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A Smart MCDM Framework to Evaluate the Impact of Air Pollution on City Sustainability: A Case Study from China

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  • Qingyong Wang

    (Faculty of Information Technology, Macau University of Science and Technology, Macau SAR)

  • Hong-Ning Dai

    (Faculty of Information Technology, Macau University of Science and Technology, Macau SAR)

  • Hao Wang

    (Big Data Lab, Department of ICT and Natural Sciences, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology, Ålesund 6009, Norway)

Abstract

Air pollution has become one of the key environmental concerns in the urban sustainable development. It is important to evaluate the impact of air pollution on socioeconomic development since it is the prerequisite to enforce an effective prevention policy of air pollution. In this paper, we model the impact of air pollution on the urban economic development as a Multiple Criteria Decision Making (MCDM) problem. In particular, we propose a novel Technique for Order of Preference by Similarity to Ideal Solution (TOPSIS) analysis framework to evaluate multiple factors of air pollutants and economic development. Our method can overcome the drawbacks of conventional TOPSIS methods by using Bayesian regularization and the Back-Propagation (BP) neural network to optimize the weight training process. We have conducted a case study to evaluate our proposed framework.

Suggested Citation

  • Qingyong Wang & Hong-Ning Dai & Hao Wang, 2017. "A Smart MCDM Framework to Evaluate the Impact of Air Pollution on City Sustainability: A Case Study from China," Sustainability, MDPI, vol. 9(6), pages 1-17, May.
    • Handle: RePEc:gam:jsusta:v:9:y:2017:i:6:p:911-:d:99936
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    Cited by:

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    3. Abdollah Hadi-Vencheh & Yong Tan & Peter Wanke & Seyed Mohammadreza Loghmanian, 2021. "Air Pollution Assessment in China: A Novel Group Multiple Criteria Decision Making Model under Uncertain Information," Sustainability, MDPI, vol. 13(4), pages 1-13, February.
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    5. Ana Garcia-Bernabeu & Adolfo Hilario-Caballero, 2021. "Monitoring multidimensional phenomena with a multicriteria composite performance interval approach," Papers 2107.08393, arXiv.org.
    6. Franciely Velozo Aragão & Daiane Maria de Genaro Chiroli & Fernanda Cavicchioli Zola & Emanuely Velozo Aragão & Luis Henrique Nogueira Marinho & Ana Lidia Cascales Correa & João Carlos Colmenero, 2023. "Smart Cities Maturity Model—A Multicriteria Approach," Sustainability, MDPI, vol. 15(8), pages 1-20, April.
    7. Claudio Carnevale & Fabrizio Ferrari & Giorgio Guariso & Giuseppe Maffeis & Enrico Turrini & Marialuisa Volta, 2018. "Assessing the Economic and Environmental Sustainability of a Regional Air Quality Plan," Sustainability, MDPI, vol. 10(10), pages 1-19, October.
    8. Sarfaraz Hashemkhani Zolfani & Edmundas Kazimieras Zavadskas & Payam Khazaelpour & Fausto Cavallaro, 2018. "The Multi-Aspect Criterion in the PMADM Outline and Its Possible Application to Sustainability Assessment," Sustainability, MDPI, vol. 10(12), pages 1-15, November.
    9. Weichang Kong & Dorina Pojani & Neil Sipe & Dominic Stead, 2021. "Transport Poverty in Chinese Cities: A Systematic Literature Review," Sustainability, MDPI, vol. 13(9), pages 1-24, April.
    10. Peipei You & Sen Guo & Haoran Zhao & Huiru Zhao, 2017. "Operation Performance Evaluation of Power Grid Enterprise Using a Hybrid BWM-TOPSIS Method," Sustainability, MDPI, vol. 9(12), pages 1-15, December.
    11. Pingtao Yi & Weiwei Li & Danning Zhang, 2019. "Assessment of City Sustainability Using MCDM with Interdependent Criteria Weight," Sustainability, MDPI, vol. 11(6), pages 1-20, March.
    12. Hao Gao & Weixin Yang & Jiawei Wang & Xiaoyun Zheng, 2020. "Analysis of the Effectiveness of Air Pollution Control Policies Based on Historical Evaluation and Deep Learning Forecast: A Case Study of Chengdu-Chongqing Region in China," Sustainability, MDPI, vol. 13(1), pages 1-28, December.
    13. Gokhan Ozkaya & Ceren Erdin, 2020. "Evaluation of Sustainable Forest and Air Quality Management and the Current Situation in Europe through Operation Research Methods," Sustainability, MDPI, vol. 12(24), pages 1-20, December.
    14. Yelda Ayrim & Kumru Didem Atalay & Gülin Feryal Can, 2018. "A New Stochastic MCDM Approach Based on COPRAS," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 17(03), pages 857-882, May.
    15. Haoran Zhao & Huiru Zhao & Sen Guo, 2018. "Comprehensive Performance Evaluation of Electricity Grid Corporations Employing a Novel MCDM Model," Sustainability, MDPI, vol. 10(7), pages 1-23, June.
    16. Michał Piasecki & Krystyna Kostyrko, 2020. "Development of Weighting Scheme for Indoor Air Quality Model Using a Multi-Attribute Decision Making Method," Energies, MDPI, vol. 13(12), pages 1-35, June.
    17. Krzysztof Rząsa & Mateusz Ciski, 2022. "Influence of the Demographic, Social, and Environmental Factors on the COVID-19 Pandemic—Analysis of the Local Variations Using Geographically Weighted Regression," IJERPH, MDPI, vol. 19(19), pages 1-26, September.
    18. Torkayesh, Ali Ebadi & Alizadeh, Reza & Soltanisehat, Leili & Torkayesh, Sajjad Ebadi & Lund, Peter D., 2022. "A comparative assessment of air quality across European countries using an integrated decision support model," Socio-Economic Planning Sciences, Elsevier, vol. 81(C).
    19. Qigan Shao & Sung-Shun Weng & James J.H. Liou & Huai-Wei Lo & Hongbo Jiang, 2019. "Developing A Sustainable Urban-Environmental Quality Evaluation System in China Based on A Hybrid Model," IJERPH, MDPI, vol. 16(8), pages 1-25, April.
    20. Cinzia Colapinto & Raja Jayaraman & Fouad Ben Abdelaziz & Davide La Torre, 2020. "Environmental sustainability and multifaceted development: multi-criteria decision models with applications," Annals of Operations Research, Springer, vol. 293(2), pages 405-432, October.
    21. Mohamed Hanine & Omar Boutkhoum & Fatima El Barakaz & Mohamed Lachgar & Noureddine Assad & Furqan Rustam & Imran Ashraf, 2021. "An Intuitionistic Fuzzy Approach for Smart City Development Evaluation for Developing Countries: Moroccan Context," Mathematics, MDPI, vol. 9(21), pages 1-22, October.
    22. Samira El Gibari & Trinidad Gómez & Francisco Ruiz, 2019. "Building composite indicators using multicriteria methods: a review," Journal of Business Economics, Springer, vol. 89(1), pages 1-24, February.

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