Mingyang Liu

A Deep Learning Method for Photovoltaic Power Generation Forecasting Based on a Time-Series Dense Encoder

2025 · Energies

Deep learning has become a widely used approach in photovoltaic (PV) power generation forecasting due to its strong self-learning and parameter optimization capabilities. In this study, we apply a deep learning algorithm, known as the …

Secretary Bird Escape Strategy-Guided Dynamic PID Search Algorithm

2025

The PID Search Algorithm (PSA) is an effective optimization method but suffers from limited global search capability, often leading to premature convergence. To address these limitations, this paper proposes the Secretary Bird Escape Strategy-Guided Dynamic …