Patent Publication Number: US-2023139659-A1

Title: Cleaning robot

Description:
CROSS-REFERENCE TO RELATED APPLICATIONS 
     The present application is a national stage application, filed under 35 U.S.C. § 371, of International Patent Application No. PCT/CN2020/121975, filed Oct. 19, 2020, which claims the benefit of Chinese Patent Application No. 202010124592.3 filed on Feb. 27, 2020, both of which are incorporated herein by reference in their entireties. 
    
    
     TECHNICAL FIELD 
     The present disclosure relates to the field of smart home appliances, and specifically, to a cleaning robot. 
     BACKGROUND 
     In recent years, with the rapid development of computer technologies and artificial intelligence science, intelligent robot technologies have gradually become a hot spot in the field of modern robotics research. Among them, sweeping robots, as the most practical intelligent robots, can automatically complete cleaning ground by virtue of certain artificial intelligence. The sweeping robot will be developed to have better sweeping effect, higher cleaning efficiency, and clean greater area, with more advanced artificial intelligence. 
     Nowadays, more and more homes are carpeted, and carpets are required to be recognized as different sweeping modes of the sweeping robot are performed for a carpet and a normal ground. 
     SUMMARY 
     An objective of the present invention is to provide a cleaning robot, capable of solving at least one technical problem mentioned above. Specific solutions are as follows: 
     According to specific embodiments of the present invention, in a first aspect, the present invention provides a cleaning robot including a robot body and a control unit disposed in the robot body, and further including: a fixing unit disposed at a front bottom of the robot body, the fixing unit including a sleeve; and an ultrasonic sensor fixed in the sleeve and electrically connected to the control unit, the ultrasonic sensor being configured to emit an ultrasonic wave downward and receive echoes reflected by different ground forms. 
     Optionally, the sleeve is a hollow cylindrical shape with a center axis perpendicular to ground. 
     Optionally, the sleeve is a cylinder formed at the front bottom of the robot body. 
     Optionally, an end surface of a bottom of the sleeve is an inclined plane. 
     Optionally, the sleeve is provided with a fixing part configured to fix the ultrasonic sensor. 
     Optionally, the fixing unit further includes a washer disposed at a position at which the fixing part is in contact with the ultrasonic sensor. 
     Optionally, the fixing unit further includes a cover plate placed on the top of the ultrasonic sensor and configured to fix the ultrasonic sensor. 
     Optionally, the cover plate is provided with a connecting opening configured to electrically connect the ultrasonic sensor to the control unit. 
     Optionally, an upper surface of the cover plate is provided with a reinforcing rib, the reinforcing rib being configured to support a sensor other than the ultrasonic sensor in the cleaning robot. 
     Optionally, when a ground form is normal ground, a number of echo peaks received by the ultrasonic sensor is 6 to 10; or when a ground form is a carpet surface, a number of echo peaks received by the ultrasonic sensor is 1 to 2. 
     Compared with the prior art, the above solution of the embodiments of the present disclosure realizes, by disposing an ultrasonic sensor emitting downward at the lower side of the front of the cleaning robot and fixing the ultrasonic sensor in a sleeve, multiple echoes on a normal surface, so as to obtain a greater deviation of the ultrasonic echo waveform of the normal surface from the ultrasonic echo waveform of the carpet surface, thereby improving accuracy and precision of carpet recognition of the cleaning robot. 
