Towards Sustainable and Livable Cities: Leveraging Remote Sensing, Machine Learning, and Geo-Information Modelling to Explore and Predict Thermal Field Variance in Response to Urban Growth
Author
Abstract
Suggested Citation
Download full text from publisher
References listed on IDEAS
- Eugenia Kalnay & Ming Cai, 2003. "Impact of urbanization and land-use change on climate," Nature, Nature, vol. 423(6939), pages 528-531, May.
- Bhanage Vinayak & Han Soo Lee & Shirishkumar Gedem, 2021. "Prediction of Land Use and Land Cover Changes in Mumbai City, India, Using Remote Sensing Data and a Multilayer Perceptron Neural Network-Based Markov Chain Model," Sustainability, MDPI, vol. 13(2), pages 1-22, January.
- Vargo, Jason & Stone, Brian & Habeeb, Dana & Liu, Peng & Russell, Armistead, 2016. "The social and spatial distribution of temperature-related health impacts from urban heat island reduction policies," Environmental Science & Policy, Elsevier, vol. 66(C), pages 366-374.
- Muhammad Hadi Saputra & Han Soo Lee, 2019. "Prediction of Land Use and Land Cover Changes for North Sumatra, Indonesia, Using an Artificial-Neural-Network-Based Cellular Automaton," Sustainability, MDPI, vol. 11(11), pages 1-16, May.
- Auwalu Faisal Koko & Wu Yue & Ghali Abdullahi Abubakar & Roknisadeh Hamed & Akram Ahmed Noman Alabsi, 2020. "Monitoring and Predicting Spatio-Temporal Land Use/Land Cover Changes in Zaria City, Nigeria, through an Integrated Cellular Automata and Markov Chain Model (CA-Markov)," Sustainability, MDPI, vol. 12(24), pages 1-21, December.
- Muhammad Fahad Baqa & Fang Chen & Linlin Lu & Salman Qureshi & Aqil Tariq & Siyuan Wang & Linhai Jing & Salma Hamza & Qingting Li, 2021. "Monitoring and Modeling the Patterns and Trends of Urban Growth Using Urban Sprawl Matrix and CA-Markov Model: A Case Study of Karachi, Pakistan," Land, MDPI, vol. 10(7), pages 1-17, July.
- L. Vergni & F. Todisco & B. Lena, 2021. "Evaluation of the similarity between drought indices by correlation analysis and Cohen's Kappa test in a Mediterranean area," 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. 108(2), pages 2187-2209, September.
- Sadroddin Alavipanah & Martin Wegmann & Salman Qureshi & Qihao Weng & Thomas Koellner, 2015. "The Role of Vegetation in Mitigating Urban Land Surface Temperatures: A Case Study of Munich, Germany during the Warm Season," Sustainability, MDPI, vol. 7(4), pages 1-18, April.
- Haiting Wang & Yuanzhi Zhang & Jin Yeu Tsou & Yu Li, 2017. "Surface Urban Heat Island Analysis of Shanghai (China) Based on the Change of Land Use and Land Cover," Sustainability, MDPI, vol. 9(9), pages 1-22, August.
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.- 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.
- Jeong-Hee Eum & Kwon Kim & Eung-Ho Jung & Paikho Rho, 2018. "Evaluation and Utilization of Thermal Environment Associated with Policy: A Case Study of Daegu Metropolitan City in South Korea," Sustainability, MDPI, vol. 10(4), pages 1-20, April.
- Shahnilla Haider Rizvi & Hira Fatima & Khan Alam & Muhammad Jawed Iqbal, 2021. "The Surface Urban Heat Island Intensity and Urban Expansion: A comparative analysis for the coastal areas of Pakistan," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(4), pages 5520-5537, April.
- Giuseppina A. Giorgio & Maria Ragosta & Vito Telesca, 2017. "Climate Variability and Industrial-Suburban Heat Environment in a Mediterranean Area," Sustainability, MDPI, vol. 9(5), pages 1-10, May.
- Yang, Yuanyuan & Bao, Wenkai & Liu, Yansui, 2020. "Scenario simulation of land system change in the Beijing-Tianjin-Hebei region," Land Use Policy, Elsevier, vol. 96(C).
- Ahmed, Khalid, 2015. "The sheer scale of China’s urban renewal and CO2 emissions: Multiple structural breaks, long-run relationship and short-run dynamics," MPRA Paper 71035, University Library of Munich, Germany.
- Ge Wang & Ziqi Zhou & Jianguo Xia & Dinghua Ou & Jianbo Fei & Shunya Gong & Yuxiao Xiang, 2023. "Optimal Allocation of Territorial Space in the Minjiang River Basin Based on a Double Optimization Simulation Model," Land, MDPI, vol. 12(11), pages 1-26, October.
