Large-scale distributed wind generation (DWG) integration brings new challenges to the optimal operation of distribution network. The reactive supports from turbines (WTs) and power resources can improve both economy renewable energy consumption. In this paper, a multi-period coordinated model for DWG in network is established. active-reactive coordination characteristics two typical types WTs ...

Optimal operation of hydropower reservoir systems is a classical optimization problem high dimensionality and stochastic nature. A key challenge lies in improving the interpretability strategies, i.e., cause–effect relationship between system outputs (or actions) contributing variables such as states inputs. This paper reports for first time new deep reinforcement learning (DRL) framework optim...

in thermal cracking plants, it is desired to apply an optimal temperature profile along the reactor to minimize the operation cost. in this article a simulator is developed by the use of a mathematical model, which describes the static operation of a naphtha thermal cracking pilot plant. the model is used to predict the steady state profiles of the gas temperature and product yields. using a dy...