    
    
     
       BRIEF DESCRIPTION OF DRAWINGS 
       The accompanying drawings herein are incorporated into this specification and constitute a part of this specification, for illustrating embodiments consistent with the present disclosure, and are used together with this specification to explain the principle of the present disclosure. Apparently, the accompanying drawings in the following description illustrates merely some embodiments of the present disclosure, and one of ordinary skill in the art can further derive other drawings from these accompanying drawings without creative efforts. In the accompanying drawings: 
         FIG.  1 A  illustrates a schematic view of a cleaning robot according to an embodiment of the present disclosure; 
         FIG.  1 B  illustrates a schematic bottom view of a cleaning robot according to an embodiment of the present disclosure; 
         FIG.  2    illustrates a three-dimensional view of a sleeve and a washer after being assembled in a fixing unit according to an embodiment of the present disclosure; 
         FIG.  3    illustrates a three-dimensional view of the cleaning robot provided with a cylinder at the front bottom according to  FIG.  1 A  and  FIG.  1 B ; 
         FIG.  4 A  illustrates echo waveforms reflected by normal ground that are received by two types of ultrasonic sensors with and without a sleeve according to an embodiment of the present disclosure; 
         FIG.  4 B  illustrates echo waveforms reflected by a carpet surface that are received by two types of ultrasonic sensors with and without a sleeve according to an embodiment of the present disclosure; 
         FIG.  5    illustrates a three-dimensional view of an ultrasonic sensor after being assembled to a fixing unit according to an embodiment of the present disclosure; 
         FIG.  6    illustrates a three-dimensional view of a cover plate after fixing an ultrasonic sensor according to an embodiment of the present disclosure; 
         FIG.  7    illustrates a flowchart of a carpet recognition method applicable to a cleaning robot according to an embodiment of the present disclosure; 
         FIG.  8    illustrates a flowchart of a method applicable to a cleaning robot, in which a standard echo waveform is adjusted through intelligent learning in an actual sweeping condition of the cleaning robot on a designated normal ground according to an embodiment of the present application; and 
         FIG.  9    illustrates a flowchart of a method applicable to a cleaning robot, in which a standard echo signal of a normal ground is obtained according to an echo data of the normal ground and an echo data of a carpet surface. 
     
    
    
     DESCRIPTION OF EMBODIMENTS 
     To make objectives, technical solutions, and advantages of the present disclosure clearer, the following describes the present disclosure in detail with reference to the accompanying drawings. Apparently, the described embodiments are merely some but not all of the embodiments of the present disclosure. All other embodiments obtained by one of ordinary skill in the art based on the embodiments of the present disclosure without creative efforts shall fall within the scope of protection of the present disclosure. 
     The terms used in the embodiments of the present disclosure are merely intended for the purpose of describing a particular embodiment but are not intended to limit the present disclosure. The singular forms “a”, “an”, “the” and “said” used in the embodiments and the claims of the present disclosure are also intended to include the plural forms, unless the context clearly indicates otherwise, “multiple” generally includes at least two. 
     It should be understood that, the term “and/or” used herein only describes an association relationship between associated objects and represents that three relationships may exist. For example, A and/or B may represent the following three cases: Only A exists, both A and B exist, and only B exists. In addition, the character “/” herein generally indicates an “or” relationship between associated objects. 
     It should be understood that, terms such as “first,” “second” and “third” may be used in the embodiments of the present disclosure to describe an element, but the element should not be limited to these terms. These terms are merely used to distinguish the elements. For example, a first element may also be referred to as a second element, and similarly, a second element may also be referred to as a first element, without departing from the scope of the embodiments of the present disclosure. 
     Depending on the context, for example, the word “if” used herein may be explained as “while” or “when” or “in response to determining” or “in response to detecting”. Similarly, depending on the context, the phrase “if determining” or “if detecting (a stated condition or event)” can be explained as “when determining” or “in response to determining” or “when detecting (the stated condition or event)” or “in response to detecting (the stated condition or event)”. 
     It should further be noted that the term “comprise”, “include”, or any other variants thereof is intended to comprise in a non-exclusive mode, so that an article or apparatus including a series of elements includes those series of elements, and also includes other elements that are not explicitly listed, or elements that are inherent to such an article, or apparatus. An element defined by the phrase “including a . . . ” does not exclude presence of the same element in the article, or apparatus that includes the element, without more restrictions. 
     Optional embodiments of the present disclosure will be explained in detail hereinafter with reference to the accompanying drawings. 
     Embodiment 1 
       FIG.  1 A  and  FIG.  1 B  illustrate structural schematic diagrams of a cleaning robot  10  according to an exemplary embodiment.  FIG.  1 A  exemplarily illustrates a schematic view of the cleaning robot  10 , and  FIG.  1 B  exemplarily illustrates a schematic bottom view of the cleaning robot  10 . As illustrated in  FIG.  1 A  and  FIG.  1 B , the cleaning robot  10  includes: a machine body  1 , a control unit (not shown), a fixing unit  2  and an ultrasonic sensor  3 . 
     The machine body  1  forms a housing for the cleaning robot  10 , and accommodates components, for example, a sensing unit, a driving unit, a cleaning unit, an energy unit and a human-machine interaction unit, which are not shown, and various unit components of any existing cleaning robots that may be integrated onto the machine body of the present disclosure, to complete overall operation function of the cleaning robot  10  described in the embodiment of the present disclosure. The integration or positional relationship of the above mentioned units is not a key point in the disclosure and will not be elaborated herein. Optionally, the machine body has a flat cylinder. Further, the cylinder is provided with a chamfer at an edge of a bottom to achieve an obstacle crossing function. 
