Performance evaluation of activation functions in deep residual networks for short-term load forecasting
Short-Term Load Forecasting (STLF) is essential for ensuring efficient and reliable power system operations, requiring accurate predictions of electricity demand. Deep Residual Networks (DRNs), with their ability to mitigate gradient vanishing and model complex nonlinear relationships in load data,...
| Main Authors: | Liu, Junchen, Ahmad, Faisul Arif, Samsudin, Khairulmizam, Hashim, Fazirulhisyam, Ab Kadir, Mohd Zainal Abidin |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Institute of Electrical and Electronics Engineers
2025
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/118663/ http://psasir.upm.edu.my/id/eprint/118663/1/118663.pdf |
Similar Items
Short-term load forecasting utilizing a combination model: a brief review
by: Ahmad, Faisul Arif, et al.
Published: (2024)
by: Ahmad, Faisul Arif, et al.
Published: (2024)
Short-term load forecasting utilizing a PSO and LSTM combination model:a brief review
by: Ahmad @ Mohd Yusoff, Faisul Arif, et al.
Published: (2024)
by: Ahmad @ Mohd Yusoff, Faisul Arif, et al.
Published: (2024)
Autoregressive method in short term load forecast
by: N.S., Kamel, et al.
Published: (2008)
by: N.S., Kamel, et al.
Published: (2008)
Hybrid Metaheuristic Algorithm for Short Term Load Forecasting
by: Zuriani, Mustaffa, et al.
Published: (2016)
by: Zuriani, Mustaffa, et al.
Published: (2016)
An Application of Radial Basis Function Neural Network for Short Term Load Forecasting Solution
by: Nurul Faezah, Othman, et al.
Published: (2018)
by: Nurul Faezah, Othman, et al.
Published: (2018)
Short term load forecast using burg autoregressive technique
by: Z., Baharudin, et al.
Published: (2007)
by: Z., Baharudin, et al.
Published: (2007)
Short Term Load Forecasting Using Data Mining
Technique
by: Intan Azmira , binti Wan Abdul Razak, et al.
Published: (2008)
by: Intan Azmira , binti Wan Abdul Razak, et al.
Published: (2008)
Hybrid Deep Learning Model for Accurate Short-Term Electricity Price Forecasting
by: Moradzadeh, A., et al.
Published: (2025)
by: Moradzadeh, A., et al.
Published: (2025)
Analysis of short term load forecasting techniques / Tan Vy Luoh
by: Tan, Vy Luoh
Published: (2019)
by: Tan, Vy Luoh
Published: (2019)
A novel hybrid metaheuristic algorithm for short term load forecasting
by: Zuriani, Mustaffa, et al.
Published: (2017)
by: Zuriani, Mustaffa, et al.
Published: (2017)
Case study of short-term electricity load forecasting with temperature dependency
by: Tai, Hein Fong
Published: (2009)
by: Tai, Hein Fong
Published: (2009)
A hybrid prediction model for short-term load forecasting in power systems
by: Zuriani, Mustaffa, et al.
Published: (2024)
by: Zuriani, Mustaffa, et al.
Published: (2024)
Multi-convolution feature extraction and recurrent neural network dependent model for short-term load forecasting
by: Goh, Hui Hwang, et al.
Published: (2021)
by: Goh, Hui Hwang, et al.
Published: (2021)
Comparative forecasting models accuracy of short-term natural rubber prices.
by: Aye, Aye Khin, et al.
Published: (2011)
by: Aye, Aye Khin, et al.
Published: (2011)
Deep learning-based hybrid short-term solar forecast using sky images and meteorological data
by: Zhang, Liwenbo
Published: (2023)
by: Zhang, Liwenbo
Published: (2023)
Estimation methodology of short term natural rubber price forecasting models
by: Khin, Aye Aye, et al.
Published: (2011)
by: Khin, Aye Aye, et al.
Published: (2011)
Sequential process of feature extraction methods for artificial neural network in short term load forecasting
by: Othman, Muhammad Murtadha, et al.
Published: (2015)
by: Othman, Muhammad Murtadha, et al.
Published: (2015)
Econometric Forecasting Models for Short Term Natural Rubber Prices
by: Khin, Aye Aye
Published: (2010)
by: Khin, Aye Aye
Published: (2010)
Composite Models for Short Term Forecasting for
Natural Rubber Prices
by: Shamsudin, Mad Nasir, et al.
Published: (1990)
by: Shamsudin, Mad Nasir, et al.
Published: (1990)
Using sentiment analysis to forecast stock short-term trend
by: Tan, Lin
Published: (2024)
by: Tan, Lin
Published: (2024)
Modelling possibility of short-term forecasting of market parameters for portfolio selection
by: Dokuchaev, Nikolai
Published: (2015)
by: Dokuchaev, Nikolai
Published: (2015)
Very short-term photovoltaic power forecasting with cloud modeling: A review
by: Barbieri, F., et al.
