| CPC G08G 1/0116 (2013.01) [G06V 20/54 (2022.01); G08G 1/0145 (2013.01); G08G 1/042 (2013.01)] | 23 Claims |

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1. A system comprising:
a traffic light controller that implements traffic control using at least one processor;
non-transitory computer readable media having instructions stored thereon for implementing a neural network array, wherein the computer-readable instructions, upon execution by the at least one processor, cause the at least one processor to perform one or more operations;
memory storage coupled to one or both of the traffic light controller and/or the neural network subsystem;
communication input circuitry and/or communication output circuitry coupled to one or both of the traffic light controller and/or the neural network subsystem; and
a plurality of sensor inputs provided to the system;
wherein the system includes additional headroom to expand and/or upgrade the traffic light controller via addition of additional inputs, traffic object(s) neural network recognition training information and/or subcomponents, and/or control decision training information and/or subcomponents;
wherein the one or more operations include:
performing recognition of the traffic types using the neural network array having a plurality of sensor inputs from video sensors, physical sensors in infrastructure of the traffic light system, and other sensor inputs from one or more electromagnetic sensors; and
wherein the other sensor inputs include an infrared traffic input providing detection capability of vehicle type and passenger quantity from transmission of various electromagnetic spectra data types.
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