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A Multi-Step Unified Reinforcement Learning Method for Automatic Generation Control in Multi-Area Interconnected Power Grid

IEEE Transactions on Sustainable Energy, 2021
As the penetration rate of new energies, energy storage devices and electric vehicles increases continuously in power grid, power grid faces strong random disturbances, as well as the issues of downfall in frequency control ability induced by the factors
Lei Xi, Lipeng Zhou, Yanchun Xu, Xi Chen
semanticscholar   +1 more source

Understanding automatic generation control

IEEE Transactions on Power Systems, 1992
The authors describe what automatic generation control (AGC) might be expected to do, and what may not be possible or expedient for it to do. The purposes and objectives of AGC are limited by physical elements involved in the process and, hence, the relevant characteristics of these elements are described.
N. Jaleeli   +4 more
openaire   +1 more source

A Novel Multi-Agent DDQN-AD Method-Based Distributed Strategy for Automatic Generation Control of Integrated Energy Systems

IEEE Transactions on Sustainable Energy, 2020
The widely adoption of distributed renewable energy sources (DREs) effectively reduces carbon emission and beat atmospheric haze in developing countries.
Lei Xi   +4 more
semanticscholar   +1 more source

Smart Automatic Generation Control

2012 IEEE Power and Energy Society General Meeting, 2012
While the main objectives of Automatic Generation Control (AGC) remains unchanged, it becomes more challenging to operate AGC to achieve the desired generation control performance and overall system economics performance. There is a need to make AGC smarter so that it has the capability to handle the additional complexities introduced by the energy and
null Dingguo Chen   +3 more
openaire   +1 more source

Improved stochastic fractal search algorithm and modified cost function for automatic generation control of interconnected electric power systems

Engineering applications of artificial intelligence, 2020
An improved stochastic fractal search algorithm (ISFS) and a modified cost function are proposed in this paper to skillfully handle the issue of automatic generation control (AGC) of power systems.
E. Çelik
semanticscholar   +1 more source

Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy

IEEE Transactions on Neural Networks and Learning Systems, 2020
As the conventional automatic generation control (AGC) is inadequate to deal with the strong random disturbance issues induced by the ever-increasing penetration of renewable energy to the power grids, this article proposes a deep-reinforcement-learning ...
Lei Xi   +3 more
semanticscholar   +1 more source

Juggling power control (automatic generation control)

IEEE Potentials, 1988
The optimization of electric power generation and transmission in real time, known as automatic generation control (AGC), is normally implemented through the application of a sophisticated real-time computer system known as an energy management system (EMS). A decision by Pacific Gas and Electric Co.
B.M. Speckman, K.J. Wells
openaire   +1 more source

Application of Reinforcement Learning-Based Adaptive PID Controller for Automatic Generation Control of Multi-Area Power System

IEEE Transactions on Automation Science and Engineering
This paper presents an application of an actor-critic reinforcement learning (RL) algorithm-based adaptive proportional-integral-derivative (PID) controller for automatic generation control of multi-area power systems.
Rasananda Muduli   +2 more
semanticscholar   +1 more source

Automatic Load Control for Turbine Generators

Transactions of the American Institute of Electrical Engineers, 1945
This paper describes a load-control apparatus recently installed on two 20,000-kw turbines at the power plant of the Tennessee Coal Iron and Railroad Company at Fairfield, Ala., to reduce the magnitude of load swings imposed on a tie line by a hot-strip mill in the Tennessee Coal Iron Company plant.
F. E. Crever, R. L. Jackson
openaire   +1 more source

Optimal Automatic Generation Control with Hydro, Thermal, Gas, and Wind Power Plants in 2-Area Interconnected Power System

, 2020
This paper explores automatic generation control (AGC) of a more realistic 2-area multi-source power system comprising hydro, thermal, gas, and wind energy sources-based power plants in each control area.
Nizamuddin Hakimuddin   +3 more
semanticscholar   +1 more source

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