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IEEE

Time Series Slow Feature Extraction for Dow Data Problem

Abstract: Handling process data characterized by strong nonlinearity, high dimensionality, cross-correlations, and auto-correlations presents a considerable hurdle for data-driven soft sensor modeling ...
IEEE

Implementation of a Deep Learning-based MPPT System for Maximizing Energy Extraction in Solar PV Modules

Abstract: In this paper, we propose a novel AI-based Maximum Power Point Tracking (MPPT) system for solar PV modules, leveraging a hybrid Transformer + LightGBM model. The system addresses the ...