Patent Publication Number: US-2022230225-A1

Title: Systems, devices and methods for dispensing personalized products including physiological cycle progression and personalized skincare recommendation

Description:
CROSS-REFERENCES TO RELATED APPLICATIONS 
     This application claims the benefit of U.S. Provisional Application No. 63/139838, filed Jan. 21, 2021, and French Application No. 2103549, filed Apr. 7, 2021, the disclosures of which are each expressly incorporated herein by reference in their entirety. 
    
    
     SUMMARY 
     In an aspect, the present disclosure is directed to, among other things, a personalized cosmetic system. In an embodiment, the system includes a skin-state unit including computational circuitry configured to determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, the system includes a personalize product unit including computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of the onset of the change in the skin state. In an embodiment, the system includes a skin-state display unit including computational circuitry configured to generate one or more instances of the skin state and one or more instances of a personalized skincare recommendation. In an embodiment, the system includes a dispenser control unit including computational circuitry configured to establishing a communication link with a personalized cosmetic dispensing system and to communicate one or more control commands to dispense a personalize skincare product in conformity with the generated personalized skincare recommendation. In an embodiment, the dispenser control unit includes computational circuitry configured to establishing a communication link with a remote personalized cosmetic dispensing system and exchanged personalize skincare product information. In an embodiment, the dispenser control unit includes computational circuitry configured to initiate a discovery protocol that allows the personalized cosmetic system and a remote personalized cosmetic dispensing system to identify each other and negotiate one or more pre-shared keys. In an embodiment, the dispenser control unit includes at least one of a receiver, transmitter, or a transceiver operable to actuate a discovery protocol that allows personalized cosmetic system and a remote enterprise to identify each other and negotiate information. 
     In an aspect, the present disclosure is directed to, among other things, a personalized cosmetic system. In an embodiment, the personalized cosmetic system includes means for determining an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, the personalized cosmetic system includes means for generating a personalized skincare recommendation responsive to one or more inputs indicative of the onset of the change in the skin state. In an embodiment, the personalized cosmetic system includes means for establishing a secured communication link with a personalized cosmetic dispensing system and for communicating one or more control commands to dispense a personalize skincare product in conformity with the generated personalized skincare recommendation. In an embodiment, the personalized cosmetic system includes means for generating one or more instances of the skin state and one or more instances of a personalized skincare recommendation. 
     In an aspect, the present disclosure is directed to, among other things, a method including predicting an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, the method includes generating a personalized skincare recommendation responsive to one or more inputs indicative of the onset of the change in the skin state. In an embodiment, the method includes establishing a secured communication link with a personalized cosmetic dispensing system. In an embodiment, the method includes communicating one or more control commands to dispense a personalize skincare product in conformity with the generated personalized skincare recommendation. In an embodiment, the method includes generating one or more instances of the skin state and one or more instances of a personalized skincare recommendation. In an embodiment, the method includes generating one or more instances of a changed to an ingredient on a virtual display based on the one or more inputs indicative of a physiological cycle progression. 
    
    
     
       BRIEF DESCRIPTION OF THE FIGURES 
         FIG. 1  is a schematic view of a system according to an embodiment. 
         FIG. 2  is a schematic view of a system for monitoring the onset of a skin condition according to an embodiment. 
         FIG. 3  is a schematic view of a personalized cosmetic system according to an embodiment. 
     
    
    
