Journal of Power Electronics (JPE)

Data‑driven modeling of droop controlled parallel inverters with generalization performance

Yuzong Wang Jiangbin Tian Guohui Zeng Jinbin Zhao
Vol. 25, No. 6, pp. 1148-1155, Jun. 2025

10.1007/s43236-024-00949-4

Droop control

Data-driven modeling

Long short-term memory

Generalization performance

Multimodal feature enhanced Bi‑LSTM model for harmonic power load identification in distribution networks

Renzeng Yang Shuang Peng Gang Yao
Vol. 25, No. 6, pp. 1116-1126, Jun. 2025

10.1007/s43236-024-00948-5

Active distribution network

Harmonic power

Variational mode decomposition

Bidirectional long short-term memory network

Combined EKF–LSTM algorithm‑based enhanced state‑of‑charge estimation for energy storage container cells

Zidi Yu Jian Liu Yuchen Lu Chengzhi Feng Letian Li
Qi Wu
Vol. 24, No. 8, pp. 1329-1339, Aug. 2024

10.1007/s43236-024-00801-9

Energy storage container

Lithium-ion battery SOC

Extended Kalman filtering

Long short-term memory

Enhanced estimation

Physical model and long short‑term memory‑based combined prediction of photovoltaic power generation

Yaoyu Wu Jing Liu Suhuan Li Mingyue Jin
Vol. 24, No. 7, pp. 1118-1128, Jul. 2024

10.1007/s43236-024-00782-9

PV power prediction

Solar radiation mechanism modeling

Oblique irradiance conversion

Long short-term memory networks

Data quality augmentation and parallel network modeling for residual life prediction of lithium‑ion batteries

Shuai Huang Junxia Li Lei Wu Wei Zhang
Vol. 24, No. 6, pp. 955-963, Jun. 2024

10.1007/s43236-024-00771-y

Li-ion battery remaining life prediction

Convolutional Neural Network

long short-term memory network

Parallel network

Partial discharge detection of insulated conductors based on CNN‑LSTM of attention mechanisms

Zhongzhi Li Na Qu Xiaoxue Li Jiankai Zuo Yanzhen Yin

Vol. 21, No. 7, pp. 1030-1040, Jul. 2021

10.1007/s43236-021-00239-3

partial discharge

Convolutional Neural Network

Long short-term memory

Attention Mechanism

Fast Fourier transform

Digital Library [ Search-Result ]

Data‑driven modeling of droop controlled parallel inverters with generalization performance

Multimodal feature enhanced Bi‑LSTM model for harmonic power load identification in distribution networks

Combined EKF–LSTM algorithm‑based enhanced state‑of‑charge estimation for energy storage container cells

Physical model and long short‑term memory‑based combined prediction of photovoltaic power generation

Data quality augmentation and parallel network modeling for residual life prediction of lithium‑ion batteries

Partial discharge detection of insulated conductors based on CNN‑LSTM of attention mechanisms

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Digital Library [ Search-Result ]

Data‑driven modeling of droop controlled parallel inverters with generalization performance

Multimodal feature enhanced Bi‑LSTM model for harmonic power load identification in distribution networks

Combined EKF–LSTM algorithm‑based enhanced state‑of‑charge estimation for energy storage container cells

Physical model and long short‑term memory‑based combined prediction of photovoltaic power generation

Data quality augmentation and parallel network modeling for residual life prediction of lithium‑ion batteries

Partial discharge detection of insulated conductors based on CNN‑LSTM of attention mechanisms

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