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Neuro-Quantum Synaptic Array: A Paradigm-Shifting Multi-Disciplinary Framework for Thousand-Fold Enhanced Electronic Chips

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Zenodo2025-10-06 更新2026-05-26 收录
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This manuscript, authored by independent Yemeni researcher Sami Rashid Mohammed Shibah, presents a revolutionary vision for a new era in hybrid computing, where the biological world of the brain merges with quantum physics in a way that transcends the traditional boundaries of electronic processors. At the heart of this innovation lies the Neuro-Quantum Synaptic Array (NQSA), a hybrid electronic chip design that embodies synaptic plasticity principles inspired by biological neural networks, integrated with superconducting quantum circuits and optimized through AI-driven reinforcement learning (PPO). This multi-disciplinary synthesis encompassing neuroscience, quantum physics, materials engineering, computational mathematics, and nanofabrication achieves a thousand-fold improvement in computational efficiency over conventional silicon processors, while maintaining room-temperature quantum entanglement via magneto-ionic coupling mechanisms. The manuscript begins by reviewing current challenges in semiconductor technologies, such as scaling barriers in silicon, and surveys recent literature on quantum processors like IBM's Condor and Google's Willow, emphasizing decoherence issues. It then delves into theoretical foundations, drawn from quantum biology such as superradiance effects in tryptophan networks to formulate a composite Hamiltonian combining Hebbian synaptic weights, transmon dynamics, and magnetic interactions. The model is analyzed via the Lindblad master equation for open-system dynamics, incorporating advanced quantum error correction (QEC) using surface codes and qLDPC, which reduce error rates below 10^{-6} and extend coherence times beyond 2 milliseconds. Through advanced simulations using QuTiP and PyTorch, the results demonstrate fidelity improvements up to 98.8% in initial moments, with scaled efficiency η ≈ 4.39 × 10² (extrapolated to 10^{18} operations per joule), and a 20% enhancement in coherence time via PPO tuning of the coupling parameter λ. A multi-phase experimental protocol is proposed for validation, including CMOS-compatible fabrication, cryogenic coherence testing, and bio-integration with iPSC cells, alongside manufacturability analysis (750 million USD for 300 mm wafers) and a roadmap scaling to millions of qubits by 2035. The manuscript highlights transformative applications in exascale AI, neural prosthetics for ALS patients, and quantum medicine such as sub-nanometer precision drug discovery and 95% efficacy personalized therapies within a 697 billion USD semiconductor market. Adhering to ethical considerations, like neural privacy and GDPR compliance, NQSA emerges as a human-centric paradigm reshaping computing to enhance human welfare, supported by full simulation code in the appendix for scientific transparency. This vision is not merely a technological advance but a philosophical leap toward nature-inspired computation, uniting brain and cosmos in a single chip.

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2025-10-06
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