     In the following detailed description, reference is made to the accompanying drawings, which form a part hereof. In the drawings, similar symbols typically identify similar components, unless context dictates otherwise. The illustrative embodiments described in the detailed description, drawings, and claims are not meant to be limiting. Other embodiments may be utilized, and other changes may be made, without departing from the spirit or scope of the subject matter presented here. 
     DETAILED DESCRIPTION 
     The epidermis is significantly impacted by cyclical changes in estrogen, progesterone, and testosterone throughout the menstrual cycle. These cyclical fluctuations in the relative levels of these hormones result in changes in skin physiology including those due to changes in collagen and elastin production, sebum production, skin lipids levels, skin cell turnover rates, skin hydration, and the like. 
     Accordingly, in an embodiment, the present disclosure details one or more methodologies or technologies that determine an onset of a skin state based on an indication of a physiological cycle phase, and provide a personalized recommendation based on the determined onset of the skin state. In an embodiment, the present disclosure details one or more methodologies or technologies for monitoring the onset of a skin condition associated with a stage of a physiological cycle. In an embodiment, the present disclosure details one or more methodologies or technologies for ameliorating adverse effects of physiological cycle changes on human skin. 
       FIG. 1  shows a system  100  in which one or more methodologies or technologies can be implemented such, for example, determining an onset of a skin state based on an indication of a physiological cycle phase, and providing a personalized recommendation based on the determined onset of the skin state. 
     In an embodiment, the system  100  includes a skin-state unit  102  including computational circuitry configured to determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. For example, in an embodiment, the skin-state unit  102  includes computational circuitry configured to determine an onset of an acne-prone skin state, a congested skin state, dehydrated skin state, dull skin state, increased sensitivity skin state, irritated skin state, itchy skin state, sensitive skin state, changes in sebum production skin state, acne outbreak skin state, and the like, responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine an onset of a skin state associated with cyclical changes in collagen production, skin thickness, skin hydration, sweat production, acne levels, and the like. 
     In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of a physiological cycle stage or phase. In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of whether a user is a cycle beginning, cycle middle, or a cycle ending stage. 
     No-limiting examples of computational circuitry include, among other things, one or more computing devices such as a processor (e.g., a microprocessor, a quantum processor, qubit processor, etc.), a central processing unit (CPU), a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a field programmable gate array (FPGA), and the like, or any combinations thereof, and can include discrete digital or analog circuit elements or electronics, or combinations thereof. In an embodiment, computational circuitry includes one or more ASICs having a plurality of predefined logic components. In an embodiment, computational circuitry includes one or more FPGAs, each having a plurality of programmable logic components. 
     In an embodiment, computational circuitry includes one or more electric circuits, printed circuits, flexible circuits, electrical conductors, electrodes, cavity resonators, conducting traces, ceramic patterned electrodes, electro-mechanical components, transducers, and the like. 
     In an embodiment, computational circuitry includes one or more components operably coupled (e.g., communicatively, electromagnetically, magnetically, ultrasonically, optically, inductively, electrically, capacitively coupled, wirelessly coupled, and the like) to each other. In an embodiment, computational circuitry includes one or more remotely located components. In an embodiment, remotely located components are operably coupled, for example, via wireless communication. In an embodiment, remotely located components are operably coupled, for example, via one or more communication modules, receivers, transmitters, transceivers, and the like. 
     In an embodiment, computational circuitry includes memory that, for example, stores instructions or information. For example, in an embodiment, the skin-state unit  102  includes computer-readable memory media having user-specific physiological cycle information configured as a data structure, the user-specific physiological cycle information including one or more of cycle beginning data, cycle end data, cycle-dependent skin state data, skincare regimen data, skincare product date, overall wellness data, diet data, medication data, environmental condition data, or stress level data. In an embodiment, the skin-state unit  102  includes computer-readable memory media having skin type information including balance skin information, combination skin information, dry skin information, normal skin information, oily skin information, sensitive skin information, and the like configured as a data structure. Non-limiting examples of memory include volatile memory (e.g., Random Access Memory (RAM), Dynamic Random Access Memory (DRAM), and the like), non-volatile memory (e.g., Read-Only Memory (ROM), Electrically Erasable Programmable Read-Only Memory (EEPROM), Compact Disc Read-Only Memory (CD-ROM), and the like), persistent memory, and the like. Further non-limiting examples of memory include Erasable Programmable Read-Only Memory (EPROM), flash memory, and the like. In an embodiment, memory is coupled to, for example, one or more computing devices by one or more instructions, information, or power buses. 