Published: (2015)
by: Barbieri, F., et al.
Published: (2015)
Short term forecasting based on hybrid least squares support vector machines
by: Zuriani, Mustaffa, et al.
Published: (2018)
by: Zuriani, Mustaffa, et al.
Published: (2018)
Improving Ann-Based Short-Term and Long-Term Seasonal River Flow Forecasting with Signal Processing Techniques
by: Badrzadeh, H., et al.
Published: (2016)
by: Badrzadeh, H., et al.
Published: (2016)
Handwritten Bangla numeral recognition using deep long short term memory
by: Ahmed, Mahtab, et al.
Published: (2017)
by: Ahmed, Mahtab, et al.
Published: (2017)
Short-term forecasting of rooftop retrofitted photovoltaic power generation using machine learning
by: Mohd Herwan, Sulaiman, et al.
Published: (2024)
by: Mohd Herwan, Sulaiman, et al.
Published: (2024)
Short-Term forecasting of floating photovoltaic power generation using machine learning models
by: Mohd Herwan, Sulaiman, et al.
Published: (2024)
by: Mohd Herwan, Sulaiman, et al.
Published: (2024)
Short-term electrical load forecasting model based on multi-dimensional meteorological information spatio-temporal fusion and optimized variational mode decomposition
by: Wang, L., et al.
Published: (2023)
by: Wang, L., et al.
Published: (2023)
Improved bacterial foraging optimization algorithm with machine learning-driven short-term electricity load forecasting: a case study in peninsular Malaysia
by: Zaini, Farah Anishah, et al.
Published: (2024)
by: Zaini, Farah Anishah, et al.
Published: (2024)
Malaysian peak daily load forecasting
by: Abd. Razak, Fadhilah, et al.
Published: (2009)
by: Abd. Razak, Fadhilah, et al.
Published: (2009)
Malaysian day-type load forecasting
by: Abd. Razak, Fadhilah, et al.
Published: (2009)
by: Abd. Razak, Fadhilah, et al.
Published: (2009)
A highly interpretable fuzzy rule base using ordinal structure for obstacle avoidance of mobile robot
by: Samsudin, Khairulmizam, et al.
Published: (2011)
by: Samsudin, Khairulmizam, et al.
Published: (2011)
Optimization of neural network configurations for short-term traffic flow forecasting using orthogonal design
by: Chan, Kit Yan, et al.
Published: (2012)
by: Chan, Kit Yan, et al.
Published: (2012)
Load forecasting using time series models
by: Abd. Razak, Fadhilah, et al.
Published: (2009)
by: Abd. Razak, Fadhilah, et al.
Published: (2009)
Machine and deep learning-based XSS detection approaches: a systematic literature review
by: Thajeel, Isam Kareem, et al.
Published: (2023)
by: Thajeel, Isam Kareem, et al.
Published: (2023)
Long –term load forecasting of power systems using Artificial Neural Network and ANFIS
by: Ammar, Naji, et al.
Published: (2018)
by: Ammar, Naji, et al.
Published: (2018)
Random Finite Sets Based Very Short-Term Solar Power Forecasting Through Cloud Tracking
by: Barbieri, Florian Benjamin Eric
Published: (2019)
by: Barbieri, Florian Benjamin Eric
Published: (2019)
Selection of Significant On-Road Sensor Data for Short-Term Traffic Flow Forecasting Using the Taguchi Method
by: Chan, Kit, et al.
Published: (2012)
by: Chan, Kit, et al.
Published: (2012)
Multivariate time series analysis for short-term forecasting of ground level ozone (O3) in Malaysia
by: Raffee, Ahmad Fauzi
Published: (2021)
by: Raffee, Ahmad Fauzi
Published: (2021)
Battery electric vehicle charging load forecasting using LSTM on STL trend, seasonality, and residual decomposition
by: Syahrizal, Salleh, et al.
Published: (2024)
by: Syahrizal, Salleh, et al.
Published: (2024)
Similar Items
-
Short-term load forecasting utilizing a combination model: a brief review
by: Ahmad, Faisul Arif, et al.
Published: (2024) -
Short-term load forecasting utilizing a PSO and LSTM combination model:a brief review
by: Ahmad @ Mohd Yusoff, Faisul Arif, et al.
Published: (2024) -
Autoregressive method in short term load forecast
by: N.S., Kamel, et al.
Published: (2008) -
Hybrid Metaheuristic Algorithm for Short Term Load Forecasting
by: Zuriani, Mustaffa, et al.
Published: (2016) -
An Application of Radial Basis Function Neural Network for Short Term Load Forecasting Solution
by: Nurul Faezah, Othman, et al.
Published: (2018)