Neuromorphic Artificial Intelligence Neural Network with 3D and Bi-Hemispheric Processing PCT/IR2025/050026 Reg. No.: 140450140003002031 Inventor: Nader Maleki Any unauthorized use is subject to Article 38 of the Patent Protection Law and the PCT Paris Convention.
┌─────────────────────────────┐
│ Input Data │ First Preprocessing Layer
└───────────────┬─────────────┘
│ Filter / Feature Extraction / Noise Removal / Classification / Transfer
┌───────────────▼─────────────┐
│ Attention Mechanism for Input Processing │ Feature Extraction
└───────────────┬─────────────┘
│ Filter
┌───────────────▼─────────────┐
│ Information Debug │ Signal Modulation & Processing
└───────────────┬─────────────┘
│
┌───────────────▼─────────────┐
│ Signal Modulation │
└───────────────┬─────────────┘
│ Noise Filtering
┌───────────────▼─────────────┐
│ Domino Effect in Neurons │ Domino Connection Matrix
└───────────────┬─────────────┘
│ Activation Threshold for Each Neuron
┌───────────────▼─────────────┐
│ Initial Activation Calculation │ Domino Effect Simulation
└───────────────┬─────────────┘
│ Propagation Phase
┌───────────────▼─────────────┐
│ Domino Effect Impact Calculation │
└───────────────┬─────────────┘
│
┌────────────▼──────────────┐
│ Activation Threshold for Each Neuron │ Initial Activation Calculation
└─────────────┬─────────────┘
│ Initial Activation Calculation
┌─────────────▼─────────────┐
│ Domino Effect Propagation Simulation │
└─────────────┬─────────────┘
│ Propagation Phase
┌─────────────▼─────────────┐
│ Domino Effect Impact Calculation │
└─────────────┬─────────────┘
│
┌─────────────▼─────────────┐
│ Apply Threshold & New Stimulation │ Combine with Previous Activation
└─────────────┬─────────────┘
│ (Two Outputs from First Layer to Hidden Layer)
┌─────────────▼─────────────┐
│ Implement One Hemisphere │
└─────────────┬─────────────┘
│ Processing Layer
┌─────────────▼─────────────┐
│ Specialization of Each Hemisphere │
└─────────────┬─────────────┘
│ Connect Separate Outputs to Inputs of Both Hemispheres
─────────────▼─────────────┌─────▼─────
| Right Hemisphere (Nonlinear Patterns) >> Info Exchange Layer << Left Hemisphere (Linear Patterns) |
└─────────────┬─────────────┘
│ Apply Domino Effect
┌─────────────▼─────────────┐
└─────────────┬─────────────┘
│ Output with Hemisphere-Specific Specialization
┌─────────────▼─────────────┐
│ Standard Debug Function │
└───┬─────────────────┬─────┘
│ Simulation of Corpus Callosum Between Hemispheres
┌─────▼─────┐ ┌─────▼─────┐
│ Right Hemisphere │ > Communication < │ Left Hemisphere │
│ Nonlinear Pattern│ > Inter-Layer < │ Linear Pattern │
│ Non-Euclidean Space │ > < │ │
└─────┬─────┘ └─────┬─────┘
Combine & Share Information Between Hemispheres
└───┬─────────────┘
│ Network Training
┌───────▼────────────┐
│ Synaptic Plasticity │
└───────┬────────────┘
│ Unsupervised
┌───────▼────────────┐
│ Supervised │
└───────┬────────────┘
│ Feedback
┌───────▼────────────┐
│ Reinforcement Learning │
└───────┬────────────┘
│ Deep Learning
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