A Stacking Learning Model Based on Multiple Similar Days for Short-Term Load Forecasting

A Stacking Learning Model Based on Multiple Similar Days for Short-Term Load Forecasting

It is challenging to obtain accurate and efficient predictions in short-term load forecasting (STLF) systems due to the complexity and nonlinearity of the electric load signals. To address these problems, we propose a hybrid predictive model that includes a sliding-window algorithm, a stacking ensem...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Qi Jiang, Yuxin Cheng, Haozhe Le, Chunquan Li, Peter X. Liu
Fformat:	Erthygl
Iaith:	English
Cyhoeddwyd:	MDPI AG 2022-07-01
Cyfres:	Mathematics
Pynciau:	short-term load forecasting (STLF) stacking ensemble learning similar-days forecasting sliding window broad learning system–backpropagation (BLS–BP)
Mynediad Ar-lein:	https://www.mdpi.com/2227-7390/10/14/2446

Eitemau Tebyg

Day-Ahead Forecast of Photovoltaic Power Based on a Novel Stacking Ensemble Method
gan: Luyao Liu, et al.
Cyhoeddwyd: (2023-01-01)

Extreme Gradient Boosting Model for Day-Ahead STLF in National Level Power System: Estonia Case Study
gan: Qinghe Zhao, et al.
Cyhoeddwyd: (2023-12-01)

Short-term load forecasting based on sample weights assignment
gan: Mingxu Xiang, et al.
Cyhoeddwyd: (2022-11-01)

Short- and Very Short-Term Firm-Level Load Forecasting for Warehouses: A Comparison of Machine Learning and Deep Learning Models
gan: Andrea Maria N. C. Ribeiro, et al.
Cyhoeddwyd: (2022-01-01)

Past Vector Similarity for Short Term Electrical Load Forecasting at the Individual Household Level
gan: Haris Mansoor, et al.
Cyhoeddwyd: (2021-01-01)

Short-Term Firm-Level Energy-Consumption Forecasting for Energy-Intensive Manufacturing: A Comparison of Machine Learning and Deep Learning Models
gan: Andrea Maria N. C. Ribeiro, et al.
Cyhoeddwyd: (2020-10-01)

Similarity-Based Models for Day-Ahead Solar PV Generation Forecasting
gan: Hossein Sangrody, et al.
Cyhoeddwyd: (2020-01-01)

Short-Term Load Forecasting with a Novel Wavelet-Based Ensemble Method
gan: V. Y. Kondaiah, et al.
Cyhoeddwyd: (2022-07-01)

Empirical Comparison of Neural Network and Auto-Regressive Models in Short-Term Load Forecasting
gan: Miguel López, et al.
Cyhoeddwyd: (2018-08-01)

Adaptive soft sensor using stacking approximate kernel based BLS for batch processes
gan: Jinlong Zhao, et al.
Cyhoeddwyd: (2024-06-01)

Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution
gan: Irshad Ullah, et al.
Cyhoeddwyd: (2023-09-01)

A DEEP LEARNING MODEL FOR ELECTRICITY DEMAND FORECASTING BASED ON A TROPICAL DATA
gan: Saheed A. ADEWUYI, et al.
Cyhoeddwyd: (2020-03-01)

An Adaptive, Data-Driven Stacking Ensemble Learning Framework for the Short-Term Forecasting of Renewable Energy Generation
gan: Hui Huang, et al.
Cyhoeddwyd: (2023-02-01)

An adaptive forecasting method for the aggregated load with pattern matching
gan: Yikun Tang, et al.
Cyhoeddwyd: (2023-01-01)

Enhancing Short-Term Load Forecasting Through K-Shape Clustering and Deep Learning Integration
gan: Wentao Zhang, et al.
Cyhoeddwyd: (2025-01-01)

Forecasting the Return of Carbon Price in the Chinese Market Based on an Improved Stacking Ensemble Algorithm
gan: Peng Ye, et al.
Cyhoeddwyd: (2023-06-01)

Improving mortality forecasting using a hybrid of Lee–Carter and stacking ensemble model
gan: Samuel Asante Gyamerah, et al.
Cyhoeddwyd: (2023-11-01)

An Ensemble Broad Learning System (BLS) for Evaluating Landslide Susceptibility in Taiyuan City, Northern China
gan: Dekang Zhao, et al.
Cyhoeddwyd: (2023-07-01)