     In an embodiment, computational circuitry includes one or more computer-readable media drives, interface sockets, Universal Serial Bus (USB) ports, memory card slots, and the like, and one or more input/output components such as, for example, a graphical user interface, a display, a keyboard, a keypad, a trackball, a joystick, a touch-screen, a mouse, a switch, a dial, and the like, and any other peripheral device. In an embodiment, computational circuitry includes one or more user input/output components that are operably coupled to at least one computing device configured to control (electrical, electromechanical, software-implemented, firmware-implemented, or other control, or combinations thereof) at least one parameter associated with, for example, determining one or more tissue thermal properties responsive to detected shifts in turn-ON voltage. 
     In an embodiment, computational circuitry includes a computer-readable media drive or memory slot that is configured to accept signal-bearing medium (e.g., computer-readable memory media, computer-readable recording media, and the like). In an embodiment, a program for causing a system to execute any of the disclosed methods can be stored on, for example, a computer-readable recording medium, a signal-bearing medium, and the like. Non-limiting examples of signal-bearing media include a recordable type medium such as a magnetic tape, floppy disk, a hard disk drive, a Compact Disc (CD), a Digital Video Disk (DVD), Blu-Ray Disc, a digital tape, a computer memory, and the like, as well as transmission type medium such as a digital or an analog communication medium (e.g., a fiber optic cable, a waveguide, a wired communications link, a wireless communication link (e.g., receiver, transmitter, transceiver, transmission logic, reception logic, etc.). Further non-limiting examples of signal-bearing media include, but are not limited to, DVD-ROM, DVD-RAM, DVD+RW, DVD-RW, DVD-R, DVD+R, CD-ROM, Super Audio CD, CD-R, CD+R, CD+RW, CD-RW, Video Compact Discs, Super Video Discs, flash memory, magnetic tape, magneto-optic disk, MINIDISC, non-volatile memory card, EEPROM, optical disk, optical storage, RAM, ROM, system memory, web server, and the like. 
     In an embodiment, computational circuitry includes acoustic transducers, electroacoustic transducers, electrochemical transducers, electromagnetic transducers, electromechanical transducers, electrostatic transducers, photoelectric transducers, radio-acoustic transducers, thermoelectric transducers, ultrasonic transducers, and the like. 
     In an embodiment, the system  100  includes circuitry configured to implement a discovery and a registration protocol that allows system  100  and remote components, device, network servers, client devices, or the like to find each other and initiate one or more authorization protocols. For example, in an embodiment, the system  100  includes one or more receivers, transmitters, transceivers, transmission logic, reception logic, and the like for implementing authentication protocols and for securing communication between the system  100  and remote networks  101 , servers  103 , client device  105 , and the like. In an embodiment, the system  100  includes circuitry configured to implement one or more security protocols to establish a communications links, channels, paths, or the like for providing secure communications between units and the like. 
     In an embodiment, computational circuitry includes electrical circuitry operably coupled with a transducer (e.g., an actuator, a motor, a piezoelectric crystal, a Micro Electro Mechanical System (MEMS), etc.) In an embodiment, computational circuitry includes electrical circuitry having at least one discrete electrical circuit, electrical circuitry having at least one integrated circuit, or electrical circuitry having at least one application specific integrated circuit. In an embodiment, computational circuitry includes electrical circuitry forming a general purpose computing device configured by a computer program (e.g., a general purpose computer configured by a computer program which at least partially carries out processes and/or devices described herein, or a microprocessor configured by a computer program which at least partially carries out processes and/or devices described herein), electrical circuitry forming a memory device (e.g., forms of memory (e.g., random access, flash, read only, etc.)), electrical circuitry forming a communications device (e.g., a modem, communications switch, optical-electrical equipment, etc.), and/or any non-electrical analog thereto, such as optical or other analogs. 
     In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of whether a user is a Follicular phase or a Luteal phase. In an embodiment, the skin-state unit  102  includes computational circuitry configured to determining a current physiological state associated with the user based on one or more user-selectable inputs indicative of a physiological cycle phase and current skin state. In an embodiment, the skin-state unit  102  includes computational circuitry configured to predicting a current physiological cycle state associated with the user based on physiological cycle data associated with a user. 
     In an embodiment, the skin-state unit  102  includes computational circuitry configured to update physiological cycle state associated with the user based one or more actual physiological cycle data inputs associated with the user. In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of an overall wellness. In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of a stress level. In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of a medication. 
     In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of an environmental condition (e.g., climate, pollution, sun exposure, seasonal condition, and the like). In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of a change in diet. In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of a hormonal imbalance. 
     In an embodiment, the skin-state unit  102  includes computational circuitry configured to determine the onset of the change in the skin state responsive to one or more inputs indicative of user-specific potential risk factors for skin health. 
