US 12,333,412 B1
Intelligent (self-learning) subsystem in access networks
Mohammad A. Mazed, Yorba Linda, CA (US)
Filed by Mohammad A. Mazed, Yorba Linda, CA (US)
Filed on Sep. 14, 2024, as Appl. No. 18/831,206.
Application 18/831,206 is a continuation in part of application No. 18/445,647, filed on Dec. 9, 2023, granted, now 12,101,609.
Application 18/445,647 is a continuation in part of application No. 17/803,388, filed on Jun. 15, 2022, granted, now 11,892,746, issued on Feb. 6, 2024.
Application 17/803,388 is a continuation in part of application No. 17/300,477, filed on Jul. 14, 2021, granted, now 11,885,887, issued on Jan. 30, 2024.
Application 18/445,647 is a continuation in part of application No. 17/300,394, filed on Jun. 15, 2021, granted, now 11,843,903, issued on Dec. 12, 2023.
Application 17/300,394 is a continuation in part of application No. 16/974,218, filed on Nov. 16, 2020, granted, now 11,178,474, issued on Nov. 16, 2021.
Application 17/300,477 is a continuation in part of application No. 16/602,404, filed on Sep. 28, 2019, granted, now 11,320,588, issued on May 3, 2022.
Claims priority of provisional application 63/103,048, filed on Jul. 14, 2020.
This patent is subject to a terminal disclaimer.
Int. Cl. G06N 3/0455 (2023.01); G06N 3/006 (2023.01); G06N 3/065 (2023.01); G06N 3/086 (2023.01); G06V 10/764 (2022.01); G06V 10/82 (2022.01); G10L 15/16 (2006.01); G10L 15/18 (2013.01); G10L 15/22 (2006.01); G10L 15/30 (2013.01); G16H 40/67 (2018.01); G16H 80/00 (2018.01); H01L 25/16 (2023.01); H04R 1/02 (2006.01); H04R 17/00 (2006.01)
CPC G06N 3/0455 (2023.01) [G06N 3/006 (2013.01); G06N 3/065 (2023.01); G06N 3/086 (2013.01); G06V 10/764 (2022.01); G06V 10/82 (2022.01); G10L 15/16 (2013.01); G10L 15/18 (2013.01); G10L 15/22 (2013.01); G10L 15/30 (2013.01); G16H 40/67 (2018.01); G16H 80/00 (2018.01); H01L 25/167 (2013.01); H04R 1/028 (2013.01); H04R 17/00 (2013.01); H04R 2499/15 (2013.01)] 62 Claims
OG exemplary drawing
 
1. An intelligent subsystem,
wherein the intelligent subsystem is operable with a wireless network or Zigbee,
wherein the intelligent subsystem is sensor-aware and/or context-aware,
wherein the intelligent subsystem comprises:
(a) a first radio transceiver;
wherein the first radio transceiver comprises one or more first electronic components,
(b) a microphone;
(c) a voice processing module to process an audio signal; and
wherein the voice processing module comprises one or more second electronic components,
wherein the audio signal is a voice command,
(d) a System-on-a-Chip (SoC),
wherein the System-on-a-Chip (SoC) comprises:
one or more (i) processor-specific electronic integrated circuits (EICs) and (ii) first sets of computer implementable instructions,
wherein at least one of the one or more processor-specific electronic integrated circuits (EICs) comprises one or more central processors,
wherein the System-on-a-Chip (SoC) has one or more multipliers of matrices,
wherein at least one of the one or more first sets of computer implementable instructions is (i) embedded computer implementable instructions and (ii) processed on the System-on-a-Chip (SoC),
wherein the System-on-a-Chip (SoC) is coupled with the voice processing module,
wherein the intelligent subsystem is communicatively interfaced with:
(i) a second set of computer implementable instructions to process the audio signal,
(ii) a third set of computer implementable instructions to provide a recommendation inferred from an interest or a preference, that was received at the intelligent subsystem, wherein the third set of computer implementable instructions comprises natural language processing (NLP),
(iii) a fourth set of computer implementable instructions in artificial neural networks (ANN),
wherein the artificial neural networks (ANN) include a transformer model based computer implementable instructions or a diffusion model based computer implementable instructions and
(iv) a fifth set of computer implementable instructions to analyze and interpret contextual data,
wherein the second set of computer implementable instructions, the third set of computer implementable instructions, the fourth set of computer implementable instructions and the fifth set of computer implementable instructions are stored in one or more non-transitory storage media, located either locally on the intelligent subsystem or in a cloud server.
 