     The control unit is disposed in the machine body  1 , for example on a circuit board in the machine body  1 . The control unit includes a processor. The processor may comprehensively determine a form of the current ground based on an echo signal fed back by the sensing unit. Optionally, the processor is a microcontroller unit (MCU) or an arithmetic processor (AP). 
     The form of the ground includes a normal ground and a carpet surface. The normal ground includes a smooth ground such as a wooden floor, a floor tile, and a ceramic tile. The carpet surface indicates a ground surface which is carpeted by a carpet. Here, the carpet may be understood in a broad sense as including clothes and articles containing plush. 
     The fixing unit  2  is disposed in front of a base of the machine body  1  and configured to fix the ultrasonic sensor  3  so as to determine the form of the ground in time conveniently. For example, the fixing unit  2  includes a sleeve  21 . A center axis of the sleeve is perpendicular to the ground which enables an echo signal received by the ultrasonic sensor  3  to be diffused uniformly within the sleeve, thereby enabling the echo signal to return at a fixed time. Optionally, as illustrated in  FIG.  2   , the sleeve is a cylinder directly provided in the front portion of the base of the machine body  1 . If the bottom of the ultrasonic sensor  3  is exposed through a cylinder, a hollow cylinder of the same size may be added at the bottom of the cylinder. Such a sleeve structure can save manufacturing costs and mounting time. In other embodiments, the sleeve  21  and the machine body  1  may be two independent structures, and they are assembled together. 
     For example, a surface of the sleeve  21  facing the ground is a plane, i.e., parallel to the ground, so that more effective echoes can be received in a sweeping process. However, in some embodiments, an edge of the base of the cleaning robot  10  is provided with a chamfer. To fit the overall shape of the cleaning robot  10 , an end of the sleeve  21  facing the ground is required to have a same shape as the chamfer; otherwise a bottom surface of the sleeve  21 , which is set as a plane, is prone to be easily damaged during the movement of the cleaning robot  10 . Optionally, the end surface of the bottom of the sleeve  21  is set as an inclined plane. 
     As illustrated in  FIG.  3   , the ultrasonic sensor  3  is fixed in the sleeve  21 , and is electrically connected to the control unit. The ultrasonic sensor  3  is configured to transmit an ultrasonic signal to the ground vertically and to receive an echo signal reflected by the ground. The ultrasonic sensor  3  is further configured to convert the received echo signal into an electric signal and transmit it to the control unit. The type of the ultrasonic sensor can be selected based on actual requirements and is not limited herein. 
     Optionally, the ultrasonic sensor  3  is provided with two metal plugs  31  on a top thereof. The metal plugs  31  are configured to be electrically connected to the control unit for signal transmission, and for example, may be electrically connected to the control unit in a wired way. In other embodiments, the ultrasonic sensor  3  may be provided with a golden finger (not shown) on the top thereof. The golden finger includes a plurality of golden conductive contacts. A signal of the ultrasonic sensor  3  may be transmitted to the control unit through the golden finger. 
     In an exemplary embodiment of the present disclosure, fixing the ultrasonic sensor  3  in the sleeve  21  can improve accuracy of carpet recognition of the cleaning robot. An operation principle of improving the accuracy of carpet recognition is illustrated by  FIG.  4 A  and  FIG.  4 B  below.  FIG.  4 A  exemplarily illustrates echo waveforms reflected by normal ground and received by two ultrasonic sensors with and without a sleeve; and  FIG.  4 B  exemplarily illustrates echo waveforms reflected by a carpet surface and received by two ultrasonic sensors with and without a sleeve. As illustrated in  FIG.  4 A , the sleeve  21  is not provided at the periphery of the ultrasonic sensor  3 , i.e., the ultrasonic sensor  3  is exposed, the control unit controls the ultrasonic sensor  3  to transmit an ultrasonic signal to the normal ground and receive an echo. Similarly, after the sleeve  21  is provided at the periphery of the ultrasonic sensor  3 , the control unit controls the ultrasonic sensor  3  to transmit an ultrasonic signal to the normal ground and receive an echo signal. An amount of the received echo peaks is 6 to 10. Compared with the ultrasonic sensor  3  without the sleeve  21 , the ultrasonic sensor  3  with the sleeve  21  achieves the acquisition of multiple echoes of the normal ground. As illustrated in  FIG.  4 B , as for the ultrasonic sensors  3  with and without the sleeve, when the transmitted ultrasonic wave is reflected on the carpet surfaces, echoes of both types are short, with only 1 to 2 peaks, as an ultrasonic wave is almost completely absorbed by the carpet. 
