Neuromorphic Research Lab

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Memristor-Based Neuromorphic Computing

Experimental Research Dashboard

Researcher

Last login: Just now

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Research Progress

COMPLETED: 8/24 Topics (33%)

SIMULATIONS: 4/10 Implemented

NEXT FOCUS: Solid-State Physics

P1: Math P2: Physics P3: Neuro P4: Systems P5: R&D

Phase 1: Mathematical Foundations

7/7 Topics Completed P1

ODE/PDE Modeling

Memristor SPICE Model

Circuit Theory & SPICE

CMOS Neural Circuit

Vector Calculus

Field Distribution Sim

Research Resources

Strogatz - Nonlinear Dynamics Sedra & Smith - Microelectronics

Phase 2: Memristor Physics

0/7 Topics Completed P2

Semiconductor Charge Transport

Drift-Diffusion Model

Quantum Tunneling Effects

Nanoscale Barrier Sim

Memristor Theory & Fabrication

Material Stack Simulator

Research Resources

Sze - Semiconductor Devices Pershin & Ventra - Memristive Systems

Phase 3: Neuroscience Foundations

1/4 Topics Completed P3

Neuron Modeling

Hodgkin-Huxley Sim

STDP Learning Rules

Memristor STDP Emulation

Research Resources

Dayan & Abbott - Theoretical Neuroscience Eliasmith - How to Build a Brain

Phase 4: System Design

0/6 Topics Completed P4

Crossbar Arrays

Memristor Crossbar Sim

Hybrid AI Architectures

ANN-SNN Co-Simulation

Research Resources

Mead - Analog VLSI Goodfellow - Deep Learning

Final Phase: R&D Implementation

Experimental Phase P5

Memristor Characterization Bench Neuromorphic Chip Testing Edge Computing Deployment Full System Emulation Real-time Inference Test

Research Targets

1. Energy Efficiency Benchmarking
2. On-chip Learning Validation
3. Biorealistic Performance Metrics