Module neuromorphic_quantum_fusion 

Neuromorphic-Quantum Fusion Algorithms (Advanced Mode)

This module represents the pinnacle of spatial computing innovation, fusing neuromorphic brain-inspired computing with quantum algorithms to create unprecedented spatial processing capabilities. These algorithms leverage quantum superposition to explore solution spaces while using spiking neural networks for adaptive refinement and biological optimization strategies.

Revolutionary Fusion Concepts

• Quantum-Enhanced Spiking Networks - SNNs with quantum-assisted weight updates
• Neuromorphic Quantum State Evolution - Brain-inspired quantum state dynamics
• Bio-Quantum Adaptive Clustering - Natural selection meets quantum optimization
• Spike-Driven Quantum Search - Event-driven quantum amplitude amplification
• Quantum-Memristive Computing - In-memory quantum-neural computations
• Temporal Quantum Encoding - Time-based quantum information processing
• Bio-Inspired Quantum Error Correction - Immune system-like error recovery

Breakthrough Algorithms

• QuantumSpikingClusterer - Quantum superposition + competitive learning
• NeuralQuantumOptimizer - Neural adaptation guides quantum evolution
• BioQuantumSearcher - Evolutionary quantum search algorithms
• MemristiveQuantumProcessor - In-memory quantum-neural computation
• SynapticQuantumLearner - STDP-enhanced quantum learning

Examples

use scirs2_spatial::neuromorphic_quantum_fusion::{QuantumSpikingClusterer, NeuralQuantumOptimizer};
use scirs2_core::ndarray::array;

// Quantum-enhanced spiking neural clustering
let points = array![[0.0, 0.0], [1.0, 0.0], [0.0, 1.0], [1.0, 1.0]];
let mut quantum_snn = QuantumSpikingClusterer::new(2)
    .with_quantum_superposition(true)
    .with_spike_timing_plasticity(true)
    .with_quantum_entanglement(0.7)
    .with_bio_inspired_adaptation(true);

let (clusters, quantum_spikes, fusion_metrics) = quantum_snn.cluster(&points.view()).await?;
println!("Quantum-neural clusters: {:?}", clusters);
println!("Quantum advantage: {:.2}x", fusion_metrics.quantum_neural_speedup);

// Neural-guided quantum optimization
let mut neural_quantum = NeuralQuantumOptimizer::new()
    .with_neural_adaptation_rate(0.1)
    .with_quantum_exploration_depth(5)
    .with_bio_quantum_coupling(0.8);

let optimal_solution = neural_quantum.optimize_spatial_function(&objective).await?;

Structs

AdaptiveNeuron

Adaptive neuron for optimization guidance

FusionMetrics

Fusion performance metrics

NeuralQuantumOptimizationResult

Result of neural-quantum optimization

NeuralQuantumOptimizer

Neural-quantum optimizer for spatial functions

NeuroplasticityParameters

Neuroplasticity parameters

OptimizationStep

Optimization step record

QuantumSpikeEvent

Quantum spike event with neural and quantum properties

QuantumSpikePattern

Pattern of quantum spikes in an iteration

QuantumSpikingClusterer

Quantum-enhanced spiking neural clusterer

QuantumSpikingNeuron

Quantum-enhanced spiking neuron

QuantumSynapse

Quantum synaptic connection

STDPRule

Spike-timing dependent plasticity rule