Harnessing Machine Learning Algorithms to Model the Association between Land Use/Land Cover Change and Heatwave Dynamics for Enhanced Environmental Management
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Kleerekoper, Laura & van Esch, Marjolein & Salcedo, Tadeo Baldiri, 2012. "How to make a city climate-proof, addressing the urban heat island effect," Resources, Conservation & Recycling, Elsevier, vol. 64(C), pages 30-38.
- Abdul Munaf Mohamed Irfeey & Hing-Wah Chau & Mohamed Mahusoon Fathima Sumaiya & Cheuk Yin Wai & Nitin Muttil & Elmira Jamei, 2023. "Sustainable Mitigation Strategies for Urban Heat Island Effects in Urban Areas," Sustainability, MDPI, vol. 15(14), pages 1-26, July.
- Mansour, Shawky & Al-Belushi, Mohammed & Al-Awadhi, Talal, 2020. "Monitoring land use and land cover changes in the mountainous cities of Oman using GIS and CA-Markov modelling techniques," Land Use Policy, Elsevier, vol. 91(C).
- Alireza Karimi & Pir Mohammad & Antonio García-Martínez & David Moreno-Rangel & Darya Gachkar & Sadaf Gachkar, 2023. "New developments and future challenges in reducing and controlling heat island effect in urban areas," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(10), pages 10485-10531, October.
- Sandeep Thakur & Debapriya Maity & Ismail Mondal & Ganesh Basumatary & Phani Bhushan Ghosh & Papita Das & Tarun Kumar De, 2021. "Assessment of changes in land use, land cover, and land surface temperature in the mangrove forest of Sundarbans, northeast coast of India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(2), pages 1917-1943, February.
- Kumar Ashwini & Briti Sundar Sil, 2022. "Impacts of Land Use and Land Cover Changes on Land Surface Temperature over Cachar Region, Northeast India—A Case Study," Sustainability, MDPI, vol. 14(21), pages 1-31, October.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Susca, T. & Zanghirella, F. & Colasuonno, L. & Del Fatto, V., 2022. "Effect of green wall installation on urban heat island and building energy use: A climate-informed systematic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
- Yan Zhou & Tao Chen & Jingjing Wang & Xiaolan Xu, 2023. "Analyzing the Factors Driving the Changes of Ecosystem Service Value in the Liangzi Lake Basin—A GeoDetector-Based Application," Sustainability, MDPI, vol. 15(22), pages 1-15, November.
- Vassiliades, C. & Savvides, A. & Buonomano, A., 2022. "Building integration of active solar energy systems for façades renovation in the urban fabric: Effects on the thermal comfort in outdoor public spaces in Naples and Thessaloniki," Renewable Energy, Elsevier, vol. 190(C), pages 30-47.
- Qing Liu & Dongdong Yang & Lei Cao & Bruce Anderson, 2022. "Assessment and Prediction of Carbon Storage Based on Land Use/Land Cover Dynamics in the Tropics: A Case Study of Hainan Island, China," Land, MDPI, vol. 11(2), pages 1-24, February.
- Milad Asadi & Amir Oshnooei-Nooshabadi & Samira-Sadat Saleh & Fattaneh Habibnezhad & Sonia Sarafraz-Asbagh & John Lodewijk Van Genderen, 2022. "Urban Sprawl Simulation Mapping of Urmia (Iran) by Comparison of Cellular Automata–Markov Chain and Artificial Neural Network (ANN) Modeling Approach," Sustainability, MDPI, vol. 14(23), pages 1-16, November.
- Changqing Sun & Yulong Bao & Battsengel Vandansambuu & Yuhai Bao, 2022. "Simulation and Prediction of Land Use/Cover Changes Based on CLUE-S and CA-Markov Models: A Case Study of a Typical Pastoral Area in Mongolia," Sustainability, MDPI, vol. 14(23), pages 1-21, November.
- Chang You & Hongjiao Qu & Shidong Zhang & Luo Guo, 2024. "Assessment of Uncertainties in Ecological Risk Based on the Prediction of Land Use Change and Ecosystem Service Evolution," Land, MDPI, vol. 13(4), pages 1-21, April.
- Schneider, Philipp & Walz, Ariane & Albert, Christian & Lipp, Torsten, 2021. "Ecosystem-based adaptation in cities: Use of formal and informal planning instruments," Land Use Policy, Elsevier, vol. 109(C).
