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"\u200b\"A Unified Information Flow Architecture for Cross-Platform Deployment: Redefining Biological Signal Processing via Hardware-Ag"

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DataCite Commons2026-01-10 更新2026-05-03 收录
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https://ieee-dataport.org/documents/unified-information-flow-architecture-cross-platform-deployment-redefining-biological
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资源简介:
"This paper presents a revolutionary information-centric framework, DeathScanner V10 Ultimate, designed to decouple the essence of biological existence from physical hardware through advanced signal processing and high-parallel computing. Unlike traditional hypothesis-driven methodologies, our approach utilizes a \"Sherlockian Logic\" of exhaustive exclusion to isolate anomalous information patterns within living systems. The system architecture leverages multi-modal signal fusion, asynchronous parallel worker pools, and a hardware-agnostic middleware layer, enabling seamless deployment across diverse environments ranging from aerospace platforms to embedded edge devices. By integrating PCA-based vectorization, non-negative matrix factorization (NMF), and isolation forest-based residual analysis, we demonstrate a robust pipeline for quantifying latent biological variables. Experimental results suggest that by treating life as a universal information stream, we can bypass cognitive biases and unlock new frontiers in post-modern computational biology and system engineering"
提供机构:
IEEE DataPort
创建时间:
2026-01-10
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