The GSN SNN 4-8-24-2 is a hardware based spiking neural network that can autonomous control a remote control vehicle. There are 8 artificial neurons and 24 artificial synapses and is built on 16 full-size breadboards. Four infrared proximity sensor are used on top of the vehicle to determine how far it is away for objects and walls. The sensor data is used as inputs into the first later of neurons.
A full circuit level diagram of the neural network is provided as well as a architecture diagram. The weights on the network are set based on the resistance value. The synapses allow the weights to be set as excitatory or inhibitory.
Day one of testing resulting in crashed as the firing rate was two slow which caused to much delay in the system. The max firing rate of the network was increased from 10 Hz to 1,000Hz allowing for a total network response time of less than 20ms. This allowed for autonomous control during day two of testing. A full clip of two and half minute is shown of the truck driving autonomously.
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Full Parts List.
Quality Breadboards (20 Breadboards Used)
https://amzn.to/4iw1MVG
2N2222 Transistors (104 Transistors)
https://amzn.to/41Nqg5H
Breadboard 22 Gauge Wire (Around 2 packs)
https://amzn.to/4iK1gnj
LEDs (1 Set) https://amzn.to/4izng4c
Resistors 2K 1/4 Watt Metal Film Type (Around 20)
https://amzn.to/4kPbp3m Resistors
Other Resistors (1-Pack Around 100)
https://amzn.to/4hxJbY2
Ceramic Capacitors (1 Set)
https://amzn.to/4iT36ln
Electrolytic Capacitors(1 set)
https://amzn.to/4bZwLak
10000mAh Rechargeable Battery Pack
https://amzn.to/41WFoxQ
Op-amps (10)
ESP32 Microcontroller
https://amzn.to/4eYaCKJ
2N7000 MOSFETTransistors (Around 30)
https://amzn.to/412jut0
CD4066BE QUAD BILATERAL Analog SWITCH
https://amzn.to/45a8tbA
200 MHz Digital Oscilloscope
https://amzn.to/3Gy35Wz
Infrared Proximity Sensor 20-150 cm detection range.
https://amzn.to/3GIBVwb
Article I wrote about this project.
https://www.gsnetwork.com/artificial-...