A Two-Stage Feature Selection Method to Enhance Prediction of Daily PM2.5 Concentration Air Pollution

QR Code

A Two-Stage Feature Selection Method to Enhance Prediction of Daily PM2.5 Concentration Air Pollution

In recent decades, air pollution has negatively affected human health and the environment. One of the important features contributing to air polluti on is called PM2.5. However, daily prediction of PM2.5 is still lacking, especially using feature selection infused into the model. Hence, the main obj...

Full description

Bibliographic Details
Published in:	Environment and Natural Resources Journal
Main Author:	Arafin S.K.; Ul-Saufie A.Z.; Ghani N.A.M.; Ibrahim N.
Format:	Article
Language:	English
Published:	Faculty of Environment and Resource Studies,Mahidol University 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85210087988&doi=10.32526%2fennrj%2f22%2f20240049&partnerID=40&md5=76e38040c93ada19fcb08bd0bdf4e3e6

Similar Items

Future daily PM10 concentrations prediction by combining regression models and feedforward backpropagation models with principle component analysis (PCA)
by: Ul-Saufie A.Z.; Yahaya A.S.; Ramli N.A.; Rosaida N.; Hamid H.A.
Published: (2013)

Feature Selection Methods Using RBFNN Based on Enhance Air Quality Prediction: Insights from Shah Alam
by: Arafin, et al.
Published: (2024)

Three days ahead prediction of daily 12 hour ozone (O3) concentrations for urban area in malaysia
by: Muhamad M.; Ul-Saufie A.Z.; Deni S.M.
Published: (2015)

ENHANCING ECOSYSTEM BIODIVERSITY THROUGH AIR POLLUTION CONCENTRATIONS PREDICTION USING SUPPORT VECTOR REGRESSION APPROACHES
by: Solehah S.U.; Abidin A.W.Z.; Warris S.N.; Shaziayani W.N.; Osman B.M.; Ibrahim N.; Noor N.M.; Ul-Saufie A.Z.
Published: (2023)

Short-term effects of daily air pollution on mortality
by: Wan Mahiyuddin W.R.; Sahani M.; Aripin R.; Latif M.T.; Thach T.-Q.; Wong C.-M.
Published: (2013)

Coupling of quantile regression into boosted regression trees (BRT) technique in forecasting emission model of PM10 concentration
by: Shaziayani W.N.; Ul-Saufie A.Z.; Ahmat H.; Al-Jumeily D.
Published: (2021)

PR-FCNN: a data-driven hybrid approach for predicting PM2.5 concentration
by: Inam S.A.; Khan A.A.; Mazhar T.; Ahmed N.; Shahzad T.; Khan M.A.; Saeed M.M.; Hamam H.
Published: (2024)

Cluster analysis evaluating PM2.5, occupation risk and mode of transportation as surrogates for air-pollution and the impact on lung cancer diagnosis and 1-year mortality
by: Wahab S.A.; Hassan A.; Latif M.T.; Vadiveel Y.; Jeyabalan T.; Soo C.I.; Hamid F.A.; Yu-lin A.B.; Hassan T.
Published: (2019)

Physiochemical characterization of ambient PM10 and PM2.5 in an urban environment
by: Kumar N.; Hamzah F.M.; Diantoro M.; Muhd Zailani N.A.; Suman
Published: (2025)

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)

Performance of Bayesian Model Averaging (BMA) for Short-Term Prediction of PM10 Concentration in the Peninsular Malaysia
by: Ramli N.; Abdul Hamid H.; Yahaya A.S.; Ul-Saufie A.Z.; Mohamed Noor N.; Abu Seman N.A.; Kamarudzaman A.N.; Deák G.
Published: (2023)

Identifying Missing Data Mechanisms Among Incomplete Air Pollution Datasets in Malaysia
by: Libasin Z.; Ul-Saufie A.Z.; Ahmat H.; Shaziayani W.N.; Al-Jumeily D.
Published: (2024)

Estimation of missing values in air pollution dataset by using various imputation methods
by: Sukatis F.F.; Noor N.M.; Zakaria N.A.; Ul-Saufie A.Z.; Suwardi A.
Published: (2019)

