Short Term Photovoltaic Power Combination Prediction Method Based on Similar Day Selection and Data Reconstruction

Short Term Photovoltaic Power Combination Prediction Method Based on Similar Day Selection and Data Reconstruction

A short-term photovoltaic power combination prediction method based on similar day selection and data reconstruction is proposed to address the strong randomness of photovoltaic power. Firstly, clustering analysis of photovoltaic power is performed using the kernel fuzzy C-means algorithm, and the m...

Full description

Saved in:

Bibliographic Details
Main Authors:	Qingbin CHEN, Genghuang YANG, Liqing GENG, Juan SU, Jingsheng SUN
Format:	Article
Language:	zho
Published:	State Grid Energy Research Institute 2024-12-01
Series:	Zhongguo dianli
Subjects:	photovoltaic power similar days variational mode decomposition bidirectional long short term memory neural network combination prediction
Online Access:	https://www.electricpower.com.cn/CN/10.11930/j.issn.1004-9649.202406005
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Short-Term Photovoltaic Power Combined Prediction Based on Feature Screening and Weight Optimization
by: Liqing Geng, et al.
Published: (2025-01-01)

Forecast of Photovoltaic Power Based on IWPA-LSSVM Considering Weather Types and Similar Days
by: Yilun XU, et al.
Published: (2023-02-01)

Photovoltaic Power Forecasting Based on Variational Mode Decomposition and Long Short-Term Memory Neural Network
by: Zhijian Hou, et al.
Published: (2025-07-01)

Day-ahead photovoltaic power generation forecasting with the HWGC-WPD-LSTM hybrid model assisted by wavelet packet decomposition and improved similar day method
by: Ruxue Bai, et al.
Published: (2025-01-01)

An Improved Short-Term Electricity Load Forecasting Method: The VMD–KPCA–xLSTM–Informer Model
by: Jiawen You, et al.
Published: (2025-04-01)

Extreme Short-Term Prediction of Unmanned Surface Vessel Nonlinear Motion Under Waves
by: Yiwen Wang, et al.
Published: (2025-03-01)

Short-term Wind Power Forecasting Based on BWO‒VMD and TCN‒BiGRU
by: LU Jing, et al.
Published: (2025-05-01)

Short-Term Power Load Prediction of VMD-LSTM Based on ISSA Optimization
by: Shuai Wu, et al.
Published: (2025-05-01)

Landslide Displacement Prediction Model Based on Optimal Decomposition and Deep Attention Mechanism
by: Shuai Ren, et al.
Published: (2025-01-01)

Short-Term Load Forecasting Based on Similar Day Theory and BWO-VMD
by: Qi Cheng, et al.
Published: (2025-05-01)

Research on Short-term Load Forecasting Algorithm Based on VMD and TCN
by: WANG Qing, et al.
Published: (2024-04-01)

Ultra-Short-Term Photovoltaic Power Prediction Based on Predictable Component Reconstruction and Spatiotemporal Heterogeneous Graph Neural Networks
by: Yingjie Liu, et al.
Published: (2025-08-01)

IDHNet: Ultra‐Short‐Term Wind Power Forecasting With IVMD–DCInformer–HSSA Network
by: Wei Li, et al.
Published: (2024-12-01)

Photovoltaic Power Generation Forecasting Based on Secondary Data Decomposition and Hybrid Deep Learning Model
by: Liwei Zhang, et al.
Published: (2025-06-01)

Sky images based photovoltaic power forecasting: A novel approach with optimized VMD and Vision Mamba
by: Chenhao Cai, et al.
Published: (2024-12-01)

Forecasting the daily evaporation by coupling the ensemble deep learning models with meta-heuristic algorithms and data pre-processing in dryland
by: Tonglin Fu, et al.
Published: (2025-08-01)

Multi-stage Optimization Forecast of Short-term Power Load Based on VMD and PSO-SVR
by: Wenwu LI, et al.
Published: (2022-08-01)

