estimate uplink congestion in 3G based at least from an information extracted from the parameters of the base station  106 . 
     For the 3G networks, a report of received noise level by the base station  106  may be utilized to map its uplink load. For example, as shown in table below, the normalized UL congestion indicator (γ UL ) may include different values (e.g., 0%, 20%, etc.) that corresponds with different values of UL noise rise  600  (i.e., in dB). The UL noise rise  600 , for example, may be based from the following parameters: “UL noise level report”  602  and “minimal value reported for the cell”  604 . In another example, the UL noise rise  600  may be approximated to include the difference between the “UL noise level report”  602  and negative 103 dB. The equation in  FIG. 6  is repeated below for purposes of illustration. 
     
       
         
           
             
               UL 
               ⁢ 
               
                   
               
               ⁢ 
               Noise 
               ⁢ 
               
                   
               
               ⁢ 
               
                 Rise 
                 
                   d 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   B 
                 
               
             
             = 
             
               
                 
                   UL 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Noise 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Level 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Report 
                 
                 - 
                 
                   Minimal 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Value 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Reported 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   for 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   the 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Cell 
                 
               
               ≈ 
               
                 
                   UL 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Noise 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Level 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Report 
                 
                 - 
                 
                   ( 
                   
                     - 
                     103 
                   
                   ) 
                 
               
             
           
         
       
     
     With the derived amount or value of the UL noise rise  600 , the table below may be utilized to derive the corresponding normalized UL congestion indicator (γ UL )  502 . 
     
       
         
           
               
               
               
             
               
                   
                   
               
               
                   
                 UL Noise Rise in dB 
                 γ UL  Congestion Indicator 
               
               
                   
                   
               
             
            
               
                   
               
            
           
           
               
               
               
            
               
                   
                 0 to 1 
                 0% 
               
               
                   
                 2 to 4 
                 20% 
               
               
                   
                 5 to 7 
                 40% 
               
               
                   
                  8 to 11 
                 60% 
               
               
                   
                 12 to 15 
                 80% 
               
               
                   
                 16 or above 
                 100% 
               
               
                   
                   
               
            
           
         
       
     
     To calculate the DL congestion in the LTE network, a signal energy per chip (1/RSRQ) may represent the DL congestion traffic that may be measured in the receiver portable device. With the measured (1/RSRQ), a parameter (i.e., β) is calculated and normalized to provide the measured relative load parameter of the serving base station. In this example, the algorithm may improve accuracy of DL congestion modelling by using additional information obtained from the modem (e.g., RSRP and RSSI). 
     For example, the congestion amount in a 3G/4G DL transmission may include a calculation of a base-station load based on PHY measurements, RSSI, Ec/Io for 3G, RSCP, RSCQ for 4G and an impact of neighboring cellular base-stations. 
     In an implementation, the algorithm utilizes Eq. 3 below to measure the signal energy (1/RSRQ), as reported by the modem in dB; where, RSRP is the linear average of the power in Watts of all Resource Elements which carry cell-specific Reference Signals over the entire bandwidth. 
     
       
         
           
             
               
                 
                   
                     1 
                     RSRQ 
                   
                   = 
                   
                     RSSI 
                     
                       
                         RSRP 
                         · 
                         # 
                       
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       of 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       RB 
                     
                   
                 
               
               
                 
                   Eq 
                   . 
                   
                       
                   
                   ⁢ 
                   3 
                 
               
             
           
         
       
     
     The information on the number of DL RB may be calculated by the receiver 
     
       
         
           
               
               
               
             
               
                   
               
               
                 LTE 
                 Max. 
                 Max. 
               
