Jun-Ting Lin

A Multimodal Time-Series Forecasting Framework Integrating Wavelet Transform and Semantic Embedding for Intelligent Monitoring Systems

A multimodal long-term forecasting framework that integrates frequency-aware signal decomposition with semantic-enhanced representation learning and provides a modular and interpretable architecture combining frequency-aware and semantic-aware processing for intelligent system management is proposed.