Short-Term Load Forecasting Based on Complementary Ensemble Empirical Mode Decomposition and Long Short-Term Memory
by: Huiru ZHAO, et al.
Published: (2020-06-01)

Ultra Short-Term Charging Load Forecasting Based on Improved Data Decomposition and Hybrid Neural Network
by: Shaoyang Yin, et al.
Published: (2025-01-01)

Prediction of China’s Polysilicon Prices: A Combination Model Based on Variational Mode Decomposition, Sparrow Search Algorithm and Long Short-Term Memory
by: Jining Wang, et al.
Published: (2024-11-01)

Research on Distributed Photovoltaic Short-Term Power Prediction Method Based on Weather Fusion and LSTM-Net
by: Fengjun LI, et al.
Published: (2022-11-01)

Univariate deep learning framework for short-term SST forecasting at high spatio-temporal scales
by: Jagdish Prajapati, et al.
Published: (2025-01-01)

Adaptive Robust Optimal Scheduling of Combined Heat and Power Microgrids Based on Photovoltaic Mechanism/Data Fusion-Driven Power Prediction
by: Yueyang Xu, et al.
Published: (2025-02-01)

A photovoltaic power forecasting method based on the LSTM-XGBoost-EEDA-SO model
by: Ying Xu, et al.
Published: (2025-08-01)

A hybrid model for short-term offshore wind power prediction combining Kepler optimization algorithm with variational mode decomposition and stochastic configuration networks
by: Bingbing Yu, et al.
Published: (2025-07-01)

A multi-modal feature combination mechanism for identification of harmonic load in distribution networks based on artificial intelligence models
by: Renzeng Yang, et al.
Published: (2025-05-01)

A hybrid model based on the photovoltaic conversion model and artificial neural network model for short-term photovoltaic power forecasting
by: Ran Chen, et al.
Published: (2024-12-01)

Short-Term Photovoltaic Power Forecasting Based on the VMD-IDBO-DHKELM Model
by: Shengli Wang, et al.
Published: (2025-01-01)

Secondary Hybrid Decomposition Strategy for Wind Power Prediction Using Long Short-Term Memory With Crisscross Optimization
by: Yoseph Mekonnen Abebe, et al.
Published: (2025-01-01)

Short-Term Photovoltaic Power Forecasting Based on an Improved Zebra Optimization Algorithm—Stochastic Configuration Network
by: Yonggang Wang, et al.
Published: (2025-05-01)

Short-Term Power Load Prediction Method Based on VMD and EDE-BiLSTM
by: Yibo Lai, et al.
Published: (2025-01-01)

Regional Short‐Term Wind Power Prediction Based on CEEMDAN‐FTC Feature Mapping and EC‐TCN‐BiLSTM Deep Learning
by: Guoyuan Qin, et al.
Published: (2025-06-01)

Imbalance Charge Reduction in the Italian Intra-Day Market Using Short-Term Forecasting of Photovoltaic Generation
by: Cristina Ventura, et al.
Published: (2025-08-01)

Multistep photovoltaic power forecasting based on multi-timescale fluctuation aggregation attention mechanism and contrastive learning
by: Liang Yuan, et al.
Published: (2025-03-01)

Short-term Power Prediction of Photovoltaic Power Generation Based on LSTM and Error Correction
by: ZHU Tao, et al.
Published: (2025-04-01)

Short-term output prediction of wind-photovoltaic power based on time-frequency decomposition
by: Yangfan Zhang, et al.
Published: (2025-01-01)

PV Power Short-Term Forecasting Method Based on VMD-GWO-ELMAN
by: Na ZHANG, et al.
Published: (2022-05-01)

Application of Variational Mode Decomposition based on the FOA and in Bearing Fault Diagnosis
by: Chang Liu, et al.
Published: (2020-05-01)

Fault Feature Extraction Method of Gearbox based on Parameter Optimization VMD
by: Ding Chengjun, et al.
Published: (2020-03-01)

Short-Term Photovoltaic Power Prediction Based on Standard Clear Sky Set Defined by No Climbing Event
by: Hongwu GUO, et al.
Published: (2023-09-01)