               
                 Channel 
                 Number of 
                 Occupied 
               
               
                 Bandwidth [MHz] 
                 Resource Blocks 
                 Bandwidth [MHz] 
               
               
                   
               
             
            
               
                   
               
            
           
           
               
               
               
            
               
                 1.4 
                 6 
                 1.08 
               
               
                 3 
                 15 
                 2.7 
               
               
                 5 
                 25 
                 4.5 
               
               
                 10 
                 50 
                 9.0 
               
               
                 15 
                 75 
                 13.5 
               
               
                 20 
                 100 
                 18.0 
               
               
                   
               
            
           
         
       
     
                     1   RSRQ     =           β     #   ⁢           ⁢   of   ⁢           ⁢   RB       ·     [             Serving   ⁢           ⁢   Cell   ⁢           ⁢   RSRP     +               Σ   ⁢           ⁢   Other   ⁢           ⁢   Cells   ⁢           ⁢   RSRP           ]       +     Thermal   ⁢           ⁢   Noise       RSRP             Eq   .           ⁢   2               Thermal Noise=7.165·10 −16   ·NF 
 
     
       
         
           
             
               
                 RSSI 
                 
                   # 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   of 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   RB 
                 
               
               - 
               
                 Thermal 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 Noise 
               
             
             = 
             
               β 
               ⁢ 
               
                   
               
               [ 
               
                 
                   Serving 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Cell 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   RSRP 
                 
                 + 
                 
                   Σ 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Other 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   Cells 
                   ⁢ 
                   
                       
                   
                   ⁢ 
                   RSRP 
                 
               
               ] 
             
           
         
       
       
         
           
             β 
             = 
             
               
                 [ 
                 
                   
                     RSSI 
                     
                       # 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       of 
                       ⁢ 
                       
                           
                       
                       ⁢ 
                       RB 
                     
                   
                   - 
                   
                     Thermal 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Noise 
                   
                 
                 ] 
               
               / 
               
                 [ 
                 
                   
                     Serving 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Cell 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     RSRP 
                   
                   + 
                   
                     Σ 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Other 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     Cells 
                     ⁢ 
                     
                         
                     
                     ⁢ 
                     RSRP 
                   
                 
                 ] 
               
             
           
         
       
       
         
           
             
                 
             
             ⁢ 
             where 
           
         
       
       
         
           
             
                 
             
             ⁢ 
             
               
                 β 
                 ⁢ 
                 
                     
                 
                 ⁢ 
                 max 
               
               = 
               
                 
                   84 
                   4 
                 
                 = 
                 21 
               
             
           
         
       