ENHANCING ECOSYSTEM BIODIVERSITY THROUGH AIR POLLUTION CONCENTRATIONS PREDICTION USING SUPPORT VECTOR REGRESSION APPROACHES
by: Solehah, et al.
Published: (2023)

Investigating the Indoor and Outdoor Respirable Suspended Particulates of Coarse (PM10), Fine (PM2.5) and Ultrafine (PM1)
by: Mansor A.A.; Ghazali M.I.H.; Abdullah S.; Dom N.C.; Ahmed A.N.; Ismail M.
Published: (2022)

Relationship between Particulate Matter (PM2.5) Concentration and Aerosol Optical Depth (AOD) throughout Peninsular Malaysia
by: Talib N.; Sa'Aidi N.A.M.; Narashid R.H.; Zaki N.A.M.; Saad N.M.; Abdullah S.; Mohd F.A.
Published: (2022)

A Novel Hybrid Model Combining the Support Vector Machine (SVM) and Boosted Regression Trees (BRT) Technique in Predicting PM10 Concentration
by: Shaziayani W.N.; Ahmat H.; Razak T.R.; Zainan Abidin A.W.; Warris S.N.; Asmat A.; Noor N.M.; Ul-Saufie A.Z.
Published: (2022)

PM2.5 and ozone in office environments and their potential impact on human health
by: Othman M.; Latif M.T.; Yee C.Z.; Norshariffudin L.K.; Azhari A.; Halim N.D.A.; Alias A.; Sofwan N.M.; Hamid H.H.A.; Matsumi Y.
Published: (2020)

Utilizing a Low-Cost Air Quality Sensor: Assessing Air Pollutant Concentrations and Risks Using Low-Cost Sensors in Selangor, Malaysia
by: Khaslan, et al.
Published: (2024)

Spatial Distribution of Particulate Matter (PM2.5) in Klang Valley using Inverse Distance Weighting Interpolation Model
by: Ismain S.H.A.; Salleh S.A.; Mohammad Sham N.; Wan Azmi W.N.F.; Zulkiflee A.L.; Ab Rahman A.Z.
Published: (2023)

Children's exposure to PM2.5 and its chemical constituents in indoor and outdoor schools urban environment
by: Othman M.; Latif M.T.; Mohd Naim N.N.; Mohamed Zain S.M.S.; Khan M.F.; Sahani M.; A Wahab M.I.; Md Sofwan N.; Abd Hamid H.H.; Mohamed A.F.
Published: (2022)

Prediction of Air Pollution Index Using Internet of Things and Low-Cost Sensor Measurements: A Case Study in Shah Alam, Malaysia
by: Hazmir M.I.; Ul-Saufie A.Z.; Shaziayani W.N.; Abidin A.W.Z.; Warris S.N.; Sulong N.A.; Nadzir S.M.; Harb S.M.
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)

MODELING OF PARTICULATE MATTER (PM10) DURING HIGH PARTICULATE EVENT (HPE) IN KLANG VALLEY, MALAYSIA
by: Mohd Ridzuan N.A.; Mohamed Noor N.; Rahim N.A.A.A.; Mohd Jafri I.A.; Ul Saufie A.Z.; Mohd Arif Zainol M.R.R.; Kamaruddin M.A.; Deák G.
Published: (2022)

Optimized Feature Selection and Transformations for Early Stage Prediction of Autism Using Supervised Machine Learning Models
by: Praveena K.N.; Mahalakshmi R.; Manjunath C.; Zubair A.F.; Karthikeyan P.
Published: (2023)

Feasibility of Multilayer Perceptron (MLP) Network to Correlate Air Quality Index (AQI) and COVID-19 Daily Cases
by: Abd Maruzuki M.I.F.; Tengku Zahidi T.S.A.; Khairudin K.; Osman M.S.; Jasmy N.F.; Abdul Hadi B.; Akbar M.S.; Saufie A.Z.U.; Fathullah M.; Nor Syamsudin D.S.; Mohd Nazeri N.B.
Published: (2023)