22. An intelligent subsystem,
wherein the intelligent subsystem is operable with a wireless network or Zigbee,
wherein the intelligent subsystem is sensor-aware and/or context-aware,
wherein the intelligent subsystem comprises:
(a) a first radio transceiver;
wherein the first radio transceiver comprises one or more first electronic components,
(b) a microphone;
(c) a voice processing module to process an audio signal; and
wherein the voice processing module comprises one or more second electronic components,
wherein the audio signal is a voice command,
(d) a System-on-a-Chip (SoC),
wherein the System-on-a-Chip (SoC) comprises:
one or more (i) processor-specific electronic integrated circuits (EICs), (ii) on-sensor processing circuits and (iii) first sets of computer implementable instructions,
wherein at least one of the one or more processor-specific electronic integrated circuits (EICs) comprises one or more graphic processors,
wherein at least one of the one or more on-sensor processing circuits includes one or more first digital signal processors (DSPs),
wherein the System-on-a-Chip (SoC) has one or more multipliers of matrices,
wherein at least one of the one or more first sets of computer implementable instructions is (i) embedded computer implementable instructions and (ii) processed on the System-on-a-Chip (SoC),
wherein the System-on-a-Chip (SoC) is coupled with the voice processing module,
wherein the intelligent subsystem is communicatively interfaced with:
(i) a second set of computer implementable instructions to process the audio signal,
(ii) a third set of computer implementable instructions to provide a recommendation inferred, from an interest or a preference, that was received at the intelligent subsystem, wherein the third set of computer implementable instructions comprises natural language processing (NLP),
(iii) a fourth set of computer implementable instructions in artificial neural networks (ANN),
wherein the artificial neural networks (ANN) include a transformer model based computer implementable instructions or a diffusion model based computer implementable instructions and
(iv) a fifth set of computer implementable instructions to analyze and interpret contextual data,
wherein the second set of computer implementable instructions, the third set of computer implementable instructions, the fourth set of computer implementable instructions and the fifth set of computer implementable instructions are stored in one or more non-transitory storage media, located either locally on the intelligent subsystem or in a cloud server.
 
42. An intelligent subsystem,
wherein the intelligent subsystem is operable with a wireless network or Zigbee,
wherein the intelligent subsystem is sensor-aware and/or context-aware,
wherein the intelligent subsystem comprises:
(a) a first radio transceiver;
wherein the first radio transceiver comprises one or more first electronic components,
(b) a microphone;
(c) a voice processing module to process an audio signal; and
wherein the voice processing module comprises one or more second electronic components,
wherein the audio signal is a voice command,
(d) a System-on-a-Chip (SoC),
wherein the System-on-a-Chip (SoC) comprises:
one or more (i) processor-specific electronic integrated circuits (EICs), (ii) on-sensor processing circuits and (iii) first sets of computer implementable instructions,
wherein at least one of the one or more processor-specific electronic integrated circuits (EICs) comprises (i) one or more central processors and (ii) one or more graphic processors,
wherein at least one of the one or more on-sensor processing circuits includes one or more first digital signal processors (DSPs),
wherein the System-on-a-Chip (SoC) has one or more multipliers of matrices,
wherein at least one of the one or more first sets of computer implementable instructions is (i) embedded computer implementable instructions and (ii) processed on the System-on-a-Chip (SoC),
wherein the System-on-a-Chip (SoC) is coupled with the voice processing module,
wherein the intelligent subsystem is communicatively interfaced with:
(i) a second set of computer implementable instructions to process the audio signal,
(ii) a third set of computer implementable instructions to provide a recommendation inferred from an interest or a preference, that was received at the intelligent subsystem, wherein the third set of computer implementable instructions comprises natural language processing (NLP),
(iii) a fourth set of computer implementable instructions in artificial neural networks (ANN),
wherein the artificial neural networks (ANN) include a transformer model based computer implementable instructions or a diffusion model based computer implementable instructions and
(iv) a fifth set of computer implementable instructions to analyze and interpret contextual data,
wherein the second set of computer implementable instructions, the third set of computer implementable instructions, the fourth set of computer implementable instructions and the fifth set of computer implementable instructions are stored in one or more non-transitory storage media, located either locally on the intelligent subsystem or in a cloud server.