Energy Consumption and Energy Efficiency Prediction using Artificial Neural Network

QR Code

Energy Consumption and Energy Efficiency Prediction using Artificial Neural Network

The purpose of this project is to determine the accurate energy consumption for heating and cooling of a building by using Artificial Neural Network (ANN) and to implement ANN for energy efficiency prediction. In this project, the data that has been obtained from Kaggle website was trained in ANN mo...

Full description

Bibliographic Details
Published in:	2024 IEEE 4th International Conference in Power Engineering Applications: Powering the Future: Innovations for Sustainable Development, ICPEA 2024
Main Author:	Khairunizam F.N.B.; Salim N.A.; Mohamad H.; Yasin Z.M.
Format:	Conference paper
Language:	English
Published:	Institute of Electrical and Electronics Engineers Inc. 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191715073&doi=10.1109%2fICPEA60617.2024.10499072&partnerID=40&md5=2c6910bacf10cec5897d50c134b338b9

Similar Items

Review of Artificial Neural Network Approaches for Predicting Building Energy Consumption
by: Md Ramli S.S.; Nizam Ibrahim M.; Mohamad A.; Daud K.; Saidina Omar A.M.; Darina Ahmad N.
Published: (2023)

Personal Energy Auditor based on Energy Consumption Rating using Normal Distribution for Energy Efficiency
by: Zurkafli A.Z.; Zaini N.; Latip M.F.A.
Published: (2020)

Enhancing solar energy conversion efficiency: Thermophysical property predicting of MXene/Graphene hybrid nanofluids via bayesian-optimized artificial neural networks
by: jasim D.J.; Rajab H.; Alizadeh A.; Sharma K.; Ahmed M.; Kassim M.; AbdulAmeer S.; Alwan A.A.; Salahshour S.; Maleki H.
Published: (2024)

Educational Level Impact on Energy Consumption in Malaysia Office Building using Neural Network Method
by: Ponichan H.; Azmi A.M.; Zailani R.
Published: (2023)

Prediction of Transmission Losses Allocation using Artificial Neural Network and Z-Bus Tracing
by: Hamid Z.A.; James V.A.; Musirin I.; Salim N.A.
Published: (2024)

Development of hybrid artificial neural network for quantifying energy saving using measurement and verification
by: Adnan W.N.W.M.; Dahlan N.Y.; Musirin I.
Published: (2017)

Artificial neural network and convolutional neural network for prediction of dental caries
by: Basri K.N.; Yazid F.; Mohd Zain M.N.; Md Yusof Z.; Abdul Rani R.; Zoolfakar A.S.
Published: (2024)

Energy consumption prediction through linear and non-linear baseline energy model
by: Mustapa R.F.; Dahlan N.Y.; Yassin I.M.; Mohd Nordin A.H.; Zabidi A.
Published: (2019)

Artificial neural network and convolutional neural network for prediction of dental caries
by: Basri, et al.
Published: (2024)

Selected Malaysia stock predictions using artificial neural network
by: Bahrun P.N.; Taib M.N.
Published: (2009)

Machine Learning Baseline Energy Model (MLBEM) to Evaluate Prediction Performances in Building Energy Consumption
by: Mustapa R.F.; Hairuddin M.A.; Nordin A.H.M.; Dahlan N.Y.; Yassin I.M.; Ashar N.D.K.
Published: (2024)

Predicting drug contents of hydroxypropylmethylcellulose films using artificial neural network
by: Alias A.; Taib M.N.; Wui W.T.; Anuar N.K.; Tahir N.Md.
Published: (2009)

Implementation of artificial intelligence for prediction performance of solar thermal system
by: Sufian M.D.I.M.; Salim N.A.; Mohamad H.; Yasin Z.M.
Published: (2022)

Prediction of Electromagnetic Properties Using Artificial Neural Networks for Oil Recovery Factors
by: Surajudeen Sikiru; Soleimani H.; Shafie A.; Olayemi R.I.; Hassan Y.M.
Published: (2023)

Simplified Artificial Neural Network Configuration in R Programming for Predictive Modelling
by: Razak T.R.; Jarimi H.; Ahmad E.Z.
Published: (2023)

Classification of thumbprint using Artificial Neural Network (ANN)
by: Naim N.F.; Yassin A.I.M.; Zakaria N.B.; Wahab N.A.
Published: (2011)

Non-invasive diagnosis of risk in dengue patients using bioelectrical impedance analysis and artificial neural network
by: Ibrahim F.; Faisal T.; Mohamad Salim M.I.; Taib M.N.
Published: (2010)

Predicting Energy Consumption in Educational Buildings: A Comparative Study of Machine Learning Models
by: Ramli S.S.M.; Ahmad A.M.; Ibrahim M.N.; Daud K.
Published: (2024)

Artificial neural network modeling for predicting the quality of water in the Sabak Bernam River
by: Affandi F.; Rahman M.F.A.; Ani A.I.C.; Sulaiman M.S.
Published: (2022)