Improved coyote algorithm and application to optimal load forecasting model
gan: Songmei Wu, et al.
Cyhoeddwyd: (2022-10-01)

Ensemble Machine Learning for Monkeypox Transmission Time Series Forecasting
gan: Emmanuel Gbenga Dada, et al.
Cyhoeddwyd: (2022-11-01)

An extreme forecast index-driven runoff prediction approach using stacking ensemble learning
gan: Zhiyuan Leng, et al.
Cyhoeddwyd: (2024-12-01)

Short-Term Load Forecasting Using an LSTM Neural Network for a Grid Operator
gan: Joan Sebastian Caicedo-Vivas, et al.
Cyhoeddwyd: (2023-12-01)

Lambda-Based Data Processing Architecture for Two-Level Load Forecasting in Residential Buildings
gan: Gde Dharma Nugraha, et al.
Cyhoeddwyd: (2018-03-01)

Integrating Long Short-Term Memory and Genetic Algorithm for Short-Term Load Forecasting
gan: Arpita Samanta Santra, et al.
Cyhoeddwyd: (2019-05-01)

Deep Learning with Stacked Denoising Auto-Encoder for Short-Term Electric Load Forecasting
gan: Peng Liu, et al.
Cyhoeddwyd: (2019-06-01)

Short-Term Load Forecasting Algorithm Using a Similar Day Selection Method Based on Reinforcement Learning
gan: Rae-Jun Park, et al.
Cyhoeddwyd: (2020-05-01)

Enhanced ES-adRNNe Load Forecasting With Contextual Augmentation on Similar Load Days
gan: Xiaotian Wang, et al.
Cyhoeddwyd: (2023-01-01)

A comprehensive review of stacking methods for semantic similarity measurement
gan: Jorge Martinez-Gil
Cyhoeddwyd: (2022-12-01)

Improving Forecast Reliability for Geographically Distributed Photovoltaic Generations
gan: Daisuke Kodaira, et al.
Cyhoeddwyd: (2021-11-01)

Improved Active and Reactive Energy Forecasting Using a Stacking Ensemble Approach: Steel Industry Case Study
gan: Hamza Mubarak, et al.
Cyhoeddwyd: (2023-10-01)

An Ensemble Deep Learning Model for Provincial Load Forecasting Based on Reduced Dimensional Clustering and Decomposition Strategies
gan: Kaiyan Wang, et al.
Cyhoeddwyd: (2023-06-01)

Ensemble Learning-Based Day-Ahead Power Forecasting of Distributed Photovoltaic Generation
gan: Yijuan LIU, et al.
Cyhoeddwyd: (2022-09-01)

A New Approach to Detection of Systematic Errors in Secondary Substation Monitoring Equipment Based on Short Term Load Forecasting
gan: Javier Moriano, et al.
Cyhoeddwyd: (2016-01-01)

Coal price forecasting using complete ensemble empirical mode decomposition and stacking‐based ensemble learning with semisupervised data processing
gan: Jing Tang, et al.
Cyhoeddwyd: (2024-04-01)

Combining Forecasts of Time Series with Complex Seasonality Using LSTM-Based Meta-Learning
gan: Grzegorz Dudek
Cyhoeddwyd: (2023-07-01)

A stacking ensemble learning for Iberian pigs activity prediction: a time series forecasting approach
gan: Federico Divina, et al.
Cyhoeddwyd: (2024-04-01)

Comparison of the Application of Neural Networks with K-Fold Cross Validation and Sliding Window Validation for Forecasting Covid-19 Recovered Cases
gan: Tyas Setiyorini
Cyhoeddwyd: (2023-12-01)

Gab-SSDS: An AI-Based Similar Days Selection Method for Load Forecast
gan: Zoran Janković, et al.
Cyhoeddwyd: (2022-04-01)

Day-Ahead Electric Load Forecasting for the Residential Building with a Small-Size Dataset Based on a Self-Organizing Map and a Stacking Ensemble Learning Method
gan: Jaehyun Lee, et al.
Cyhoeddwyd: (2019-03-01)

Analyzing the critical steps in deep learning-based stock forecasting: a literature review
gan: Zinnet Duygu Akşehir, et al.
Cyhoeddwyd: (2024-09-01)