MODELLING ROAD ACCIDENTS IN SELANGOR: A COMPARATIVE ANALYSIS BY USING SEASONAL AUTOREGRESSIVE INTEGRATED MOVING AVERAGE (SARIMA) AND ARTIFICIAL NEURAL NETWORK (ANN)

QR Code

MODELLING ROAD ACCIDENTS IN SELANGOR: A COMPARATIVE ANALYSIS BY USING SEASONAL AUTOREGRESSIVE INTEGRATED MOVING AVERAGE (SARIMA) AND ARTIFICIAL NEURAL NETWORK (ANN)

Road accidents have become one of the major problems globally. It was reported that the total number of road accidents in Malaysia has increased by 0.92 per cent within the last ten years. Modelling road accident occurrences is critical for policymakers to understand the trend and pattern of road ac...

Full description

Bibliographic Details
Published in:	Journal of Sustainability Science and Management
Main Author:	Azan W.N.A.W.M.; Borhan N.; Zahari S.M.
Format:	Article
Language:	English
Published:	Universiti Malaysia Terengganu 2023
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85160649358&doi=10.46754%2fjssm.2023.05.007&partnerID=40&md5=7198e3da63f411623e5f8fcce9edd5cf

Similar Items

The application of seasonal autoregressive integrated moving average (SARIMA) model in forecasting Malaysia mean sea level
by: Marsani M.F.; Someetheram V.; Mohd Kasihmuddin M.S.; Mohd Jamaludin S.Z.; Mansor M.A.; Badyalina B.
Published: (2024)

Autoregressive Integrated Moving Average (ARIMA) Algorithm Adaptation for Business Financial Forecasting
by: Samah K.A.F.A.; Mohd Khalid N.A.; Jasmis J.; Deraman N.A.; Riza L.S.; Othman Z.
Published: (2024)

Binary particle swarm optimization structure selection of nonlinear autoregressive moving average with exogenous inputs (NARMAX) model of a flexible robot arm
by: Yassin I.M.; Zabidi A.; Ali M.S.A.M.; Tahir N.M.; Abidin H.Z.; Rizman Z.I.
Published: (2016)

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)

Enhancing PETRONAS share price forecasts: a hybrid Holt integrated moving average
by: Fozi N.Q.M.; Hasan N.I.A.; Aziz A.A.; Zahari S.M.; Ganggayah M.D.
Published: (2025)

Smoothing Sensor Data in a Controlled IoT Framework with Moving Averages
by: Zulhakim A.M.; Fazlida Hanim Abdullah W.; Abdul Halim I.S.; Binti Haji Mamat R.; Alif Muslan M.I.; Zaki Abu Bakar A.
Published: (2023)

Decision tree model for non-fatal road accident injury
by: Sapri F.E.; Nordin N.S.; Hasan S.M.; Yaacob W.F.W.; Nasir S.A.M.
Published: (2017)

Drones for Road Accident Management: A Systematic Review
by: Gohari A.; Ahmad A.B.; Rahim R.B.A.; Elamin N.I.M.; Gismalla M.S.M.; Oluwatosin O.O.; Hasan R.; Latip A.S.A.; Lawal A.
Published: (2023)

Geospatial Analysis on the Impact of Road Defects on Motorcycle Accidents
by: Amir M.H.M.; Naharudin N.
Published: (2021)

Determining hotspots of road accidents using spatial analysis
by: Shariff S.S.R.; Maad H.A.; Halim N.N.A.; Derasit Z.
Published: (2018)

Preliminary Modelling of Solar Quiet Geomagnetic Field Average using Non-Linear Autoregressive with Exogeneous Input (NARX)
by: Hashim M.H.; Jusoh M.H.; Burhanudin K.; Yassin I.M.; Hamid N.S.A.; Radzi Z.M.; Yoshikawa A.
Published: (2022)

Malaysian tourism interest forecasting using Nonlinear Auto-Regressive Moving Average (NARMA) model
by: Kadir S.N.; Tahir N.M.; Yassin I.M.; Zabidi A.
Published: (2014)

Box-jenkins and state space model in forecasting Malaysia road accident cases
by: Wan Husin W.Z.; Afdzal A.S.; Azmi N.L.H.; Hamadi S.A.T.S.
Published: (2021)

Forecasting Municipal Solid Waste (MSW) generation in Klang, Selangor using Artificial Neural Network (ANN)
by: Mohamad N.A.J.; Yatim S.R.M.; Abdullah S.; Azmin M.T.; Alwi N.
Published: (2022)

Long-Term Solar Power Generation Forecasting in the Eastern Coast Region of Malaysia using Artificial Neural Network (ANN) Method
by: Iskandar M.A.; Abd Aziz M.A.S.; Sivaraju S.S.; Borhan N.; Mohtar W.A.A.-Q.I.W.; Ahmad N.
Published: (2024)

Assessing Road Accident Black Spots and Countermeasures in the State of Perak, Malaysia
by: Meor Hussein M.M.H.; Rahman R.A.; Saim N.A.I.M.; Tajuddin M.Z.M.; Diah J.M.
Published: (2023)

A hybrid of conjugate gradient method in modelling number of road accidents in Malaysia
by: Aini N.; Hajar N.; Rivaie M.; Ahmad S.N.; Azamuddin A.A.
Published: (2024)

Real-time anomaly detection in sky quality meter data using probabilistic exponential weighted moving average
by: Riza L.S.; Putra Z.A.Y.; Zain M.I.; Trihutama F.Z.; Utama J.A.; Samah K.A.F.A.; Herdiwijaya D.; NQZ R.A.; Mumpuni E.S.; Priyatikanto R.
Published: (2024)