     Accordingly, it can be seen from the above comparison between  FIG.  4 A  and  FIG.  4 B  that, with the sleeve, the deviation of the ultrasonic waveform reflected by the normal ground and the ultrasonic waveform reflected by the carpet surface is greater, so that the accuracy and the precision of carpet recognition can be substantially improved. 
     Further, the fixing unit  2  includes a fixing part  22  configured to fix the ultrasonic sensor  3  in the sleeve  21 . Optionally, the fixing part  22  is a step positioned on an inner wall of the sleeve  21 . The step and the sleeve  21  are integrated into an integral structure through injection-molded. The step can support the ultrasonic sensor  3 , thereby fixing the ultrasonic sensor  3 . The shape of the step matches the outline of the ultrasonic sensor  3  and is not specifically defined. Certainly, the fixing part  22  is not limited to be disposed inside the sleeve  21 , and may instead be disposed outside of the sleeve  21 , as long as the ultrasonic  3  does not fall off. 
     Optionally, the fixing unit  2  further includes a fixed anchor point  23  and a movable anchor point  24  which are disposed apart on the outer side of the top of the sleeve  21  for fixing the ultrasonic sensor  3 . 
     Optionally, as illustrated in  FIG.  5   , the fixing unit  2  further includes a washer  25  disposed at a position where the fixing part  22  is in contact with the ultrasonic sensor  3 . For example, while mounting the ultrasonic sensor  3 , the washer  25  is first placed on the step, and then the ultrasonic sensor  3 . In this way, when the cleaning robot  10  is performing a sweeping task, the washer  25  can serve a role of damping, and further prolong the service life of the ultrasonic sensor  3 . 
     Optionally, as illustrated in  FIG.  6   , the fixing unit  2  includes a cover plate  26  placed on the top of the ultrasonic sensor  3  for fixing the ultrasonic sensor  3  from above. For example, the cover plate  26  is provided with a screw hole  260 , so as to fix the ultrasonic sensor  3  through a screw. Optionally, the cover plate  26  is further provided with a first slot/hole  261  corresponding to the fixed anchor point  23  and a second slot/hole  262  corresponding to the movable anchor point  24 . The first slot/hole  261  exactly matches the fixed anchor point  23 , and is fixed after mounting. The second slot/hole  262  is configured to accommodate the movable anchor point  24  and to enable the movable anchor point  24  to be fine adjusted in the second slot/hole  262 , so as to facilitate screw mounting. The cover plate  26  is fixedly connected to the machine body  1  after mounting. The shape of the cover plate  26  is not limited and can be selected based on the internal structure of the ultrasonic sensor or the machine body. 
     Optionally, the cover plate  26  is further provided with a connection opening  263  configured to enable the metal plug or the Golden Finger, electrically connecting the ultrasonic sensor  3  to the control unit, to pass through. When the cover plate  26  is fixed to the top of the ultrasonic sensor  3 , the metal plug or Golden Finger on the top of the ultrasonic sensor  3  can pass through the connection opening  263  and is electrically connected to the control unit. 
     Optionally, the cover plate  26  is provided with a reinforcing rib  264  on an upper surface thereof. The reinforcing rib  264  can strengthen a structure of the cover plate  26 , and furthermore, can be configured to support other sensors of the cleaning robot  10 . For example, setting a part of the reinforcing rib  264  as a side curved structure can conveniently assist an obstacle sensor (not shown) fixedly disposed directly in front of the machine body  1 . Certainly, the structure of the reinforcing rib can be machined based on the profiles of other sensors, which is not limited here. 
     It should be noted that, the cleaning robot  10  may not only be a sweeping robot or mopping robot, but also may be other intelligent robots that have an autonomous traveling mechanism and is required to recognize the form of the ground. 
