The Effect of Occupant in Energy Consumption Prediction via Multiple Linear Regression Model in an Educational Building

QR Code

The Effect of Occupant in Energy Consumption Prediction via Multiple Linear Regression Model in an Educational Building

Energy consumption prediction is crucial for effective energy conservation measures. Accurate predictions rely on a model that correlates energy consumption with associated independent variables. Different spaces within an educational building are occupied by various occupants. Additionally, the loa...

Full description

Bibliographic Details
Published in:	Lecture Notes in Electrical Engineering
Main Author:	Mustapa R.F.; Nordin A.H.M.; Hairuddin M.A.; Mahadan M.E.; Dahlan N.Y.; Yassin I.M.
Format:	Conference paper
Language:	English
Published:	Springer Science and Business Media Deutschland GmbH 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85200974873&doi=10.1007%2f978-981-97-5782-4_10&partnerID=40&md5=5b746fd1c04769d9a087df885cfd2da5

Similar Items

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)

Baseline energy modelling in an educational building campus for measurement and verification
by: Mustapa R.F.; Dahlan N.Y.; Yassin I.M.; Nordin A.H.M.; Mahadan M.E.
Published: (2017)

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)

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)

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)

Quantification of energy savings from an awareness program using NARX-ANN in an educational building
by: Mustapa R.F.; Dahlan N.Y.; Yassin A.I.M.; Nordin A.H.M.
Published: (2020)

Lecture and non-lecture week baseline energy model development and energy prediction in Malaysia educational building
by: Mustapa R.F.; Dahlan N.Y.; Yassin A.I.M.; Nordin A.H.M.
Published: (2020)

A Model for Verification of High Neutral-to-Ground Voltage (NTGV) in Educational Buildings
by: Mahadan M.E.; Abidin A.F.; Mat Yusoh M.A.T.; Hairuddin M.A.; Mustapa R.F.
Published: (2023)

MULTIPLE LINEAR REGRESSION MODELLING FOR THE COMPACTION CHARACTERISTICS OF SEDIMENTARY SOIL MIXED BENTONITE AS COMPACTED LINER
by: Khalid N.; Mukri M.; Zain N.M.; Razak Z.; Jais I.M.
Published: (2023)

Multiple Linear Regression Model for Total Bed Material Load Prediction
by: Sinnakaudan S.K.; Ghani A.A.; Ahmad M.S.; Zakaria N.A.
Published: (2006)

THE EFFECT OF SECURITY IN THE GREEN BUILDING PRICE PREDICTION MODEL: A COMPARISON BETWEEN MULTIPLE LINEAR REGRESSION AND MACHINE LEARNING APPROACHES
by: Mohd T.; Masrom S.; Jamil N.S.; Harussani M.
Published: (2024)

Simulating the Upcoming Trend of Malaysia’s Unemployment Rate Using Multiple Linear Regression
by: Mohamad Adib N.S.Y.; Mohd Ibrahim A.A.; Abdul Halim M.H.
Published: (2021)

Comparison of solar radiation intensity forecasting using ANFIS and multiple linear regression methods
by: Suyono H.; Hasanah R.N.; Setyawan R.A.; Mudjirahardjo P.; Wijoyo A.; Musirin I.
Published: (2018)

The performance of diagnostic-robust generalized potentials for the identification of multiple high leverage points in linear regression
by: Habshah M.; Norazan M.R.; Imon A.H.M.R.
Published: (2009)

Multiple Linear Regression on Ultra-Low Frequency (ULF) and Solar Wind for Earthquake Precursor Purposes
by: Umar, et al.
Published: (2023)

LSTM-based Deep Learning Method for Excessive Neutral-to-ground Voltage (NTGV) Localization in Secondary Distribution Systems
by: Mahadan M.E.; Abidin A.F.; Yusoh M.A.T.M.; Ashar N.D.K.; Mustapa R.F.; Hairuddin M.A.
Published: (2024)

Predicting of the physique performance and accuracy of college students based on multiple linear regression and BP neural network
by: Huang X.; Sulaiman M.S.B.; Rosli M.M.; Binchun J.
Published: (2023)

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)

Different Approaches of Multiple Linear Regression (MLR) Model in Predicting Ozone (O3) Concentration in Industrial Area
by: Napi N.N.L.M.; Abdullah S.; Mansor A.A.; Ghazali N.A.; Ahmed A.N.; Dom N.C.; Ismail M.
Published: (2023)

Estimation of soil erodibility in Peninsular Malaysia: A case study using multiple linear regression and artificial neural networks
by: Rehman M.A.; Abd Rahman N.; Ibrahim A.N.H.; Kamal N.A.; Ahmad A.
Published: (2024)

Estimation of soil erodibility in Peninsular Malaysia: A case study using multiple linear regression and artificial neural networks
by: Rehman, et al.
Published: (2024)

