Based on the detailed model of the components, an equivalent model of microgrid is proposed in this paper. Microgrid is a new power system concept consisting of small-scale distrib...
It is necessary to employ a simplified model of microgrid in the simulation of a distribution network integrating large-scale microgrids. Based on the detailed model of the components, an
A data-driven equivalent modeling method for microgrid based on Long Short-Term Memory recurrent neural network is proposed in this paper, and the accuracy of the proposed
To build dynamic model when microgrid is a black-box system, a gated recurrent unit based neural network is proposed in this paper. The proposed neural network can be treated as a black-box
This paper presented a DNN-based dynamic equivalent model (DEM) for frequency stability analysis of high-pen-etration IBR microgrids. Our model advances prior work in three key areas.
In this context, this paper proposes the application of a gray-box method to obtain an appropriate equivalent model for active distribution networks.
In order to simplify the grid-connect model of microgrid in power system stability study, a data-driven equivalent modeling method for microgrid based on Long Short-Term Memory(LSTM) recurrent
Inspired by the equivalence between differential–algebraic equation and RNN, we plan to use gate recurrent unit (GRU) based RNN to build the dynamic equivalent model of microgrid which
In summary, for the entire microgrid, simpler modeling methods