GRU combined model based on multi-objective optimization for short-term residential load forecasting

被引：0
|
作者：
Yi, Lingzhi [1 ]
Peng, Xinlong [1 ]
Fan, Chaodong [2 ]
Wang, Yahui [1 ,3 ]
Li, Yunfan [1 ]
Liu, Jiangyong [1 ]
机构：
[1] College of Automation and Electronic Engineering, Xiangtan University, Hunan Engineering Research Center of Multi-energy Cooperative Control Technology, Hunan, Xiangtan, China
[2] School of Computer Science and Technology, Hainan University, Hainan, China
[3] College of Electrical and Information Engineering, Hunan University, Changsha, China
来源：
Journal of Intelligent and Fuzzy Systems | / 46卷 / 04期
基金：
中国国家自然科学基金;
关键词：
Combined modeling - Deep learning - Gate recurrent unit - Model-based OPC - Multi-objective optimization algorithm - Multi-objectives optimization - Optimization algorithms - Residential load forecasting - Residential loads - Short-term residential load forecasting;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
40
引用
收藏
页码：10423 / 10440
相关论文
共 50 条
  • [31] Effects of multi-objective genetic rule selection on short-term load forecasting for anomalous days
    Feng, Li
    Liu, Ziyan
    2006 POWER ENGINEERING SOCIETY GENERAL MEETING, VOLS 1-9, 2006, : 4162 - +
  • [32] Empirical Mode Decomposition based Multi-objective Deep Belief Network for short-term power load forecasting
    Fan, Chaodong
    Ding, Changkun
    Zheng, Jinhua
    Xiao, Leyi
    Ai, Zhaoyang
    NEUROCOMPUTING, 2020, 388 (388) : 110 - 123
  • [33] An Ensemble of Multi-objective Optimized Fuzzy Regression Models for Short-term Electric Load Forecasting
    Vantuch, Tomas
    Prilepok, Michal
    2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2017, : 1703 - 1709
  • [34] Short-Term Power Load Forecasting Model Design Based on EMD-PSO-GRU
    Zhang, Weihao
    Wang, Ting
    Scientific Programming, 2022, 2022
  • [35] Short-Term Power Load Forecasting Model Design Based on EMD-PSO-GRU
    Zhang, Weihao
    Wang, Ting
    SCIENTIFIC PROGRAMMING, 2022, 2022
  • [36] Short-Term Electricity Load Forecasting Model Based on EMD-GRU with Feature Selection
    Gao, Xin
    Li, Xiaobing
    Zhao, Bing
    Ji, Weijia
    Jing, Xiao
    He, Yang
    ENERGIES, 2019, 12 (06)
  • [37] Research on Short-Term Load Forecasting Based on Optimized GRU Neural Network
    Li, Chao
    Guo, Quanjie
    Shao, Lei
    Li, Ji
    Wu, Han
    ELECTRONICS, 2022, 11 (22)
  • [38] A Short-Term LOAD forecasting Method Based on EEMD-LN-GRU
    Lian, Hongbo
    Wang, Shicheng
    Gao, Ning
    Qu, Fei
    Wang, HaiYang
    Xie, Chengyuan
    Yang, Bo
    2021 3RD ASIA ENERGY AND ELECTRICAL ENGINEERING SYMPOSIUM (AEEES 2021), 2021, : 666 - 673
  • [39] Short-Term Load Forecasting Based on VMD and Combined Deep Learning Model
    Wang, Nier
    Xue, Sheng
    Li, Zhanming
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2023, 18 (07) : 1067 - 1075
  • [40] A Combined Model for Short-term Load Forecasting Based on Bird Swarm Algorithm
    Cao, Zhengcai
    Liu, Lu
    Zhou, Meng
    2018 IEEE 14TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2018, : 791 - 796
12345