Real-time anomaly detection in sky quality meter data using probabilistic exponential weighted moving average
by: Riza, et al.
Published: (2024)

Exponentially Weighted Moving Average Charts Based on Interval Type-2 Fuzzy Numbers: Analyses of Quality Control and Performance
by: Mohd Razali N.H.; Abdullah L.; Ab Ghani A.T.; Zaharudin Z.A.; Afthanorhan A.
Published: (2024)

ASSESSING THE PERFORMANCE OF HOLT INTEGRATED MOVING AVERAGE (HIMA) FOR PM2.5 CONCENTRATION IN MALAYSIA: A CONTRIBUTION TO SDG GOALS FOR AIR QUALITY AND HEALTH
by: Fozi N.Q.M.; Aziz A.A.; Nor N.A.M.; Shahidan W.N.W.
Published: (2024)

The Rise in Death Rate in Malaysia: Is it Due to Road Accidents, Suicide, Tuberculosis or Burden of Health Expenditure?
by: Mansor M.M.; Khairul Nizam A.H.; Zulkifli N.S.; Mohd Azha S.H.; Jamil A.M.; Mohd Nawawi M.K.
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)

Severity Impact of a Vapour Cloud Explosion (VCE) – Liquefied Petroleum Gas (LPG) Road Tanker Accident
by: Rashid Z.A.; Fuad M.F.I.A.; Alias A.B.; Ahmad M.A.; Ariff M.A.M.; Zainal S.; Asuat A.Y.; Jamaludin I.; Abdullah A.
Published: (2023)

A comparison between the exponential smoothing, methods of average and Box Jenkins techniques in forecasting the ageing population in Malaysia
by: Aimran N.; Afthanorhan A.; Ishak A.; Asmadi D.; Jamaludin N.; Borhan N.
Published: (2024)

Urban Farming Growth Monitoring System Using Artificial Neural Network (ANN) and Internet of Things (IOT)
by: Abdul Kader M.M.M.; Mansor M.N.; Mustafa W.A.; Razali Z.B.; Gunny A.A.N.; Setumin S.; Osman M.K.; Idris M.; Akbar M.F.; Kunasakaran P.; Zainol M.Z.; Mizam N.S.S.
Published: (2025)

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)

Non-destructive watermelon ripeness determination using image processing and artificial neural network (ANN)
by: Shah Rizam M.S.B.; Farah Yasmin A.R.; Ahmad Ihsan M.Y.; Shazana K.
Published: (2009)

Comparative study of landslides susceptibility mapping methods: Multi-Criteria Decision Making (MCDM) and Artificial Neural Network (ANN)
by: Salleh S.A.; Abd Rahman A.S.A.; Othman A.N.; Wan Mohd W.M.N.
Published: (2018)

Modelling of chromium (VI) removal via adsorption by activated carbon using artificial neural network (ANN)
by: Nizam N.A.S.K.; Ahmad N.
Published: (2024)

Assessing Factors Associated with Non-Fatal Injuries from Road Traffic Accidents among Malaysian Adults: A Cross-Sectional Analysis of the PURE Malaysia Study
by: Isa Z.M.; Ismail N.H.; Ismail R.; Tamil A.M.; Ja’afar M.H.; Nasir N.M.; Miskan M.; Abidin N.Z.; Razak N.H.A.; Yusof K.H.
Published: (2022)

Non-Linear Autoregressive with Exogenous Input (Narx) Chiller Plant Prediction Model
by: Zabidi A.; Jaya M.I.M.; Din W.I.S.W.; Hassan H.A.; Yassin I.M.
Published: (2021)

Authenticating ANN-NAR and ANN-NARMA models utilizing bootstrap techniques
by: Ghani N.A.M.; Kamaruddin S.A.; Ramli N.M.; Selamat A.
Published: (2017)

Agricultural crop recommendations based on productivity and season
by: Kumar A.V.S.; Aparna M.; Dutta A.; Ray S.; Rahman H.; Masadeh S.R.; Musirin I.B.; Manjunatha Rao L.; Suganya R.V.; Malladi R.; Dulhare U.N.
Published: (2024)

Seasonal Windstorm Pattern and Damages in Peninsular Malaysia 2018
by: Zakaria N.H.; Salleh S.A.; Asmat A.; Islam M.A.
Published: (2019)

Forecasting the incidence of dengue fever in Malaysia: A comparative analysis of seasonal ARIMA, dynamic harmonic regression, and neural network models
by: Mustaffa, et al.
Published: (2024)

Forecasting the incidence of dengue fever in Malaysia: A comparative analysis of seasonal ARIMA, dynamic harmonic regression, and neural network models
by: Mustaffa N.A.; Zahari S.M.; Farhana N.A.; Nasir N.; Azil A.H.
Published: (2024)

Enhancing riverine load prediction of anthropogenic pollutants: Harnessing the potential of feed-forward backpropagation (FFBP) artificial neural network (ANN) models
by: Khairudin, et al.
Published: (2024)

Enhancing riverine load prediction of anthropogenic pollutants: Harnessing the potential of feed-forward backpropagation (FFBP) artificial neural network (ANN) models
by: Khairudin K.; Ul-Saufie A.Z.; Senin S.F.; Zainudin Z.; Rashid A.M.; Abu Bakar N.F.; Anas Abd Wahid M.Z.; Azha S.F.; Abd-Wahab F.; Wang L.; Sahar F.N.; Osman M.S.
Published: (2024)

Temperature Simulation Using Nonlinear Autoregressive with Exogenous Algorithm Integrated with PID Controller
by: Aziz M.; Azman H.; Kadir K.; Vijyakumar K.; Khan M.R.B.; Rizuan S.
Published: (2023)