System and method for network automation in slice-based network using reinforcement learning
US-2021337555-A1 · Oct 28, 2021 · US
US11733112B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11733112-B2 |
| Application number | US-202117218322-A |
| Country | US |
| Kind code | B2 |
| Filing date | Mar 31, 2021 |
| Priority date | Mar 31, 2021 |
| Publication date | Aug 22, 2023 |
| Grant date | Aug 22, 2023 |
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A method of recording measurement data for characterizing a response of a given type of device to an applied force, the given type defining devices of that type as comprising a defined arrangement of a surface and N force sensors of the device concerned, where N≥1, each force sensor configured to output a sensor signal, wherein in the defined arrangement the N force sensors are operatively coupled to a defined input region of the surface so as to sense a force applied to that input region, the method comprising: for a specimen device of the given type, performing at least one measurement procedure, each measurement procedure comprising at least one measurement operation, each measurement operation comprising applying a defined force at a corresponding location on the input region of the device concerned and recording measurement data for that device and location based on the sensor signals of the N force sensors of that device. Also disclosed are a related computer-implemented method of generating a characterization definition for devices of the given type, a computer-implemented method of generating a configuration definition for devices of the given type for a given use case defined by a use-case definition, a method of configuring a candidate device of the given type for the given use case, and a method of assessing or calibrating a candidate device of the given type.
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The invention claimed is: 1. A computer-implemented method of generating a configuration definition for configuring a given type of device for a given use case defined by a use-case definition, the given type defining devices of that type as comprising a defined arrangement of a surface and N force sensors of the device concerned, where N≥2, each force sensor configured to output a sensor signal, wherein in the defined arrangement the N force sensors are operatively coupled to a defined input region of the surface so as to sense a force applied to that input region, the method comprising: recording measurement data for devices of the given type by: for a specimen device of the given type, performing at least one measurement procedure, each measurement procedure comprising at least one measurement operation, each measurement operation comprising applying a defined force at a corresponding location on the input region of the device concerned and recording measurement data for that device and location based on the sensor signals of the N force sensors of that device, wherein each measurement procedure comprises P measurement operations, where P≥2, the respective locations for the P measurement operations on the input region of the device concerned being different from one another, wherein the corresponding locations for the P measurement operations are distributed across the input region of the device concerned, and wherein the method comprises performing each measurement procedure using a computer-controlled machine; generating a characterization definition for devices of that type based on the recorded measurement data, wherein the characterization definition defines a response of devices of the given type to an applied force, and wherein generating the characterization definition comprises, based on the recorded measurement data, generating a characterization function per force sensor of the N force sensors, each characterization function defining a relationship between input region location and sensitivity of the force sensor concerned; and generating the configuration definition based on the characterization definition and the use-case definition, wherein generating the configuration definition comprises generating cross-talk information by determining from the characterization definition, for at least one of the N force sensors, a magnitude of the sensor signal for each other force sensor of the N force sensors at an input region location where the sensor signal for the force sensor concerned has its maximum value. 2. The method according to claim 1 , wherein: the use-case definition defines M virtual buttons, where M≥1, each virtual button corresponding to a respective portion of the input region; and the configuration definition defines a mapping between the N force sensors and the M virtual buttons, such as between the sensor signals of the N force sensors and button signals of the M virtual buttons. 3. The method according to claim 2 , comprising generating the mapping based on information defining locations of the N sensors relative to the input region or respective portions of the input region corresponding to the M virtual buttons. 4. The method according to claim 2 , comprising generating the mapping based on one or more use-case cost functions each defining an effect of the mapping on one or more performance metrics which measure performance of the device concerned against the use-case definition. 5. The method according to claim 4 , comprising generating the mapping to reduce, minimize, increase or maximize at least one use-case cost function or a combination of at least two use-case cost functions. 6. The method according to claim 4 , comprising generating the mapping to: reduce or minimize cross-talk between the M virtual buttons, where M≥2, by adjusting the mapping to reduce or minimise a cross-talk cost function being a use-case cost function which defines an effect of the mapping on cross-talk between the M virtual buttons; assist detection of simultaneous pressing of two of the M virtual buttons, where M≥2, by adjusting the mapping to reduce or minimise a simultaneous-press cost function being a use-case cost function which defines an effect of the mapping on simultaneous-press detection of two of the M virtual buttons; and/or cause a maximum normalized force for each of the M virtual buttons to tend towards a common defined value, where M≥2, by adjusting the mapping to reduce or minimise a normalized-force cost function being a use-case cost function which defines the effect of the mapping on the maximum normalized force for each of the M virtual buttons. 7. The method according to claim 4 , wherein: the configuration definition comprises parameter values which define the mapping; the parameter values comprise standard parameter values defined for the given type of device and non-standard parameter values not defined for the given type of device; and the method comprises generating the mapping based on the one or more use-case cost functions to maintain the number of non-standard parameter values at or below a threshold number of non-standard parameter values. 8. The method according to claim 4 , wherein the use-case definition defines boundaries of portions of the input region corresponding to the M virtual buttons. 9. A method of configuring a candidate device of a given type for a given use case defined by a use-case definition, the given type defining devices of that type as comprising a defined arrangement of a surface and N force sensors of the device concerned, where N≥2, each force sensor configured to output a sensor signal, wherein in the defined arrangement the N force sensors are operatively coupled to a defined input region of the surface so as to sense a force applied to that input region, the method comprising: obtaining a configuration definition for configuring devices of the given type for the given use case, the configuration definition generated by the method of claim 1 ; and configuring the candidate device with the configuration definition. 10. A method of assessing or calibrating a candidate device of a given type, the given type defining devices of that type as comprising a defined arrangement of a surface and N force sensors of the device concerned, where N>2, each force sensor configured to output a sensor signal, wherein in the defined arrangement the N force sensors are operatively coupled to a defined input region of the surface so as to sense a force applied to that input region, the method comprising: performing at least one measurement operation on the candidate device, the measurement operation comprising applying a defined force at a given location on its input region and recording test data for the candidate device and that location based on the sensor signal of at least one of the N force sensors of the candidate device; and assessing or calibrating the candidate device based on the test data and a configuration definition for devices of that type, the configuration definition generated by the method of claim 1 . 11. The method according to claim 10 , comprising: calculating sensitivities of one or more of the N force sensors of the candidate device based on the test data and the characterization definition; comparing the calculated sensitivities to corresponding sensitivities of one or more of the N force sensors defined by the characterization definition; and adjusting one or more parameters of the candidate device, or determining that the candidate device does not meet a performance requirement defined for the given type, based on the comparison. 12. A computer-implemented method of generating a co
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