     In summary, by disposing the ultrasonic sensor, which transmits downward, at a portion in the front of the bottom of the cleaning robot, and fixing the ultrasonic sensor in the sleeve, the cleaning robot  10  provided in the embodiment of the present disclosure achieves multiple echoes on the normal surface, so as to make the deviation of the ultrasonic echo waveform of the normal surface from the ultrasonic echo waveform of the carpet surface greater, thereby improving the accuracy and the precision of carpet recognition of the cleaning robot. 
     Embodiment 2 
       FIG.  7    illustrates a carpet recognition method applicable to a cleaning robot according to an exemplary embodiment. The carpet recognition method applicable to the cleaning robot according to this embodiment is applied to the cleaning robot illustrated in  FIG.  1 A  and  FIG.  1 B . As illustrated in  FIG.  7   , the carpet recognition method applicable to the cleaning robot includes the following steps: 
     S 71 : A standard echo signal of a normal ground is set, wherein the standard echo signal includes a standard echo waveform, an amount of peaks in standard echo signal and other signals that can characterize an acoustic wave. 
     Optionally, before performing cleaning, the cleaning robot first obtains a standard echo waveform of the normal ground based on a factory standard setting of the cleaning robot. The factory standard includes an echo characteristic of the normal ground which is generated based on user big data, and may further include an echo characteristic of a carpeted ground, such as an amount of peaks in echo signal, to set the standard echo signal of the normal ground more accurately. 
     Optionally, on the basis of obtaining the standard echo waveform of the normal ground based on the factory standard setting, setting the standard echo signal of the normal ground further includes: adjusting the standard echo waveform through intelligent learning based on an actual sweeping condition of the cleaning robot on a designated normal ground. For example, as illustrated in  FIG.  8   , adjusting the standard echo waveform through intelligently learning based on an actual sweeping condition of the cleaning robot on the designated normal ground includes: 
     S 711 : A room map including at least one area is created in advance, wherein the room map includes at least one area. If the room map includes a plurality of areas, the standard echo waveform is an echo waveform corresponding to each area of the plurality of areas. Certainly, a room map may not be created, and the entire room is considered as an area. 
     S 712 : The ultrasonic sensor is controlled to transmit an ultrasonic signal to a designated normal ground and to receive a designated echo that is reflected. For example, a user places the cleaning robot on the normal ground in the room, and the cleaning robot actually performs one or more sweepings and receives one or more designated echoes. The designated normal ground indicates a to-be swept normal ground selected subjectively by the user, and the designated echo is an echo reflected by the designated normal ground. 
     S 713 : The standard echo waveform of each of the plurality of areas is generated through intelligently learning the designated echo and adjusting the standard echo waveform, and is saved at a corresponding position on the room map automatically. It should be understood that, the set standard echo waveform of the normal ground can be adjusted based on an actual condition of the ground on which the cleaning robot is operated by the user. As more sweepings are performed, the standard echo waveform will be learned automatically and saved at the corresponding position on the room map. 
     Optionally, the standard echo signal of the normal ground is a user-defined signal. For example, setting the standard echo signal of the normal ground includes: providing a user with a learning mode, and guiding the user to collect echo data of the normal ground and echo data of the carpet surface by using the cleaning robot; and obtaining the standard echo signal of the normal ground based on the echo data of the normal ground and the echo data of the carpet surface. The user is guided to collect the echo data of the carpet surface to further determine a critical value of the standard echo signal of the normal ground accurately, for example, a minimum amount of peaks and a roughness of the standard echo waveform. 
     To avoid that a carpet mode of the cleaning robot cannot be turned on due to a large error in the learning process of the user, the factory standard data may be further taken into account to obtain the standard echo signal of the normal ground, so as to perform carpet recognition more accurately. Referring to  FIG.  9   , obtaining the standard echo signal of the normal ground based on the echo data of the normal ground and the echo data of the carpet surface includes: 
     S 714 : The echo data of the normal ground and the echo data of the carpet surface are compared with factory standard data of the cleaning robot, and it is determined whether the echo data of the normal ground and the echo data of the carpet surface exceed a preset error range. The preset error range is set based on an actual condition, which is not limited herein. 
     S 715 : If the echo data of the normal ground and the echo data of the carpet surface exceed the preset error range, the echo data of the normal ground and the echo data of the carpet surface are adjusted based on the factory standard data. For example, if the preset error range is set to be 1 to 2, and an amount of echo peaks in the echo data of the normal ground in the factory standard data is 5 to 9, when an amount of echo peaks in the echo data of the normal ground that are collected by the user are 11, it is determined that the echo data of the normal ground collected by the user is incorrect. 