- Isaac Sarfo & Bi Shuoben & Li Beibei & Solomon Obiri Yeboah Amankwah & Emmanuel Yeboah & John Ernest Koku & Edward Kweku Nunoo & Clement Kwang, 2022. "Spatiotemporal development of land use systems, influences and climate variability in Southwestern Ghana (1970–2020)," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(8), pages 9851-9883, August.
- Alenka Fikfak & Kristijan Lavtižar & Janez Peter Grom & Saja Kosanović & Martina Zbašnik-Senegačnik, 2020. "Study of Urban Greenery Models to Prevent Overheating of Parked Vehicles in P + R Facilities in Ljubljana, Slovenia," Sustainability, MDPI, vol. 12(12), pages 1-18, June.
- Yuqing An & Jin Yeu Tsou & Kapo Wong & Yuanzhi Zhang & Dawei Liu & Yu Li, 2018. "Detecting Land Use Changes in a Rapidly Developing City during 1990–2017 Using Satellite Imagery: A Case Study in Hangzhou Urban Area, China," Sustainability, MDPI, vol. 10(9), pages 1-14, September.
- Camacho, Carmen & Pérez-Barahona, Agustín, 2015.
"Land use dynamics and the environment,"
Journal of Economic Dynamics and Control, Elsevier, vol. 52(C), pages 96-118.
- Carmen Camacho & AgustÃn Pérez-Barahona, 2012. "Land use dynamics and the environment," Documents de travail du Centre d'Economie de la Sorbonne 12012, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
- Carmen Camacho & Agustin Perez Barahona, 2015. "Land Use Dynamics and the Environment," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-01161661, HAL.
- Carmen Camacho & Agustín Pérez-Barahona, 2014. "Land use dynamics and the environment," Working Papers hal-01074190, HAL.
- Carmen Camacho & Agustín Pérez-Barahona, 2012. "Land use dynamics and the environment," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00674020, HAL.
- Lina Eklund & Abdulhakim Abdi & Mine Islar, 2017. "From Producers to Consumers: The Challenges and Opportunities of Agricultural Development in Iraqi Kurdistan," Land, MDPI, vol. 6(2), pages 1-14, June.
- Xiaolong Jin & Penghui Jiang & Haoyang Du & Dengshuai Chen & Manchun Li, 2021. "Response of local temperature variation to land cover and land use intensity changes in China over the last 30 years," Climatic Change, Springer, vol. 164(3), pages 1-20, February.
- Teodoro Semeraro & Roberta Aretano & Amilcare Barca & Alessandro Pomes & Cecilia Del Giudice & Elisa Gatto & Marcello Lenucci & Riccardo Buccolieri & Rohinton Emmanuel & Zhi Gao & Alessandra Scognamig, 2020. "A Conceptual Framework to Design Green Infrastructure: Ecosystem Services as an Opportunity for Creating Shared Value in Ground Photovoltaic Systems," Land, MDPI, vol. 9(8), pages 1-28, July.
- Kai Jin & Fei Wang & Deliang Chen & Qiao Jiao & Lei Xia & Luuk Fleskens & Xingmin Mu, 2015. "Assessment of urban effect on observed warming trends during 1955–2012 over China: a case of 45 cities," Climatic Change, Springer, vol. 132(4), pages 631-643, October.
- Caiyao Xu & Lijie Pu & Ming Zhu & Jianguo Li & Xinjian Chen & Xiaohan Wang & Xuefeng Xie, 2016. "Ecological Security and Ecosystem Services in Response to Land Use Change in the Coastal Area of Jiangsu, China," Sustainability, MDPI, vol. 8(8), pages 1-24, August.
- Hongyan Cai & Xinliang Xu, 2017. "Impacts of Built-Up Area Expansion in 2D and 3D on Regional Surface Temperature," Sustainability, MDPI, vol. 9(10), pages 1-16, October.
- Jinling Quan, 2019. "Multi-Temporal Effects of Urban Forms and Functions on Urban Heat Islands Based on Local Climate Zone Classification," IJERPH, MDPI, vol. 16(12), pages 1-35, June.
- Guibor Camargo & Andrés Miguel Sampayo & Andrés Peña Galindo & Francisco J Escobedo & Fernando Carriazo & Alejandro Feged-Rivadeneira, 2020. "Exploring the dynamics of migration, armed conflict, urbanization, and anthropogenic change in Colombia," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-18, November.
- Meng Huang & Peng Cui & Xin He, 2018. "Study of the Cooling Effects of Urban Green Space in Harbin in Terms of Reducing the Heat Island Effect," Sustainability, MDPI, vol. 10(4), pages 1-17, April.
More about this item
Keywords
LULC change; urban thermal field variance index; machine learning; geographic information systems; Google Earth Engine; Pakistan;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:jsusta:v:15:y:2023:i:2:p:1416-:d:1032768. 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.