An IHPO-WNN-Based Federated Learning System for Area-Wide Power Load Forecasting Considering Data Security Protection

An IHPO-WNN-Based Federated Learning System for Area-Wide Power Load Forecasting Considering Data Security Protection

With the rapid growth of power demand and the advancement of new power system intelligence, smart energy measurement system data quality and security are also facing the influence of diversified factors. To solve the series of problems such as low data prediction efficiency, poor security perception...

Full description

Bibliographic Details
Main Authors:	Bujin Shi, Xinbo Zhou, Peilin Li, Wenyu Ma, Nan Pan
Format:	Article
Language:	English
Published:	MDPI AG 2023-10-01
Series:	Energies
Subjects:	electricity load forecasting improved hunter–prey optimizer WNN federated learning differential privacy
Online Access:	https://www.mdpi.com/1996-1073/16/19/6921

Similar Items

Soft Measurement of Wastewater Treatment System Based on PSOGA-WNN
by: LIU Yuhui, et al.
Published: (2023-01-01)

A Combined Wind Forecasting Model Based on SSA and WNN: Application on Real Case of Ningbo Zhoushan Port
by: Yong Gu, et al.
Published: (2023-08-01)

Hunter–Prey Optimization Algorithm: a review
by: Pappu Soundarya Lahari, et al.
Published: (2024-06-01)

FUTURE MEANING AFTER THE TEMPORAL wnn
by: Mohamed Sabra, et al.
Published: (2022-06-01)

A Novel Prediction Model for Seawall Deformation Based on CPSO-WNN-LSTM
by: Sen Zheng, et al.
Published: (2023-08-01)

Personalized Federated Learning for Heterogeneous Residential Load Forecasting
by: Xiaodong Qu, et al.
Published: (2023-12-01)

Wavelet Neural Network Model for Yield Spread Forecasting
by: Firdous Ahmad Shah, et al.
Published: (2017-11-01)

A Short term Electricity Load Forecasting for Community Residents Based on Federated Learning and Considering Privacy Protection
by: Bo Peng, et al.
Published: (2024-10-01)

Machine learning algorithms for streamflow forecasting of Lower Godavari Basin
by: Rishith Kumar Vogeti, et al.
Published: (2022-12-01)

Federated learning and non-federated learning based power forecasting of photovoltaic/wind power energy systems: A systematic review
by: Ferial ElRobrini, et al.
Published: (2024-12-01)

Federated Learning-Based Load Forecasting for Energy Aggregation Service Providers
by: HUANG Yichuan, SONG Yuhui, JING Zhaoxia
Published: (2025-01-01)

Federated Learning for Short-Term Residential Load Forecasting
by: Christopher Briggs, et al.
Published: (2022-01-01)

LF3PFL: A Practical Privacy-Preserving Federated Learning Algorithm Based on Local Federalization Scheme
by: Yong Li, et al.
Published: (2024-04-01)

Design and Analysis of American Sign Language Classifier Based on n-tuple Technique
by: Mahmuod AL-Muifraje, et al.
Published: (2018-02-01)

Time series modeling of ionosphere total electron content using wavelet neural network and hybrid PSO training algorithm
by: Mir Reza Ghaffari Razin, et al.
Published: (2020-09-01)

Application of the PSO–neural network in rainfall–runoff modeling
by: Keshav Kumar, et al.
Published: (2023-01-01)

Voiceprint Fault Diagnosis of Converter Transformer under Load Influence Based on Multi-Strategy Improved Mel-Frequency Spectrum Coefficient and Temporal Convolutional Network
by: Hui Li, et al.
Published: (2024-01-01)

Deep Federated Learning-Based Privacy-Preserving Wind Power Forecasting
by: Amirhossein Ahmadi, et al.
Published: (2023-01-01)

Byzantine-Resilient Secure Federated Learning on Low-Bandwidth Networks
by: Hiroki Masuda, et al.
Published: (2023-01-01)

Application of WNN model for Flood Forecasting in Nanjing Section of Chuhe River Basin
by: ZHU Yongjun, et al.
Published: (2021-01-01)

Medium-term forecast of daily passenger volume of high speed railway based on DLP-WNN
by: Tangjian Wei, et al.
Published: (2023-04-01)

Performance Evaluation of Federated Learning for Residential Energy Forecasting
by: Eugenia Petrangeli, et al.
Published: (2022-09-01)

Differentially Private Clustered Federated Load Prediction Based on the Louvain Algorithm
by: Tingzhe Pan, et al.
Published: (2025-01-01)

Enhancing PV feed-in power forecasting through federated learning with differential privacy using LSTM and GRU
by: Pascal Riedel, et al.
Published: (2024-12-01)

Federated Learning in Data Privacy and Security
by: Dokuru Trisha Reddy, et al.
Published: (2024-12-01)

Hyperparameter-Optimization-Inspired Long Short-Term Memory Network for Air Quality Grade Prediction
by: Dushi Wen, et al.
Published: (2023-04-01)

Secure Data Sharing in Federated Learning through Blockchain-Based Aggregation
by: Bowen Liu, et al.
Published: (2024-04-01)

A privacy budget adaptive optimization scheme for federated computing power Internet of things
by: MA Wenyu, et al.
Published: (2024-12-01)

Exploring Homomorphic Encryption and Differential Privacy Techniques towards Secure Federated Learning Paradigm
by: Rezak Aziz, et al.
Published: (2023-09-01)

Security and privacy issues in federated healthcare – An overview
by: Amalraj Jansi Rani, et al.
Published: (2022-02-01)

Speed Control of BLDC Motor Based on Recurrent Wavelet Neural Network
by: Adel A. Obed, et al.
Published: (2014-12-01)

FL-ODP: An Optimized Differential Privacy Enabled Privacy Preserving Federated Learning
by: Maria Iqbal, et al.
Published: (2023-01-01)

A Critical Evaluation of Privacy and Security Threats in Federated Learning
by: Muhammad Asad, et al.
Published: (2020-12-01)

Shuffle Model of Differential Privacy: Numerical Composition for Federated Learning
by: Shaowei Wang, et al.
Published: (2025-02-01)

Prediction and Privacy Scheme for Traffic Flow Estimation on the Highway Road Network
by: Mohammed Akallouch, et al.
Published: (2022-08-01)

Load forecasting using federated learning with considering electricity data privacy preservation of EASP
by: Yichuan Huang, et al.
Published: (2024-06-01)

Benchmarking federated strategies in Peer-to-Peer Federated learning for biomedical data
by: Jose L. Salmeron, et al.
Published: (2023-06-01)

Kalman Filter-Based Differential Privacy Federated Learning Method
by: Xiaohui Yang, et al.
Published: (2022-08-01)

PLDP-FL: Federated Learning with Personalized Local Differential Privacy
by: Xiaoying Shen, et al.
Published: (2023-03-01)

Automated Android Malware Detection Using Optimal Ensemble Learning Approach for Cybersecurity
by: Hayam Alamro, et al.
Published: (2023-01-01)