     
       FIG. 7  illustrates another example embodiment for calculating radio-link conditions as described herein. As shown,  FIGS. 7 a  and 7 b    may be utilized to estimate uplink congestion in LTE networks based at least from information extracted from the parameters of the base station  106 . 
     In LTE networks, there is no UL interference report. However, an approximation of number users in the network loading may be utilized by the algorithm to implement control of the one or more applications&#39; behavior. 
     For example, the information that may be sent via PHICH channel to all users by the base station  106  may be utilized in the measurements of the LTE UL congestion, where the PHICH is the Physical Hybrid-ARQ Indicator Channel (PHICH) in the downlink carries Hybrid ARQ (HARQ) acknowledgements (ACK/NACK) for uplink data transfers. For example, the users or network loading is estimated by filtering the Acknowledge (Ack) and not-acknowledge (Nack) transmissions from an empty group example (i.e., none) in a sampling group. In this example, the number of active users in a single PHICH group is proportional to the cell UL loading. 
     In an implementation, the algorithm for the LTE networks may include calculation of the UL congestion in percentage according to histogram values correlated to maximum number of users per PHICH group. For example, to calculate the maximum number of users per PHICH group, the following are implemented. First, in network connected mode where all PHICH group is expected to contain Ack/Nack responses, the users&#39; sequences in active PHICH group are decoded. Otherwise, in idle mode, the users&#39; sequences in the PHICH group zero are decoded. Based on the decoded PHICH group, the number of valid users may then be calculated. 
     With the calculated number of valid users, these are accumulated to a valid user count histogram (i.e., not sorted by sub-frame or PHICH group). Per measuring window of window of 1˜5 seconds, the histogram is normalized to percentage according to the number of samples taken in the window. Afterwards, the maximum users per PHICH group may be measured or calculated. 
     With continuing reference to  FIG. 7 ,  FIG. 7 a    illustrates a loaded group within the PHICH where the upper right portion of the figure represents the number of Nack transmissions while the lower left are the number of Ack transmissions. On the other hand,  FIG. 7 b    illustrates presence of noise level in an empty group. 
     Once the conditions in the discussion above are identified, the algorithm may apply“avoiding background traffic” option in the portable device  102 . For example, this is done selectively for applications  106  that are bitrate hungry, while leaving foreground traffic and low bit-rate background traffic intact. In this example, identification of prolonged state of poor RF signal is implemented when: portable device  102  is located in poor RF and is stationary; or a watchdog timer is activated to eliminate the case for de-touching from background services. This timer may be zeroed once the portable device  102  is moving, based on mobility indicators. 
       FIG. 8  shows an example process flowchart  800  illustrating an example method for improving power and performance in a portable device. For example, the process flowchart  800  relates to the improvement of controlling background traffic for one or more device applications. The order in which the method is described is not intended to be construed as a limitation, and any number of the described method blocks may be combined in any order to implement the method, or alternate method. Additionally, individual blocks may be deleted from the method without departing from the spirit and scope of the subject matter described herein. Furthermore, the method may be implemented in any suitable hardware, software, firmware, or a combination thereof, without departing from the scope of the invention. 
     At block  802 , measuring a congestion amount based upon radio link conditions that include an UL or a DL transmission is performed. For example, the radio link-condition detector  210  is configured to perform an algorithm that identifies and measures different RF signal conditions and other congested radio link conditions. The radio link-condition detector  210  is a component of the portable device  102  that uses global system for mobile communications (GSM), a general packet radio services (GPRS), enhanced data rates for GSM evolution (EDGE), a 3G, or a 4G LTE, LTE-A system for data communications. 
     As discussed above, identification and measurements of the congestion amount may be based upon radio link conditions within the portable device  102  and/or the surrounding radio link conditions. 
     At block  804 , comparing the measured congestion amount to a configured threshold level is performed. 
     At block  806 , determining a level of congestion based from the measured congestion amount is performed. 
     At block  808 , sending a notification in response to the determined level of congestion is performed. For example, the notification includes a radio link condition alert to the user of the portable device  102 . 
     At block  810 , controlling a background traffic on selected one or more applications based upon the determined level of congestion is performed. For example, based from the measured congestion amount, the algorithm may implement behavior control of the background tasks in the portable device  102 . 
     The following examples pertain to further embodiments: 
     Example 1 is a method of improving power consumption and performance in a device, the method comprising: measuring a congestion amount based upon radio link condition that include an uplink (UL) or a downlink (DL) transmission; comparing the measured congestion amount to a threshold level; determining a level of congestion based on the measured congestion amount; and controlling a background traffic on selected one or more applications based on the determined level of congestion. 
     In example 2, the method as recited in example 1, wherein the level of congestion is based on one or more of a poor radio frequency (RF) signal level, a soft congestion level, or a hard congestion level. 
     In example 3, the method as recited in example 2, wherein the measurement of the congestion amount for the poor RF signal is implemented separately for the UL and the DL transmissions. 
     In example 4, the method as recited in example 2, wherein the measurement of the congestion amount for the soft congestion level is implemented separately for the UL and the DL transmissions. 