Unveil the Features Influencing Hypertension Adults in Malaysia using Machine Learning Models
by: Sanaudi R.; Zakaria Z.A.; Khairulisam A.A.; Ibrahim N.; Ul-Saufie A.Z.
Published: (2024)

Highly spatially resolved emission inventory of selected air pollutants in Kuala Lumpur's urban environment
by: Azhari A.; Abdul Halim N.D.; Othman M.; Latif M.T.; Juneng L.; Sofwan N.M.; Stocker J.; Johnson K.
Published: (2021)

Utilizing a Low-Cost Air Quality Sensor: Assessing Air Pollutant Concentrations and Risks Using Low-Cost Sensors in Selangor, Malaysia
by: Khaslan Z.; Nadzir M.S.M.; Johar H.; Siqi Z.; Sulong N.A.; Mohamed F.; Majumdar S.; Suris F.N.A.; Hawari N.S.S.L.; Borah J.; Gee M.O.C.; Wahab M.I.A.; Bakar M.A.A.; Ariff N.M.; Japeri A.Z.U.-S.M.; Nor M.F.F.M.; Rabuan U.; Ali S.H.M.; Murugan B.; Cayetano M.G.
Published: (2024)

Hazard Evaluation of Indoor Air Quality in Bank Offices
by: Saidin H.; Razak A.A.; Mohamad M.F.; Ul-Saufie A.Z.; Zaki S.A.; Othman N.
Published: (2023)

Water Pollution Control For Segamat River Using Total Maximum Daily Load Analysis
by: Razelan F.M.; Tahir W.; Yahaya N.K.E.M.
Published: (2020)

Assessment of Indoor Air Quality in Small and Medium Food Industries and Effects towards Perceived IAQ Symptoms
by: Nazli S.N.; Ul-Saufie A.Z.; Abd Razak A.; Elbayoumi M.
Published: (2023)

Evaluation of boosted regression tree for the prediction of the maximum 24-hour concentration of particulate matter
by: Shaziayani W.N.; Ul-Saufie A.Z.; Yusoff S.A.M.; Ahmat H.; Libasin Z.
Published: (2021)

Novel Approach to Predict Ground-Level Ozone Concentration Using S-estimation and MM-Estimimation
by: Ul-Saufie A.Z.; Al-Jumeily D.; Hussain A.; Muhamad M.; Musafina J.; Ghali F.; Baker T.
Published: (2020)

Comparison of One-Stage and Two-Stage Strategies of Machine Learning Model for Rock Art Object Detection
by: Suhaimi M.S.; Zainuddin K.; Ghazali M.D.; Marzukhi F.; Samad A.M.; Majid Z.; Ariff M.F.M.
Published: (2023)

Development of an Integrated Air Quality Monitoring System for Temperature, Humidity, CO, and PM10 Measurement
by: Hartono A.; Widodo D.I.; Putri S.T.H.; Zainul R.; Abdullah M.; Zikri A.; Laghari I.A.
Published: (2024)

Forecasting Daytime Ground-Level Ozone Concentration in Urbanized Areas of Malaysia Using Predictive Models
by: Hashim N.M.; Noor N.M.; Ul-Saufie A.Z.; Sandu A.V.; Vizureanu P.; Deák G.; Kheimi M.
Published: (2022)

An investigation on the formation of carbon nanotubes by two-stage chemical vapor deposition
by: Shamsudin M.S.; Achoi M.F.; Asiah M.N.; Ismail L.N.; Suriani A.B.; Abdullah S.; Yahya S.Y.S.; Rusop M.
Published: (2012)

Updates in Air Pollution: Current Research and Future Challenges
by: Vilcins D.; Christofferson R.C.; Yoon J.-H.; Nazli S.N.; Sly P.D.; Cormier S.A.; Shen G.
Published: (2024)

Temporal and Spatial Evaluations of Extreme Rainfall Relationship with Daily Surface Air Temperature in Peninsular Malaysia
by: Baharudin S.A.; Asmat A.
Published: (2022)