Forecasting the Air Pollution Index: A Case Study in Shah Alam, Selangor

Authors

  • Isnewati Ab Malek College of Computing, Informatics and Mathematics, Universiti Teknologi MARA, Cawangan Negeri Sembilan, Kampus Seremban, 70300 Malaysia

Keywords:

Forecasting , Group Method of Data Handling , Accuracy, CO2 Emission, Malaysia

Abstract

Abstract can't be placed here as the system will loading and produced error.

References

S. Hoffmann, W. Lasarov, H. Reimers, and M. Trabandt, "Carbon footprint tracking apps.

Does feedback help reduce carbon emissions?," Journal of Cleaner Production, p. 139981,

, doi.org/10.1016/j.jclepro.2023.139981.

E. Chin, R. Maharjan, and N. Emalya, "Navigating Soil Erosion Challenges in Malaysia:

Insights, Prospects, and Solutions," Civil and Sustainable Urban Engineering, vol. 3, no. 2,

pp. 138‒147-138‒147, 2023, doi.org/10.53623/csue.v3i2.339.

M. Qamruzzaman, "Clean energy-led tourism development in Malaysia: Do environmental

degradation, FDI, Education and ICT matter?," Heliyon, vol. 9, no. 11, 2023,

doi.org/10.1016/j.heliyon.2023.e21779.

D. J. Fiorino, Making environmental policy. Univ of California Press, 2023.

N. A. Mokhtar, B. Badyalina, Y. Z. Zubairi, A. S. M. Al Mamun, F. F. Ya’acob, and N. F. Shaari,

"Functional Model of Wind Direction Data in Kuching, Sarawak, Malaysia," Applied

Mathematical Sciences, vol. 16, no. 7, pp. 349-357, 2022,

doi.org/10.12988/ams.2022.916816.

H. Sheng, T. Feng, and L. Liu, "The influence of digital transformation on low-carbon

operations management practices and performance: does CEO ambivalence matter?,"

International Journal of Production Research, vol. 61, no. 18, pp. 6215-6229, 2023,

doi.org/10.1080/00207543.2022.2088426.

Z. Guang‐Wen, M. Murshed, A. B. Siddik, M. S. Alam, D. Balsalobre‐Lorente, and H.

Mahmood, "Achieving the objectives of the 2030 sustainable development goals agenda:

Causalities between economic growth, environmental sustainability, financial development,

and renewable energy consumption," Sustainable Development, vol. 31, no. 2, pp. 680-697,

, doi.org/10.1002/sd.2411.

B. Badyalina, N. A. Mokhtar, A. I. F. Azimi, M. Majid, M. F. Ramli, and F. F. Yaa'coob, "Datadriven Models for Wind Speed Forecasting in Malacca State," Matematika, pp. 125-139,

, doi.org/10.11113/matematika.v38.n2.1404.

E. Bwambale, F. K. Abagale, and G. K. Anornu, "Data-driven model predictive control for

precision irrigation management," Smart Agricultural Technology, vol. 3, p. 100074, 2023,

doi.org/10.1016/j.atech.2022.100074.

L. C. Kerk, N. A. Mokhtar, P. Shamala, and B. Badyalina, "Global Optimization Method For

Minimizing Portfolio Selection Risk," Matematika, pp. 115-123, 2022,

doi.org/10.11113/matematika.v38.n2.1403.

Z. Tarmudi, M. Y. Yusri, N. S. K. Arunah, and B. Badyalina, "Portfolio selection decision using

fuzzy Delphi method with confidence analysis," in AIP Conference Proceedings, 2023, vol.

, no. 1: AIP Publishing, doi.org/10.1063/5.0153018.

B. Badyalina and A. Shabri, "Flood estimation at ungauged sites using group method of data

handling in Peninsular Malaysia," Jurnal Teknologi, vol. 76, no. 1, pp. 373-380, 2015,

doi.org/10.11113/jt.v76.2640.

F. F. Ya’acob et al., " Competitiveness analysis of edible-birdnest (EBN) Ranching in Johor

Bahru and Gua Musang, Malaysia," INSIGHT Journal, pp. 1-16, 2023.

A. Piven, D. Darmoroz, E. Skorb, and T. Orlova, "Machine learning methods for liquid crystal

research: phases, textures, defects and physical properties," Soft Matter, vol. 20, no. 7, pp.

-1391, 2024, doi.org/10.1039/d3sm01634j.

M. Valipour, H. Khoshkam, S. M. Bateni, and C. Jun, "Machine-learning-based short-term

forecasting of daily precipitation in different climate regions across the contiguous United

States," Expert Systems with Applications, vol. 238, p. 121907, 2024,

doi.org/10.1016/j.eswa.2023.121907.

