标题： 相干复用：可扩展的实时小波相干架构 显示英文标题

标题： The Coherent Multiplex: Scalable Real-Time Wavelet Coherence Architecture

摘要： 相干多路复用被形式化并验证为一种可扩展的实时系统，用于识别、分析和可视化多个时间序列之间的相干性。 其架构包括一个基于傅里叶变换信号余弦相似性度量的快速频谱相似性层，以及一个用于小波相干性的稀疏时频层。 该系统构建并演化一个表示信号间关系的多层图，实现低延迟的推理和监控。 一个仿真原型展示了在8个合成通道上的功能，具有较高的相似性阈值以供进一步计算，同时还有机会将架构扩展以支持数千个输入信号，且硬件受限。 讨论的应用包括神经科学、金融和生物医学信号分析。 显示英文摘要

摘要： The Coherent Multiplex is formalized and validated as a scalable, real-time system for identifying, analyzing, and visualizing coherence among multiple time series. Its architecture comprises a fast spectral similarity layer based on cosine similarity metrics of Fourier-transformed signals, and a sparse time-frequency layer for wavelet coherence. The system constructs and evolves a multilayer graph representing inter-signal relationships, enabling low-latency inference and monitoring. A simulation prototype demonstrates functionality across 8 synthetic channels with a high similarity threshold for further computation, with additional opportunities for scaling the architecture up to support thousands of input signals with constrained hardware. Applications discussed include neuroscience, finance, and biomedical signal analysis.