NeuroCorrelation is a spiking neural network simulation project that explores the concept of Spike Timing Dependent Plasticity (STDP). It is written in C++ and utilizes OpenGL for rendering.
This was my first C++ project, so forgive the code-quality.
Spike Timing Dependent Plasticity (STDP) is a biological process that adjusts the strength of connections between neurons in the brain, known as synapses, based on the timing of neuronal spikes. STDP is based on the principle that the synaptic strength increases (potentiation) if a presynaptic neuron's spike precedes a postsynaptic neuron's spike, and decreases (depression) if the order is reversed. This timing-dependent change in synaptic efficacy is crucial for various neural processes, including learning and memory. STDP helps in forming and reinforcing pathways in the neural network that are essential for associative learning.
This simulation shows how correlated input, over time form connection, while uncorrelated neurons lose their connection - Neurons that fire together, wire together.
- Docker
- Git
- Clone the repository and initialize submodules:
git clone https://github.com/Axelwickm/NeuroCorrelation.git
cd NeuroCorrelation
git submodule update --init --recursive- Build the Docker container:
docker build -t neurocorrelation . - Allow local Docker to display GUI (for Unix-like systems):
xhost +local:docker - Run the Docker container:
docker run -it --rm --name neurocorrelation -e DISPLAY=$DISPLAY -v /tmp/.X11-unix:/tmp/.X11-unix --device /dev/dri:/dev/dri --gpus all --ipc=host neurocorrelation
- Right Drag: Navigate
- Right Click + Ctrl: Hide interface.
- Left Click: Toggle selection of a neuron.
- Space: Pause/Resume the simulation.
- '.' (Period): Speed up time.
- ',' (Comma): Slow down time.
- C: Switch to the next camera mode.
- M: Switch to the next rendering mode.
- N: Clear neural activities.
- Esc: Exit the program.
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Mouse Look: Navigate the camera using the mouse.
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WASD Keys: Move the camera (applicable in Mouse Look mode).
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Orbit and Orbit Momentum Modes:
- Left Click + Drag: Pan the camera around the scene.
- Scroll Wheel: Move the camera closer or further away.
The size of the network, and it's inputs, are defined in the main.cpp file.