Predicting particulate matter (PM2.5) in Malaysia using Multiple Linear Regression and Artificial Neural Network
by: Sobri N.M.; Wan Yaacob W.F.; Ismail N.A.; Malik M.A.A.; Rahman R.A.; Baser N.A.; Sukhairi S.A.M.
Published: (2021)

Impact of Genetic Operators on Energy-Efficient Wireless Sensor Network
by: Chung V.; Tuah N.; Lim K.G.; Tan M.K.; Huang H.; Teo K.T.K.
Published: (2019)

The Effect of Occupant in Energy Consumption Prediction via Multiple Linear Regression Model in an Educational Building
by: Mustapa R.F.; Nordin A.H.M.; Hairuddin M.A.; Mahadan M.E.; Dahlan N.Y.; Yassin I.M.
Published: (2024)

Short term forecasting of electrical consumption using a neural network: joint approximate diagonal eigenvalue
by: Hussain M.M.; Zakaria Z.; Dahlan N.Y.; Ilham N.I.; Hussin Z.; Rahman N.H.A.; Yasin M.A.M.
Published: (2022)

Predicting Dengue Outbreak based on Meteorological Data Using Artificial Neural Network and Decision Tree Models
by: Krishnan N.F.M.; Zukarnain Z.A.; Ahmad A.; Jamaludin M.
Published: (2022)

Artificial neural network hyperparameters optimization for predicting the thermal conductivity of MXene/graphene nanofluids
by: Shang Y.; Hammoodi K.A.; Alizadeh A.; Sharma K.; jasim D.J.; Rajab H.; Ahmed M.; Kassim M.; Maleki H.; Salahshour S.
Published: (2024)

Artificial neural network hyperparameters optimization for predicting the thermal conductivity of MXene/graphene nanofluids
by: Shang, et al.
Published: (2024)

Energy Consumption of Insulated Material Using Thermal Effect Analysis
by: Fadzil M.A.; Norliyati M.A.; Hilmi M.A.; Ridzuan A.R.; Wan Ibrahim M.H.; Assrul R.Z.
Published: (2017)

ENERGY TRAILS OF TOURISM: ANALYZING THE RELATIONSHIP BETWEEN TOURIST ARRIVALS AND ENERGY CONSUMPTION IN MALAYSIA
by: Raihan A.; Voumik L.C.; Esquivias M.A.; Ridzuan A.R.; Yusoff N.Y.M.; Malayaranjan S.
Published: (2023)

Disaster management system using artificial neural network
by: Wan Abdull Hamid W.A.S.H.; Hussin M.F.; Samsudin K.; Yassin A.I.M.; Rafi A.M.
Published: (2017)

Agarwood oil quality identification using artificial neural network modelling for five grades
by: Huzir S.M.H.M.; Tajuddin S.N.; Yusoff Z.M.; Ismail N.; Almisreb A.A.; Taib M.N.
Published: (2024)

Optimization of Operating Cost and Energy Consumption in a Smart Grid
by: Mahdi B.S.; Sulaiman N.; Shehab M.A.; Shafie S.; Hizam H.; Hassan S.L.B.M.
Published: (2024)

Predicting Transformer Health Indices Through Oil Quality Parameters with Artificial Neural Networks (ANN)
by: Abd Aziz A.M.; Azmi M.A.; Izwan Mohd Supian M.F.; Talib M.A.; Abidin A.F.; Al Junid S.A.M.
Published: (2023)

Utilizing Artificial Neural Network for Boiler Feedwater Quality Parameters Prediction at Perlis Power Plant
by: Syahmi Kefeli M.I.; Majnis M.F.
Published: (2023)

Energy consumption monitoring and alert system via IoT
by: Che Soh Z.H.; Hamzah I.H.; Che Abdullah S.A.; Shafie M.A.; Sulaiman S.N.; Daud K.
Published: (2019)

Energy-efficient task offloading in fog computing for 5G cellular network
by: Muhamad W.N.W.; Mohd Aris S.S.; Dimyati K.; Javed M.A.; Idris A.; Mohd Ali D.; Abdullah E.
Published: (2024)

Energy-efficient task offloading in fog computing for 5G cellular network
by: Muhamad, et al.
Published: (2024)

Energy Consumption Patterns as Indicators of Cyberattacks on Smart Home IoT Devices
by: Suhair M.R.B.; Marbukhari N.B.; Yussoff Y.M.
Published: (2024)

Classification of Mango Species and Ripeness Using Feature Extraction with an Artificial Neural Network
by: Hong K.L.; Sariff N.; Ismail Z.H.; Algeelani N.A.; Sooriamoorthy D.; Mat Isa N.
Published: (2024)

Analysis of Renewable Energy, Environment Quality and Energy Consumption on Economic Growth: Evidence from Developing Countries
by: Satrianto A.; Ikhsan A.; Samad K.A.
Published: (2024)

Improvement of Energy Consumption in Fog Computing via Task Offloading
by: Muhamad W.N.W.; Ribep A.C.; Dimyati K.; Yusof A.L.; Abdullah E.
Published: (2024)