     In an embodiment, the system  100  includes a mitigation unit  104  including computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of the onset of the change in the skin state. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation to mitigate a decrease of sebum production responsive to one or more inputs indicative of an onset of a change in a skin state associated with a follicular phase. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation to mitigate a dull, dry, lackluster, or sensitive skin state responsive to one or more inputs indicative of an onset of a change in a skin state associated with a follicular phase of a physiological cycle. 
     In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a give a personalized recommendation of product usage of current products. For example, “pump extra hydration cream the next few days as your skin is prone to dry skin,” or “make sure to use your acne serum as you are more prone to acne.” 
     In an embodiment, the mitigation unit  104  includes computational circuitry configured to give a personalized recommendation of product usage of current products. For example, “pump extra hydration cream the next few days as your skin is prone to dry skin,” or “make sure to use your acne serum as you are more prone to acne.” 
     In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a give a personalized recommendation based on one or more inputs indicative of a user-specific potential risk factors for skin health. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation for a plump skin state or a cell-turnover-increase skin state responsive to one or more inputs indicative of an onset of a change in a skin state associated with a follicular phase of a physiological cycle. 
     In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation to mitigate an increase in a sebum production responsive to one or more inputs indicative of an onset of a change in a skin state associated with a luteal phase of a physiological cycle. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation to mitigate an acne-production skin state responsive to one or more inputs indicative of an onset of a change in a skin state associated with a luteal phase of a physiological cycle. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of the onset of an increase or decrease in sebum production. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of a dull, dry, lackluster, or sensitive skin state. 
     In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of an onset of acne. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of an onset of psoriasis, atopic eczema, or irritant dermatitis. 
     Progesterone stimulates the production of sebum and, as it rises, causes your skin to swell and compress your pores. This compression can lead to a build-up of oil and hormonal breakouts. Accordingly, in an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of an onset of a change in sebum production. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of the presence of excess sebum or clogged pores. In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of an onset of a change in progesterone levels. 
     In an embodiment, the mitigation unit  104  includes computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of an onset of a change in estrogen and progesterone levels. In an embodiment, testosterone remains constant throughout a physiological cycle and takes the lead when estrogen and progesterone levels drop during menstruation. Like progesterone, testosterone activates the sebaceous glands, triggering them to produce more oil. The result: Excess sebum and clogged pores, both of which contribute to acne during menstruation. 
     In an embodiment, the system  100  includes a skin-state display unit  106  including computational circuitry configured to generate one or more instances of the skin state and one or more instances of the personalized skincare recommendation. In an embodiment, the skin-state display unit  106  includes computational circuitry configured to display at least one instances of the onset of a change in a skin state and to generate a respective personalized skincare recommendation associated with the at least one change in a skin state. 
     In an embodiment, the skin-state display unit  106  includes computational circuitry configured to display one or more instances of the skin state and one or more instances of a personalized skincare recommendation. In an embodiment, the skin-state display unit  106  includes computational circuitry configured to generate a virtual display on a graphical user interface one or more instances of the skin state and one or more instances of a personalized skincare recommendation. 
     In an embodiment, the system  100  includes a graphic user interface unit  108  including computational circuitry configured to generate a virtual input display including one or more instances of the skin state and one or more instances of a personalized skincare recommendation. In an embodiment, the system  100  includes a selectable skin condition indicator  110  including computational circuitry configured to provide user-selectable instances of skin conditions on a display; and a selectable physiological cycle indicator  112  including computational circuitry configured to provide user-selectable instances of physiological cycle phase or stage indicators on a display. 
     In an embodiment, the system  100  includes a real-time monitoring unit  114  including computational circuitry configured to determine whether to transmit a notification in response to one or more comparisons between user-specific physiological cycle information and predicted physiological cycle progression information. 
     Referring to  FIG. 2 , in an embodiment, a system  200  for monitoring the onset of a skin condition includes means  202  for determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. 
     In an embodiment, means  202  for determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression includes or more computing devices such as a processor (e.g., a microprocessor, a quantum processor, qubit processor, etc.), a central processing unit (CPU), a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a field programmable gate array (FPGA), and the like, or any combinations thereof, and can include discrete digital or analog circuit elements or electronics, or combinations thereof configured to determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, computational circuitry includes one or more ASICs having a plurality of predefined logic components. In an embodiment, means  202  for determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression includes one or more FPGAs, each having a plurality of programmable logic components. 