- Hao Yang & Hao Zeng, 2025. "Impact of Changes in Blue and Green Spaces on the Spatiotemporal Evolution of the Urban Heat Island Effect in Ningbo and Its Implications for Sustainable Development," Sustainability, MDPI, vol. 17(9), pages 1-20, May.
- Preeti Barsha Borah & Arpana Handique & Chandra Kumar Dutta & Diram Bori & Shukla Acharjee & Lanusashi Longkumer, 2025. "Assessment of flood susceptibility in Cachar district of Assam, India using GIS-based multi-criteria decision-making and analytical hierarchy process," 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. 121(6), pages 7625-7648, April.
- Florian Reinwald & Christiane Brandenburg & Anna Gabor & Peter Hinterkörner & Astrid Kainz & Florian Kraus & Zita Ring & Bernhard Scharf & Tanja Tötzer & Doris Damyanovic, 2021. "Multi-Level Toolset for Steering Urban Green Infrastructure to Support the Development of Climate-Proofed Cities," Sustainability, MDPI, vol. 13(21), pages 1-23, November.
- Hebing Zhang & Qingqing Yan & Fangfang Xie & Shouchen Ma, 2023. "Evaluation and Prediction of Landscape Ecological Security Based on a CA-Markov Model in Overlapped Area of Crop and Coal Production," Land, MDPI, vol. 12(1), pages 1-18, January.
- Anette Shekanino & Avaleen Agustin & Annette Aladefa & Jason Amezquita & Demetri Gonzalez & Emily Heldenbrand & Alyssa Hernandez & Maximus May & Anthony Nuno & Joshua Ojeda & Ashley Ortiz & Taylor Pun, 2023. "Differential Stomatal Responses to Surface Permeability by Sympatric Urban Tree Species Advance Novel Mitigation Strategy for Urban Heat Islands," Sustainability, MDPI, vol. 15(15), pages 1-11, August.
- Zhao Wang & Tao Li & Shan Yang & Daili Zhong, 2022. "Spatio-Temporal Dynamic and Structural Characteristics of Land Use/Cover Change Based on a Complex Network: A Case Study of the Middle Reaches of Yangtze River Urban Agglomeration," Sustainability, MDPI, vol. 14(11), pages 1-15, June.
- Luoman Pu & Jiuchun Yang & Lingxue Yu & Changsheng Xiong & Fengqin Yan & Yubo Zhang & Shuwen Zhang, 2021. "Simulating Land-Use Changes and Predicting Maize Potential Yields in Northeast China for 2050," IJERPH, MDPI, vol. 18(3), pages 1-21, January.
- Yaya Tian & Guanghui Jiang & Dingyang Zhou & Tao Zhou & Wenqiu Ma, 2022. "A Refined Rural Settlements Simulation Considering the Competition Relationship among the Internal Land Use Types: A Case Study of Pinggu District," Land, MDPI, vol. 11(5), pages 1-19, April.
- Edoardo De Cristo & Luca Evangelisti & Leone Barbaro & Roberto De Lieto Vollaro & Francesco Asdrubali, 2025. "A Systematic Review of Green Roofs’ Thermal and Energy Performance in the Mediterranean Region," Energies, MDPI, vol. 18(10), pages 1-38, May.
- Golnoosh Manteghi & Hasanuddin limit & Dilshan Remaz, 2015. "Water Bodies an Urban Microclimate: A Review," Modern Applied Science, Canadian Center of Science and Education, vol. 9(6), pages 1-1, June.
- Guo, Jinyu & Ma, Jinji & Li, Zhengqiang & Hong, Jin, 2022. "Building a top-down method based on machine learning for evaluating energy intensity at a fine scale," Energy, Elsevier, vol. 255(C).
- Chen Qu & Wen Li & Jia Xu & Song Shi, 2023. "Blackland Conservation and Utilization, Carbon Storage and Ecological Risk in Green Space: A Case Study from Heilongjiang Province in China," IJERPH, MDPI, vol. 20(4), pages 1-21, February.
More about this item
Keywords
machine learning; urban microclimate; heatwave; thermal comfort; artificial neural network; environmental management;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jlands:v:13:y:2024:i:8:p:1273-:d:1454944. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.