A5061185985- Energy Load and Power Forecasting
- Grey System Theory Applications
- Solar Radiation and Photovoltaics
- Electric Power System Optimization
- Stock Market Forecasting Methods
State Grid Corporation of China (China)
2023
As the installed capacity of photovoltaic power generation continues to expand, its role in overall energy consumption becomes increasingly significant. Consequently, precise forecasting output is critical for strategic development planning and efficient grid management. To address this, we present an innovative CNN-LSTM-BiLSTM model enhanced with attention mechanism. Within this framework, mechanism synergistically integrates Convolutional Neural Network (CNN) layer engineer novel features...
In the context of in-depth advancement power system reform and increasingly stringent supervision state-owned assets enterprises, it is urgent to clarify balance between investment demand capacity grid. First, estimation models are established respectively, then a dynamic optimization model established. By adjusting range adjustable indicators ability calculation model, objective set be smallest difference need, Quantum Genetic Algorithm used solve problem. And consider future development...
In recent years, deep learning and reinforcement algorithms have been widely used in various fields. the field of electric power investment, are also paid attention to. This paper takes grid project portfolio model as research object analyzes complex different portfolios. Firstly, investment scale pre-allocation modified allocation proposed. Then, considering advantages algorithms, a Deterministic policy gradient (DDPG) algorithm is proposed to select scheme optimize scheme. Finally, an...