B. Badyalina, N. A. Mokhtar, N. A. M. Jan, and M. FADHIL, "Hydroclimatic Data Prediction

using a New Ensemble Group Method of Data Handling Coupled with Artificial Bee Colony

Algorithm," Sains Malaysiana, vol. 51, no. 8, pp. 2655-2668, 2022, doi.org/10.17576/jsm2022-5108-24.

R. Ray et al., "Reliability analysis of reinforced soil slope stability using GA-ANFIS, RFC, and

GMDH soft computing techniques," Case Studies in Construction Materials, vol. 18, p.

e01898, 2023, doi.org/10.1016/j.cscm.2023.e01898.

A. G. Ivakhnenko, "Polynomial theory of complex systems," IEEE transactions on Systems,

Man, and Cybernetics, no. 4, pp. 364-378, 1971.

M. Panahi, O. Rahmati, F. Rezaie, S. Lee, F. Mohammadi, and C. Conoscenti, "Application

of the group method of data handling (GMDH) approach for landslide susceptibility zonation

using readily available spatial covariates," Catena, vol. 208, p. 105779, 2022,

doi.org/10.1016/j.catena.2021.105779.

T. T. K. Tran et al., "Enhancing predictive ability of optimized group method of data handling

(GMDH) method for wildfire susceptibility mapping," Agricultural and Forest Meteorology, vol.

, p. 109587, 2023, doi.org/10.1016/j.agrformet.2023.109587.

F. U. Khan, F. Khan, and P. A. Shaikh, "Forecasting returns volatility of cryptocurrency by

applying various deep learning algorithms," Future Business Journal, vol. 9, no. 1, p. 25,

, doi.org/10.1186/s43093-023-00200-9.

B. Badyalina, A. Shabri, and M. F. Marsani, "Streamflow estimation at ungauged basin using

modified group method of data handling," Sains Malaysiana, vol. 50, no. 9, pp. 2765-2779,

, doi.org/10.17576/jsm-2021-5009-22.

Y. Qin, R. Langari, and L. Gu, "A new modeling algorithm based on ANFIS and GMDH,"

Journal of Intelligent & Fuzzy Systems, vol. 29, no. 4, pp. 1321-1329, 2015,

doi.org/10.3233/ifs-141443.

C. Bosah, S. Li, A. Mulashani, and G. Ampofo, "Analysis and forecast of China's carbon

emission: evidence from generalized group method of data handling (g-GMDH) neural

network," International Journal of Environmental Science and Technology, pp. 1-14, 2023,

oi.org/10.1007/s13762-023-05043-z.

A. Mazraeh, M. Bagherifar, S. Shabanlou, and R. Ekhlasmand, "A novel committee-based

framework for modeling groundwater level fluctuations: A combination of mathematical and

machine learning models using the weighted multi-model ensemble mean algorithm,"

Groundwater for Sustainable Development, vol. 24, p. 101062, 2024,

doi.org/10.1016/j.gsd.2023.101062.

F. Hadavimoghaddam et al., "Modeling CO2 loading capacity of triethanolamine aqueous

solutions using advanced white-box approaches: GMDH, GEP, and GP," Discover Applied

Sciences, vol. 6, no. 2, p. 40, 2024, doi.org/10.1007/s42452-024-05674-y.

C. Bosah, S. Li, A. Mulashani, and G. Ampofo, "Analysis and forecast of China's carbon

emission: evidence from generalized group method of data handling (g-GMDH) neural

network," International Journal of Environmental Science and Technology, vol. 21, no. 2, pp.

-1480, 2024, doi.org/10.1007/s13762-023-05043-z.

J. Yan, J. Li, G. Bai, and T. Zong, "Identification of nonlinear system with time delay based

on wavelet packet decomposition and Gaussian kernel GMDH network," International Journal

of Systems Science, pp. 1-17, 2024, doi.org/10.1080/00207721.2024.2317354.

M. Najafzadeh and R. Sheikhpour, "Local scour depth at piles group exposed to regular

waves: On the assessment of expressions based on classification concepts and evolutionary

algorithms," Results in Engineering, vol. 21, p. 101810, 2024,

doi.org/10.1016/j.rineng.2024.101810.

R. C. Feenstra, R. Inklaar, and M. P. Timmer, "The next generation of the Penn World Table,"

American economic review, vol. 105, no. 10, pp. 3150-3182, 2015,

doi.org/10.1257/aer.20130954.

W. Anggraeni et al., "A hybrid EMD-GRNN-PSO in intermittent time-series data for dengue

fever forecasting," Expert Systems with Applications, vol. 237, p. 121438, 2024,

doi.org/10.1016/j.eswa.2023.121438.

J. Wang, X. Niu, L. Zhang, Z. Liu, and X. Huang, "A wind speed forecasting system for the

construction of a smart grid with two-stage data processing based on improved ELM and

deep learning strategies," Expert Systems with Applications, vol. 241, p. 122487, 2024,

doi.org/10.1016/j.eswa.2023.122487.

Biography of all authors

Picture Biography A

Published

2024-11-27

Issue

Section

Articles