     In example 5, the method as recited in example 2, wherein the calculation of a 3G UL transmission includes a utilization of system information blocks (SIB) information of a base-station UL noise level to determine a UL load in the device. 
     In example 6, the method as recited in example 2, wherein the calculation of a LTE UL transmission is based PHICH channel logging and measurement. 
     In example 7, the method as recited in example 2, wherein the measurement of the congestion amount for the hard congestion level is implemented for both UL and the DL transmissions. 
     In example 8, the method as recited in example 1, wherein the measurement of the congestion amount in a 3G DL transmission includes a calculation of a base-station load based on PHY measurements, RSSI, Ec/Io, and an impact of other neighboring base-stations. 
     In example 9, the method as recited in example 8, wherein the measurement of the congestion amount of the 3G DL transmission further includes a utilization of system information blocks (SIB) information, which uses a common pilot channel (CPICH) power as a variable to improve calculation accuracy. 
     In example 10, the method as recited in example 1, wherein the measurement of the congestion amount in a LTE-4G DL transmission includes a calculation of a base-station load based on PHY measurements, RSSI, RSRP, RSRQ, an impact of other neighboring cellular base-stations, and an impact of a network data. 
     In example 11, the method as recited in example 10, wherein the measurement of the congestion amount of the LTE-4G DL transmission further includes a utilization of a system information blocks (SIB) information, which uses a reference symbols power and bandwidth to improve calculation accuracy. 
     In example 12, the method as recited in any of examples 1 to 11, wherein the measuring of the congestion amount is device agnostic and performed during data communication, wherein the data communication implements one or more of a global system for mobile communications (GSM), a general packet radio services (GPRS), enhanced data rates for GSM evolution (EDGE), a 3G, or an LTE-4G system. 
     In example 13, the method as recited in any of examples 1 to 11, wherein the controlling the background traffic is based upon a measured transmission power to run background tasks or applications. 
     Example 14 is a device comprising: one or more processors; a radio link-condition detector component coupled to the one or more processors and configured to detect and measure one or more radio link condition parameters, and utilize the one or more measured radio link condition parameters to control a background traffic on selected one or more applications. 
     In example 15, the device as recited in example 14, wherein the measured radio link condition parameters provides different level of congestions that include: a poor radio frequency (RF) signal level, a soft congestion level, or a hard congestion level. 
     In example 16, the device as recited in example 15, wherein the measurement of the radio link conditions for the poor RF signal is implemented separately for an uplink (UL) and downlink (DL) transmissions. 
     In example 17, the device as recited in any of examples 14 to 16, wherein the radio link-condition detector component is further configured to compare the measured radio link condition parameters to a threshold value. 
     In example 18, the device as recited in any of examples 14 to 16, wherein the measured radio link condition parameters include a calculated transmitting power during a poor radio frequency (RF) signal condition, wherein the controlling of the background traffic is implemented for the calculated transmitting power that is above the threshold value. 
     Example 19 is a method of controlling an application&#39;s behavior in a device, the method comprising: measuring a congestion amount based on radio link condition; comparing the measured congestion amount to a threshold level; and controlling a background traffic on selected one or more applications based on the comparison between the measured congestion amount and the threshold level. 
     In example 20, the method as recited in example 19, wherein the measurement of the congestion amount in a LTE-4G DL transmission includes a calculation of a base-station load based on PHY measurements, RSSI, RSRP, RSRQ, an impact of a neighboring cellular base-stations, and an impact of a network data. 
     In example 21, the method as recited in example 20, wherein the measurement of the congestion amount of the LTE-4G DL transmission further includes a utilization of a system information blocks (SIB) information, which uses a reference symbols power and bandwidth to improve calculation accuracy.

Metadata:
Filing Date: 20150327
Publication Date: 20200310
Grant Date: 20200310
Priority Date: 20150327
Inventors: ABIRI, RONI
RAVGAD, Segev
WEISMAN, Olga
KREUCHAUF, Juergen H
RAMON, ROY
TAVOR, Erez
ZAFRIR, OFER
Assignee: APPLE INC
CPC Classifications: [{"code": "H04W52/0264", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04W28/0284", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04W28/0242", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04L47/11", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04W24/08", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04W28/0284", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04W28/0242", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04W28/10", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04W28/0247", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04L47/12", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04L47/24", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04L47/11", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04L47/24", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04W24/02", "inventive": true, "first": true, "tree": "[]"}, {"code": "H04W28/0284", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04W28/0289", "inventive": true, "first": true, "tree": "[]"}, {"code": "H04W28/0284", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04W28/0289", "inventive": true, "first": false, "tree": "[]"}, {"code": "H04W8/04", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04W8/04", "inventive": false, "first": false, "tree": "[]"}, {"code": "H04W28/0289", "inventive": true, "first": true, "tree": "[]"}, {"code": "H04W28/0289", "inventive": true, "first": false, "tree": "[]"}]
Family ID: 55456617