Enhanced Load Forecasting Using CNN-BiLSTM Models in University Buildings with Solar PV

QR Code

Enhanced Load Forecasting Using CNN-BiLSTM Models in University Buildings with Solar PV

Energy management is an imperative practice involving the detailed monitoring, regulation, and optimization of energy consumption within various domains aimed at conserving resources and controlling energy costs. The escalating demand for electricity and integrating renewable energy sources has brou...

Full description

Bibliographic Details
Published in:	SSRG International Journal of Electrical and Electronics Engineering
Main Author:	Ahmad M.Z.; Dahlan N.Y.; Yasin Z.M.
Format:	Article
Language:	English
Published:	Seventh Sense Research Group 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85209214424&doi=10.14445%2f23488379%2fIJEEE-V11I10P107&partnerID=40&md5=8d59ca0913fee5e3c97266115c2bfbef

Similar Items

Comparative Analysis of Hybrid 1D-CNN-LSTM and VGG16-1D-LSTM for Lung Lesion Classification
by: Jafery, et al.
Published: (2025)

Enhancing Solar Energy Forecasting Accuracy Using LSTM Networks for Global Horizontal Irradiance
by: Mazmee A.N.A.; Zaini N.; Latip M.F.A.
Published: (2024)

Load Profile Forecasting using a Time Series Model for Solar Rooftop and Integrated Carpark of a Public University in Malaysia
by: 2-s2.0-85182813810
Published: (2023)

Design concept and mathematical model of a bi-fluid photovoltaic/thermal (PV/T) solar collector
by: 2-s2.0-84897371825
Published: (2014)

A Comprehensive Review of Swarm-Based Meta-Heuristic Algorithms for Optimizing LSTM Networks in Time Series Forecasting
by: 2-s2.0-85219566544
Published: (2024)

Performance analysis and parametric studies of a bi-fluid type photovoltaic/thermal (PV/T) solar collector in simultaneous mode under tropical climate conditions
by: Jarimi H.; Bakar M.N.A.; Othman M.; Din M.
Published: (2017)

Particle Swarm Optimization for NARX-ANN Baseline Energy Modelling in Educational Buildings
by: Mustapa R.F.; Dahlan N.Y.; Yassin I.M.; Hamizah Mohd Nordin A.; Mahadan M.E.; Mohamad S.
Published: (2019)

SCOV-CNN: A Simple CNN Architecture for COVID-19 Identification Based on the CT Images
by: Haryanto T.; Suhartanto H.; Murni A.; Kusmardi; Yusoff M.; Zain J.M.
Published: (2024)

Educational Building's Energy Consumption Independent Variables Analysis using Linear Regression Model: A Comparative Study
by: Mustapa R.F.; Hamizah Mohd Nordin A.; Hairuddin M.A.; Suhaifiza W Ibrahim W.; Mohd Saleh S.A.; Dahlan N.Y.; Yassin I.M.
Published: (2023)

Seismic behavior of tunnel form building under lateral cyclic loading
by: 2-s2.0-85051624618
Published: (2018)

Improved Whale Optimization Algorithm with LSTM for Stock Index Prediction
by: Sun Y.; Mutalib S.; Tian L.
Published: (2025)

Improved Whale Optimization Algorithm with LSTM for Stock Index Prediction
by: Sun, et al.
Published: (2025)

A Comparative Analysis of Combination of CNN-Based Models with Ensemble Learning on Imbalanced Data
by: Gao X.; Jamil N.; Ramli M.I.; Ariffin S.M.Z.S.Z.
Published: (2024)

Effect of High-cyclic Loads on Dynamic Response of Reinforced Concrete Slabs
by: Jamadin A.; Ibrahim Z.; Jumaat M.Z.; Wahab E.S.A.
Published: (2019)

Emotion Recognition Using Convolutional Neural Network (CNN)
by: 2-s2.0-85111988755
Published: (2021)

Evaluation of CNN, alexnet and GoogleNet for fruit recognition
by: 2-s2.0-85051792349
Published: (2018)

Effect of Spinning Rate on the Performance of Multilayer Bi-perovskite Solar Cells
by: 2-s2.0-85126150163
Published: (2021)

Paddy Diseases Multi-Class Classification using CNN Variants
by: 2-s2.0-85189140711
Published: (2023)

Hyperparameter Analysis-based Long-Short Term Memory (LSTM) for Power Quality Disturbances Classification
by: Fadzli M.F.H.M.; Shahbudin S.
Published: (2024)

