Optical-Cavity-Based Reservoir Computing for Low-Power Time-Series Analysis in Industrial Internet of Things Applications
Industrial time-series data analysis poses significant challenges due to multichannel sensor inputs, complex temporal dependencies, and strong dynamic variability. While large generative models (LGMs) can process temporal information effectively, their reliance on large training datasets and substantial computational p...