     In an embodiment, the system  200  includes means  204  for generating a personalized skincare recommendation responsive to one or more inputs indicative of the onset of the change in the skin state. In an embodiment, the means  204  for generating a personalized skincare recommendation responsive to one or more inputs indicative of the onset of the change in the skin state includes computer-readable memory media having user-specific physiological cycle information configured as a data structure, the user-specific physiological cycle information including one or more of cycle beginning data, cycle end data, cycle-dependent skin state data, skincare regimen data, skincare product date, overall wellness data, diet data, medication data, environmental condition data, or stress level data. 
     In an embodiment, the system  200  includes means  206  for generating a one or more instances of the skin state and one or more instances of the personalized skincare recommendation. 
     In an embodiment, the means  206  for generating a one or more instances of the skin state and one or more instances of the personalized skincare recommendation includes or more computing devices such as a processor (e.g., a microprocessor, a quantum processor, qubit processor, etc.), a central processing unit (CPU), a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a field programmable gate array (FPGA), and the like, or any combinations thereof, and can include discrete digital or analog circuit elements or electronics, or combinations thereof configured to determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, computational circuitry includes one or more ASICs having a plurality of predefined logic components. In an embodiment, means  206  for generating a one or more instances of the skin state and one or more instances of the personalized skincare recommendation includes one or more FPGAs, each having a plurality of programmable logic components configured to generate a one or more instances of the skin state and one or more instances of the personalized skincare recommendation. 
     In an embodiment, the system  200  includes means  208  for generating user-selectable input menus including one or more user-selectable physiological cycle phase choices and one or more user-selectable current skin state choices. In an embodiment, the means  208  for generating user-selectable input menus including one or more user-selectable physiological cycle phase choices and one or more user-selectable current skin state choices includes or more computing devices such as a processor (e.g., a microprocessor, a quantum processor, qubit processor, etc.), a central processing unit (CPU), a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a field programmable gate array (FPGA), and the like, or any combinations thereof, and can include discrete digital or analog circuit elements or electronics, or combinations thereof configured to determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, computational circuitry includes one or more ASICs having a plurality of predefined logic components. In an embodiment, the means  208  for generating user-selectable input menus including one or more user-selectable physiological cycle phase choices and one or more user-selectable current skin state choices includes one or more FPGAs, each having a plurality of programmable logic components configured to generate user-selectable input menus including one or more user-selectable physiological cycle phase choices and one or more user-selectable current skin state choices. 
     In an embodiment, the system  200  includes means  210  for updating a predicted skin state and one or more instances of the personalized skincare recommendations on a graphical user interface responsive to inputted user-selected physiological cycle phase choices or a user-selected current skin state choices. In an embodiment, the means  210  for updating a predicted skin state and one or more instances of the personalized skincare recommendations on a graphical user interface responsive to an inputted user-selected physiological cycle phase choice or a user-selected current skin state choices includes or more computing devices such as a processor (e.g., a microprocessor, a quantum processor, qubit processor, etc.), a central processing unit (CPU), a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a field programmable gate array (FPGA), and the like, or any combinations thereof, and can include discrete digital or analog circuit elements or electronics, or combinations thereof configured to determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, computational circuitry includes one or more ASICs having a plurality of predefined logic components. In an embodiment, the means  210  for updating a predicted skin state and one or more instances of the personalized skincare recommendations on a graphical user interface responsive to an inputted user-selected physiological cycle phase choice or a user-selected current skin state choices includes one or more FPGAs, each having a plurality of programmable logic components configured to update a predicted skin state and one or more instances of the personalized skincare recommendations on a graphical user interface responsive to an inputted user-selected physiological cycle phase choice or a user-selected current skin state choices. 