     S 716 : A standard echo signal of the normal ground is obtained according to the adjusted echo data of the normal ground and the adjusted echo data of the carpet surface. 
     S 72 : The ultrasonic sensor is controlled to transmit an ultrasonic signal to a current ground vertically, and receive an actual echo signal reflected by the current ground. 
     For example, after setting the standard echo signal of the normal ground, the control unit transmits an electric signal to the ultrasonic sensor, the ultrasonic sensor converts the electric signal into an ultrasonic signal and transmits the ultrasonic signal downward to a ground, and the ultrasonic signal is reflected by the ground, the reflected ultrasonic signal is received and converted into an electric signal by the ultrasonic sensor and the electric signal is transmitted to the control unit. 
     S 73 : It is determined whether the actual echo signal is different from the standard echo signal; and, the current ground is recognized as a carpet surface if the actual echo signal is different from the standard echo signal. 
     In this step, determining whether the actual echo signal is different from the standard echo signal to recognize whether the current ground is the carpet surface includes: 
     determining whether an amount of peaks in the actual echo signal is less than an amount of peaks in the standard echo signal; and if the amount of peaks in the actual echo signal is less than the amount of peaks in the standard echo signal, recognizing the current ground as the carpet surface. For different areas, the actual echo signal can be individually compared with the standard echo signal corresponding to the current area, to improve the accuracy of carpet recognition. 
     Optionally, before determining and recognition processes are performed, the actual echo signal may be adjusted. For example, the currently received actual echo signal is adjusted through intelligent learning based on a plurality of received actual echo signals reflected by the current ground. It can be understood as that, the cleaning robot performs recognition for multiple times based on the ground of the user, and automatically learns the actual echo signals received during each recognition, to improve the accuracy of carpet recognition. 
     Optionally, if the ultrasonic signal reflected by the current ground is scattered at an end surface of the bottom of the sleeve, waveform compensation is performed on the received actual echo signal. It can be understood as that, when the end surface of the bottom of the sleeve is an inclined plane, the echo reflected by the ground will be scattered to a certain extent at the inclined plane. Therefore, the waveform compensation may be performed on the received actual echo signal before determining and recognition are performed. A waveform compensation method includes: setting an amplitude threshold; and performing weight compensation on a peak less than the amplitude threshold, so that the actual echo signal is consistent with the actual echo signal received when the end surface of the bottom is a plane. Certainly, it is not limited to that method, as long as the actual echo signal is consistent with the actual echo signal received when the end surface of the bottom is a plane. 
     Optionally, the cleaning robot will make operation noises during operation, for example, a fan, main brush rotation, side brush rotation, and wheel advancing. These operation noises affect determining the actual echo signal, and thus the actual echo signal is required to be de-noised. Optionally, the control unit performs median filtering on the received actual echo signal. In other embodiments, the ultrasonic signal emitted by the ultrasonic sensor is encoded, and the operation noises in the actual echo signal can be removed based on the encoding. Herein, for details of the de-noising process, the de-noising method in the prior art can be referred to, and details will not be elaborated herein. 
     Further, when the current ground is recognized as the carpet surface, the control unit controls the cleaning robot to enter a carpet mode, for example, increasing suction of the fan to clean the carpet better; or if the cleaning robot has a mopping function, the cleaning robot is controlled to lift a mopping tool or stop the mopping tool, to prevent the carpet from getting wet. 
     Finally, according to the carpet recognition method applicable to the cleaning robot according to the embodiment of the present disclosure, a ultrasonic sensor facing downward is disposed at a front portion of the bottom of the cleaning robot, a ground condition is detected through the ultrasonic wave, and a movement mode of the sweeping robot is changed if the detection result indicates a carpet. In this way, the problem of low accuracy and poor recognition effect of an infrared sensor for carpet recognition is solved, and the accuracy and the precision of carpet recognition of the cleaning robot can be improved. 
     Finally, it should be noted that the foregoing embodiments are merely intended to describe the technical solutions of this disclosure, rather than limit this disclosure. Although this disclosure is described in detail with reference to the foregoing embodiments, one of ordinary skill in the art should understand that modifications can still be made to the technical solutions described in the foregoing embodiments or equivalent replacements can be made to some technical features thereof, without departing from the spirit and the scope of the technical solutions of the embodiments in this disclosure.