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analog-neuromorphic-plasticity

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Neuromorphic multi-time-scale synaptic plasticity.

Education & Research#STDP#synaptic-plasticity#calcium-dynamics#analog-neuromorphic#brainscales-s2#STC#neural-hardware
Authorhiyenwong
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Enables modeling and verification of calcium-based, multi-time-scale synaptic plasticity on analog neuromorphic hardware, bridging biology and hardware constraints for research and development.

Core Features & Use Cases

  • Calcium dynamics model: Tracks calcium concentration with ms to s scales, enabling STC-inspired learning.
  • Hybrid compute architecture: Combines hardware-accelerated simulation with an embedded solver and bounded precision.
  • Protocol verification: Supports STDP, double-pulse, frequency-dependent, and timing-dependent protocols for validation.
  • Use Cases: Accelerated SNN simulation, plasticity mechanism research, neuromorphic chip development.

Quick Start

Configure a CalciumPlasticityRule with tau_ca, theta_p, and theta_d, simulate STDP pairings, and observe calcium traces and weight changes.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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Please help me install this Skill:
Name: analog-neuromorphic-plasticity
Download link: https://github.com/hiyenwong/ai_collection/archive/main.zip#analog-neuromorphic-plasticity

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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