Factors that lead to misbehaviour in class according to students' perception at UiTM Seremban 3 using Multiple Linear Regression (MLR) analysis
by: Saharizan M.D.; Sam M.M.M.; Kahar N.S.M.; Yasin Z.A.M.M.
Published: (2021)

Artificial Neural Network non-linear auto regressive moving average (NARMA) model for internet traffic prediction
by: Sahrani M.N.; Zan M.M.M.; Yassin I.M.; Zabidi A.; Ali M.S.A.M.
Published: (2017)

MODELLING THE STUDENTS' PERCEPTION TOWARDS ENTREPRENEURSHIP IN HIGHER EDUCATIONAL INSTITUTION USING MULTIPLE LINEAR REGRESSION MODEL; [Memodel Persepsi Pelajar Terhadap Keusahawanan di Institusi Pengajian Tinggi Menggunakan Model Regresi Linear Berganda]
by: Abdullah N.A.; Jusoff M.K.S.; Kadir S.A.; Hamzah N.H.; Ibrahim N.S.; Ibrahim N.B.
Published: (2021)

MODELLING THE RETIREMENT PLANNING AMONG STAFF IN A PUBLIC UNIVERSITY BY USING MULTIPLE LINEAR REGRESSION; [Pemodelan Perancangan Persaraan Dikalangan Kakitangan di Sebuah Universiti Awam dengan Menggunakan Model Regresi Linear Berganda]
by: Rahman A.F.B.A.; Fekri W.N.F.W.A.; Fauzi N.Z.M.; Zukri S.M.; Hamzah N.H.
Published: (2022)

A new gradient method for solving linear regression model
by: Zull N.; Aini N.; Rivaie M.; Mamat M.
Published: (2019)

Indoor air quality level influence sick building syndrome among occupants in educational buildings
by: Ismail S.A.; Kamar H.M.; Kamsah N.; Ardani M.I.; Dom N.C.; Shafie F.A.; Zulkapri I.; Hock L.K.
Published: (2022)

Modelling Neutral to Ground Voltage (NTGV) considering current sourcing method and grounding wiring configuration
by: Mahadan M.E.; Abidin A.F.; Talib Mat Yusoh M.A.; Hairuddin M.A.
Published: (2022)

A comparative assessment of the LWR-IM traffic model using linear regression
by: Ng K.M.; Reaz M.B.I.; Ali M.A.M.; Razak N.A.
Published: (2016)

Development of linear regression model for brick waste generation in Malaysian construction industry
by: Hassan S.H.; Aziz H.A.; Zakariah Z.; Noor S.M.; Majid M.R.A.; Karim N.A.
Published: (2019)

Building performance assessment through post-occupancy evaluation for higher education buildings in Kota Samarahan, Sarawak
by: Ismail B.; Mohd Mustafa S.N.A.; Yunus A.I.A.
Published: (2023)

Machine Learning Approach of Optimal Frequency Tuning for Capacitive Wireless Power Transfer System
by: Hasan K.K.; Hairuddin M.A.; Mustapa R.F.; Nordin S.A.; Ashar N.D.K.
Published: (2022)

End-to-end deep learning on classification of neutral-to-ground voltage in secondary distribution systems
by: Mahadan M.E.; Abidin A.F.; Yusoh M.A.T.M.; Hairuddin M.A.; Ashar N.D.K.
Published: (2024)

Logic design for linear regression model using ASIC in engine oil degradation monitoring system
by: Idros M.F.M.; Razak A.H.A.; Azmi M.F.; Suliman S.I.; Halim A.K.; Khairudin N.
Published: (2017)

Linear regression and R-squared correlation analysis on major nuclear online plant cooling system
by: Mohamad Nor A.A.; Minhat M.S.; Ya'acob N.; Kassim M.
Published: (2023)

Comparative Life Cycle Assessment of Photovoltaic Systems with Uncertainty Analysis
by: Nordin A.H.M.; Sulaiman S.I.; Mustapa R.F.; Shahruddin M.K.H.
Published: (2024)

Analysis of Power Consumption and Maximum Demand on Power Factor Using Support Vector Machine Regression
by: Isa S.N.M.; Daud K.; Ibrahim M.N.; Samat A.A.A.; Omar S.; Shafie M.A.
Published: (2024)

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)

Nonlinear Auto-Regressive with Exogenous Inputs (NARX) Modelling of Hydroponics Water pH Level in response to Acid and Alkaline Solutions
by: Saaid M.F.; Nordin M.K.; Yassin I.M.; Tahir N.M.
Published: (2023)

Assessing the Multiple Imputation Approach for Univariate Time Series Data of Geomagnetic Disturbance Event in Solar Cycle 24
by: Zainuddin A.; Hairuddin M.A.; Jusoh M.H.; Hashim M.H.; Benavides I.F.; Yassin A.I.M.
Published: (2023)