Cited by Research on Prediction Method of Coal Spontaneous Combustion Temperature Based on Spatio-Temporal Graph Attention Mechanism with Time-Frequency Domain Lag Feature Fusion

Data-driven modeling of 600 MW supercritical unit under full operating conditions based on Transformer-XL DOI

Guolian Hou, Tianhao Zhang, Ting Huang

et al.

ISA Transactions, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 1, 2025

Language: Английский

Citations

Coordinated Frequency Control for Electric Vehicles and a Thermal Power Unit via an Improved Recurrent Neural Network DOI

Jianhua Zhang, Yongyue Wang

Energies, Journal Year: 2025, Volume and Issue: 18(3), P. 533 - 533

Published: Jan. 24, 2025

With the advancement of intelligent power generation and consumption technologies, an increasing number renewable energy sources (RESs), smart loads, electric vehicles (EVs) are being integrated into grids. This paper proposes a coordinated frequency control strategy for hybrid systems with RESs, EVs, thermal unit (TPU), in which EVs TPU participate short-term regulation (FR) jointly. All provide FR auxiliary services as controllable loads; specifically, EV aggregations operate charging mode when participating FR. The proposed is implemented by improved recurrent neural network (IRNN), combines functional-link layer. weights biases IRNN trained backpropagation through time (BPTT) algorithm, chaotic competitive swarm optimizer (CCSO) to optimize learning rates. Finally, simulation results verify superiority strategy.

Language: Английский

Citations

Improving active power regulation for wind turbine by phase leading cascaded error-based active disturbance rejection control and multi-objective optimization DOI