A Novel Hybrid Model Based on CEEMDAN and Bayesian Optimized LSTM for Financial Trend Prediction
by: Sun, et al.
Published: (2025)

Forecasting Carbon Emission Reductions: The Role of Solar Energy in Substituting Coal for Sustainable Development Goals
by: Aimon H.; Kurniadi A.P.; Sentosa S.U.; Yahya Y.; Rahman N.A.
Published: (2025)

Malaysian Sign Language (MSL) Detection: Comparison of YOLOv5 and CNN
by: Halim, et al.
Published: (2024)

Implementation of Facial Expression Recognition (FER) using Convolutional Neural Network (CNN)
by: Abu Mangshor, et al.
Published: (2024)

DenseHillNet: a lightweight CNN for accurate classification of natural images
by: 2-s2.0-85194107878
Published: (2024)

Mass Detection in Digital Mammogram Image using Convolutional Neural Network (CNN)
by: 2-s2.0-85116191968
Published: (2021)

Simulation on microgrid connected PV system under balance and unbalance fault
by: 2-s2.0-85073824175
Published: (2019)

A Hybrid FEM-CNN for Image-Based Severity Prediction of Corroded Offshore Pipelines
by: Fadzil N.M.; Muda M.F.; Shahid M.D.A.; Aziz N.; Mohd M.H.; Mohd Amin N.; Mohd Hashim M.H.
Published: (2025)

Techno economic analysis of PV pumping system for rural village in East Java
by: 2-s2.0-85205568095
Published: (2024)

Experimental and numerical assessments of underlying natural air movement on PV modules temperature
by: 2-s2.0-85100653685
Published: (2021)

Roles of Medicinal Mushrooms as Natural Food Dyes and Dye-Sensitised Solar Cells (DSSC): Synergy of Zero Hunger and Affordable Energy for Sustainable Development
by: Ahmad N.; Vunduk J.; Klaus A.; Dahlan N.Y.; Ghosh S.; Muhammad-Sukki F.; Dufossé L.; Bani N.A.; Wan-Mohtar W.A.A.Q.I.
Published: (2022)

Optimal Scree-CNN for Detecting NS1 Molecular Fingerprint from Salivary SERS Spectra
by: 2-s2.0-85091039639
Published: (2020)

Forecasting the incidence rates of top three cancers in Malaysia
by: 2-s2.0-85148912350
Published: (2023)

PV System Based Dynamic Voltage Restorer (DVR) in Water Pumping System for Agricultural Application
by: 2-s2.0-85125843649
Published: (2021)

Forecasting meteorological impacts on the environmental sustainability of a large-scale solar plant via artificial intelligence-based life cycle assessment
by: 2-s2.0-85179011303
Published: (2024)

Annealing Time Dependence in the Fabrication of Bismuth-based Perovskite Solar Cells (Bi-PeSCs) by the Hot Immersion Method
by: 2-s2.0-85188174612
Published: (2024)

Repeated time-series cross-validation: A new method to improved COVID-19 forecast accuracy in Malaysia
by: Abdul Aziz A.; Yusoff M.; Yaacob W.F.W.; Mustaffa Z.
Published: (2024)

HARDWARE DESIGN FOR MAXIMUM POWER POINT TRACKING (MPPT) BASED ON METAHEURISTIC ALGORITHM IN PHOTOVOLTAIC (PV) SYSTEMS
by: Darjat; Bima S.A.; Evangelista H.E.; Winardi B.; Zahra A.A.; Tahir N.M.
Published: (2024)

Weather Research Forecast (WRF) modification of land surface albedo simulations for urban Near Surface Temperature
by: Salleh S.A.; Latif Z.A.; Chan A.; Morris K.I.; Ooi M.C.G.; Mohd W.M.N.W.
Published: (2015)

Comparative analysis of ‘La’ modified BiFeO3-based perovskite solar cell devices for high conversion efficiency
by: 2-s2.0-85142431856
Published: (2023)

EXPLORING TYPE OF LEISURE ACTIVITIES AMONG THE ELDERLY IN COMMUNITY: AN IDEOGRAPHIC STUDY OF MALAYSIA CONTEXT
by: Tengku Makhtar T.M.A.; Abd Rahim M.Z.; Dahlan A.; Shamsuddin S.; Mohd Nawi S.N.
Published: (2023)