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Geospatial Analysis of Land Use/Cover Change and Land Surface Temperature for Landscape Risk Pattern Change Evaluation of Baghdad City, Iraq, Using CA–Markov and ANN Models

Author

Listed:
  • Wafaa Majeed Mutashar Al-Hameedi

    (School of Geosciences and Info-Physics, Central South University, Changsha 410083, China)

  • Jie Chen

    (School of Geosciences and Info-Physics, Central South University, Changsha 410083, China)

  • Cheechouyang Faichia

    (Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China)

  • Biswajit Nath

    (Department of Geography and Environmental Studies, Faculty of Biological Sciences, University of Chittagong, Chittagong 4331, Bangladesh)

  • Bazel Al-Shaibah

    (Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China)

  • Ali Al-Aizari

    (Institute of Natural Disaster Research, School of Environment, Northeast Normal University, Changchun 130024, China)

Abstract

Understanding future landscape risk pattern change (FLRPC) scenarios will help people manage and utilize natural resources. In this study, we have selected a variety of landscape and anthropogenic factors as risk parameters for FLRPC assessment. Land use/cover change (LUCC) and land surface temperature (LST) are regarded as significant factors that have resulted in large-scale environmental changes. Result analysis of the previous LUCC from 1985 to 2020 showed that construction land and water body (WB) increased by 669.09 and 183.16 km 2 , respectively. The study continues to predict future LUCC from 2030 to 2050, in which the result has shown that a large land use conversion occurred during the future prediction period. In addition, the LST forecasting analysis illustrated that the previous LST maximum and minimum are 38 °C and 15 °C, which will be increased to 40.83 °C and 26.25 °C in the future, respectively. Finally, the study used the weighted overlay method for the FLRPC analysis, which applies analytic hierarchy process techniques for risk evaluation. The FLRPC result demonstrated that Baghdad City is in the low-risk and medium-risk to high-risk categories from 2020 to 2050, while AL and BL are in the very-high-risk categories. Meanwhile, WB and NG have always been safe, falling into the very-low-risk and low-risk categories from 2020 to 2050. Therefore, this study has successfully assessed the Baghdad metropolitan area and made recommendations for future urban development for a more safe, resilient, and sustainable development.

Suggested Citation

  • Wafaa Majeed Mutashar Al-Hameedi & Jie Chen & Cheechouyang Faichia & Biswajit Nath & Bazel Al-Shaibah & Ali Al-Aizari, 2022. "Geospatial Analysis of Land Use/Cover Change and Land Surface Temperature for Landscape Risk Pattern Change Evaluation of Baghdad City, Iraq, Using CA–Markov and ANN Models," Sustainability, MDPI, vol. 14(14), pages 1-31, July.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:14:p:8568-:d:861770
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    References listed on IDEAS

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    1. Joel E. Cohen, 2001. "World population in 2050: assessing the projections," Conference Series ; [Proceedings], Federal Reserve Bank of Boston, vol. 46.
    2. Bassim Mohammed Hashim & Ali Al Maliki & Maitham A. Sultan & Shamsuddin Shahid & Zaher Mundher Yaseen, 2022. "Effect of land use land cover changes on land surface temperature during 1984–2020: a case study of Baghdad city using landsat image," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 112(2), pages 1223-1246, June.
    3. Di Liu & Xiaoying Liang & Hai Chen & Hang Zhang & Nanzhao Mao, 2018. "A Quantitative Assessment of Comprehensive Ecological Risk for a Loess Erosion Gully: A Case Study of Dujiashi Gully, Northern Shaanxi Province, China," Sustainability, MDPI, vol. 10(9), pages 1-16, September.
    4. Darvishi, Asef & Yousefi, Maryam & Marull, Joan, 2020. "Modelling landscape ecological assessments of land use and cover change scenarios. Application to the Bojnourd Metropolitan Area (NE Iran)," Land Use Policy, Elsevier, vol. 99(C).
    5. Rahel Hamad & Heiko Balzter & Kamal Kolo, 2018. "Predicting Land Use/Land Cover Changes Using a CA-Markov Model under Two Different Scenarios," Sustainability, MDPI, vol. 10(10), pages 1-23, September.
    6. Biswajit Nath & Zheng Niu & Ramesh P. Singh, 2018. "Land Use and Land Cover Changes, and Environment and Risk Evaluation of Dujiangyan City (SW China) Using Remote Sensing and GIS Techniques," Sustainability, MDPI, vol. 10(12), pages 1-32, December.
    7. Darren How Jin Aik & Mohd Hasmadi Ismail & Farrah Melissa Muharam, 2020. "Land Use/Land Cover Changes and the Relationship with Land Surface Temperature Using Landsat and MODIS Imageries in Cameron Highlands, Malaysia," Land, MDPI, vol. 9(10), pages 1-23, October.
    8. Griselda Vázquez-Quintero & Raúl Solís-Moreno & Marín Pompa-García & Federico Villarreal-Guerrero & Carmelo Pinedo-Alvarez & Alfredo Pinedo-Alvarez, 2016. "Detection and Projection of Forest Changes by Using the Markov Chain Model and Cellular Automata," Sustainability, MDPI, vol. 8(3), pages 1-13, March.
    9. Marcela Prokopová & Luca Salvati & Gianluca Egidi & Ondřej Cudlín & Renata Včeláková & Radek Plch & Pavel Cudlín, 2019. "Envisioning Present and Future Land-Use Change under Varying Ecological Regimes and Their Influence on Landscape Stability," Sustainability, MDPI, vol. 11(17), pages 1-24, August.
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    Cited by:

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    2. Fanqi Meng & Li Dong & Yu Zhang, 2023. "Spatiotemporal Dynamic Analysis and Simulation Prediction of Land Use and Landscape Patterns from the Perspective of Sustainable Development in Tourist Cities," Sustainability, MDPI, vol. 15(19), pages 1-21, October.

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