Jan 1, 2019 · The proposed LSTM RNN-based equivalent model has a generalization capability to capture the dynamic behaviors of ADNs with high accuracy.

First, the adoption reasons of the proposed LSTM RNN-based equivalent model are explained, and its advantages are analyzed from the mathematical point of view.

Oct 22, 2024 · Zheng et al. introduce a novel equivalent model based on LSTM and Recurrent Neural Network (RNN) to accurately represent active distribution ...

Sep 1, 2019 · A long short-term memory (LSTM) RNN-based equivalent model is proposed to accurately represent the ADNs.

A Novel Equivalent Model of Active Distribution Networks Based on LSTM · Battery and backup generator sizing for a resilient microgrid under stochastic ...

This paper introduces a single equivalent device based on virtual synchronous machine (VSM) technology. This device effectively subsumes the frequency response ...

A Novel Equivalent Model of Active Distribution Networks Based on LSTM. Article. Sep 2019. Chao Zheng · Shaorong Wang · Yilu Liu · Shu Liu. Dynamic ...

An aggregated equivalent modeling method based on the LSTM neural network for distributed PV fault external characteristics is proposed.

LSTM recurrent neural network is the state-of-the-art models for a variety machine learning problems, and the dynamic behaviors of microgrid under grid-connect ...

A dynamic ADN model is proposed that can incorporate a set of exogenous variables. The proposed model is based on Gaussian processes.