     In an embodiment, a method of ameliorating adverse effects of physiological cycle changes on human skin includes predicting an onset of a change in a skin state responsive to one or more inputs indicative of physiological cycle phase. In an embodiment, the method of ameliorating adverse effects of physiological cycle changes on human skin includes generate a personalized skincare recommendation responsive to predicting the onset of a change in a skin state. In an embodiment, the method of ameliorating adverse effects of physiological cycle changes on human skin includes displaying one or more instances of a predicted skin state and one or more instances of a personalized skincare recommendation on graphical user interface. In an embodiment, the method of ameliorating adverse effects of physiological cycle changes on human skin includes generating user-selectable input menus including one or more user-selectable physiological cycle phase choices and one or more user-selectable current skin state choices; and updating a predicted skin state and one or more instances of the personalized skincare recommendations on a graphical user interface responsive to an inputted user-selected physiological cycle phase choice or a user-selected current skin state choice. 
     In an embodiment, a method for recommending a product to a user includes predicting an onset of a change in a skin state responsive to one or more user-specific inputs regarding a skin and wellness state, one or more inputs indicative of a preference of a characteristic of a product; and one or more user-specific inputs indicative of physiological cycle phase. In an embodiment, the method for recommending a product to a user includes recommending a product to the subject based on the one or more user-specific inputs regarding a skin and wellness state, the one or more inputs indicative of the preference of the characteristic of the product, and one or more user-specific inputs indicative of physiological cycle phase. 
       FIG. 3  shows a personalized cosmetic system  300  in which one or more methodologies or technologies can be implemented such, for example, generating personalized cosmetic product. 
     In an embodiment, personalized cosmetic system  300  includes a skin-state unit  102  including computational circuitry configured to determine an onset of a change in a skin state responsive to one or more inputs indicative of a physiological cycle progression. In an embodiment, personalized cosmetic system  300  includes a personalize product unit  302  including computational circuitry configured to generate a personalized skincare recommendation responsive to one or more inputs indicative of the onset of the change in the skin state. 
     In an embodiment, personalized cosmetic system  300  includes a dispenser control unit  304  including computational circuitry configured to establishing a communication link with a personalized cosmetic dispensing system  306  and to communicate one or more control commands to dispense a personalize skincare product in conformity with the generated personalized skincare recommendation. In an embodiment, the dispenser control unit  304  includes computational circuitry configured to establishing a communication link with a remote personalized cosmetic dispensing system  306  and exchange control command information. 
     In an embodiment, the dispenser control unit  304  includes computational circuitry configured to implement a discovery and a registration protocol that allows personalized cosmetic system  300  and a remote personalized cosmetic dispensing system  306  to find each other and initiate one or more authorization protocols. For example, in an embodiment, the personalized cosmetic system  300  includes one or more receivers, transmitters, transceivers, transmission logic, reception logic, and the like for implementing authentication protocols and for securing communication between the personalized cosmetic system  300  and a personalized cosmetic dispensing system  306 . In an embodiment, the system  100  includes circuitry configured to implement one or more security protocols to establish a communications links, channels, paths, or the like for providing secure communications between units, device, and the like. 
     In an embodiment, the personalized cosmetic system  300  includes circuitry configured to implement a discovery and a registration protocol that allows personalized cosmetic system  300  and remote components or devices  308  to find each other and initiate one or more authorization protocols (e.g., protocols that negotiate one or more pre-shared keys, public key based authentication protocols, internet protocol security authentication methods, etc.). 
     In embodiments the personalized cosmetic system  300  is realized using computational circuitry including a processor and a storing device such as a hard disc drive and a suitable application, a database application in a computer or it may be realized using cloud computing. 
     In an embodiment, the dispenser control unit  304  includes the dispenser control unit includes computational circuitry configured to establishing a communication link with a remote personalized cosmetic dispensing system  306  and exchanged personalize skincare product information. 
     In an embodiment, the dispenser control unit  304  includes computational circuitry configured to initiate a discovery protocol that allows the personalized cosmetic system and a remote personalized cosmetic dispensing system  306  to identify each other and negotiate one or more pre-shared keys. In an embodiment, the dispenser control unit  304  includes at least one of a receiver, transmitter, or a transceiver operable to actuate a discovery protocol that allows personalized cosmetic system  300  and a remote enterprise to identify each other and negotiate information. 
     In an embodiment, the dispenser control unit  304  includes at least one of a receiver, transmitter, or a transceiver operable to actuate a discovery protocol that allows personalized cosmetic system  300  and a remote apparatus  306  for dispensing cosmetic material to identify each other and negotiate one or more pre-shared keys. Examples of suitable apparatuses  306  for dispensing cosmetic material include those found in U.S. Pat. No. 9,808,071; which is incorporate herein by reference in its entirety. In an embodiment, personalized cosmetic system  300  includes a skin-state display unit  106  including computational circuitry configured to generate one or more instances of the skin state and one or more instances of a personalized skincare recommendation. 
     
       
         
           
               
               
               
             
               
                 TABLE 1 
               
               
                   
               
               
                   
                 Estrogen 
                 Progesterone 
               
               
                   
               
             
            
               
                 Action 
                 1. Reduces sebum secretions  
                 1. Encourages the production  
               
               
                   
                 from the sebaceous gland 
                 and secretion of sebum 
               
               
                   
                 2. Refines the texture and  
                 2. Thickens the corneal layer  
               
               
                   
                 makes pores less visible 
                 of the epidermis and lowers  
               
               
                   
                 3. Prevens acne, dark spots, 
                 skin resistance to acne. 
               
               
                   
                 sagging, wrinkles, etc. 
                 3. Encourages the production  
               
               
                   
                 4. Facilitates blood flow and 
                 of melanin, the pigment in  
               
               
                   
                 normalizes skin metabolism 
                 dark spots and suntan 
               
               
                   
                 5. Improves the blood  
                   
               
               
                   
                 circulation to hair papillae  
                   
               
               
                   
                 and stimulates hair growth 
                   
               
               
                   
                 6. Promotes the development  
                   
               
               
                   
                 of the breasts and distinctive  
                   
               
               
                   
                 contours of a woman&#39;s bust  
                   
               
               
                   
                 and body. 
                   
               
               
                   
                 7. Helps preserve bone mass 
               
               
                   
               
            
           
         
       
     
     Follicular phase 
     Example 1: (Days 1-6) 
     Physiological Changes: 
     hormones levels at lowest 
     a decreases of sebum production and a deterioration of the moister-retention function 
     Skin State: dull, dry, lackluster, sensitive 
     Example 2: (Days 7-14) 
     Physiological Changes: 
     estrogen production increases 
     stimulates collagen, elastin, hyaluronic acid 
     Skin State: plump, skin cell turnover increase 
     Recommended User Experience: 
     Ovulation phase 
     Luteal phase 
     Example 3: (Days 15-24) 
     
         
         
           
             Physiological Changes: 
           
         
       
    
     estrogen levels plummet and progesterone starts to rise 
     progesterone activates sebum production
         Skin State: skin tends to swell and pores to compress trapping oil and causing buildup that can lead to breakouts       

     Example 4: (Days 25-28) 
     Physiological Changes: 
     Progesterone and estrogen dip below the level of testosterone, causing bloating, puffiness and an oversupply of oil 
     Skin State: hormonal acne symptoms. Oil residing within pores can mix with acne-causing bacteria and lead to an eruption of hormonal breakouts across chin and jawline. 
     Thus, the foregoing discussion discloses and describes merely exemplary embodiments of the present invention. As will be understood by those skilled in the art, the present invention may be embodied in other specific forms without departing from the spirit or essential characteristics thereof. Accordingly, the disclosure of the present invention is intended to be illustrative, but not limiting of the scope of the invention, as well as other claims. The disclosure, including any readily discernable variants of the teachings herein, define, in part, the scope of the foregoing claim terminology such that no inventive subject matter is dedicated to the public.