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We integrated the research perspectives of patch and network, taking Yinchuan metropolitan region as the research area, and reduced the surface thermal environment through the rational allocation of ecological land. For patch, a correlation analysis and linear regression were used to study the impact of landscape composition and spatial configuration on the surface thermal environment. For network, the thermal source patches were determined based on the morphological spatial pattern analysis (MSPA) method, the thermal resistance surface was calculated based on the minimum cumulative resistance model, and the pinch points and corridors that prevented the surface thermal environment from circulating were determined based on circuit theory. Finally, ecological land with a cooling effect was deployed at the pinch point to prevent heat patch from spreading and thus connect to larger heat networks, and the regional cooling effect was estimated. The results were as follows: (1) The fitting precision of landscape factors and the surface temperature was in the order of area ratio of ecological land &gt; shape index &gt; fragmentation index. When the area ratio of ecological land was greater than 61%, the patch shape was simple, the degree of fragmentation was low, and the cooling effect was the most obvious. (2) Then, 34 corridors, 44 pinch points, and 54 grids of ecological land were identified for deployment. (3) After the deployment of ecological land, the simulated cooling effect was between 0.04 and 6.02 \u00b0C, with an average decline of 2.16 \u00b0C. This research case offers approaches for mitigating temperature increases in the surface thermal environment and improving the sustainable development of cities (regions), and it serves as a reference for improving the ecological environmental quality in arid and semiarid areas.<\/jats:p>","DOI":"10.3390\/rs15041061","type":"journal-article","created":{"date-parts":[[2023,2,15]],"date-time":"2023-02-15T04:47:24Z","timestamp":1676436444000},"page":"1061","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["How Can Ecological Land Be Deployed to Cool the Surface Thermal Environment? A Case Study from the Perspectives of Patch and Network"],"prefix":"10.3390","volume":"15","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4184-5539","authenticated-orcid":false,"given":"Dan","family":"Wu","sequence":"first","affiliation":[{"name":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing 100083, China"},{"name":"Ningxia Data and Application Center of High Resolution Earth Observation System, Ningxia Institute of Remote Sensing Survey, Yinchuan 750021, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6315-4838","authenticated-orcid":false,"given":"Hao","family":"Sun","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing 100083, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6234-8075","authenticated-orcid":false,"given":"Huanyu","family":"Xu","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing 100083, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1570-1315","authenticated-orcid":false,"given":"Tian","family":"Zhang","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing 100083, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2907-2764","authenticated-orcid":false,"given":"Zhenheng","family":"Xu","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing 100083, China"}]},{"given":"Ling","family":"Wu","sequence":"additional","affiliation":[{"name":"College of Geoscience and Surveying Engineering, China University of Mining and Technology-Beijing, Beijing 100083, China"},{"name":"Satellite Application Center for Ecology and Environment, Ministry of Ecology and Environment, Beijing 100094, China"}]}],"member":"1968","published-online":{"date-parts":[[2023,2,15]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"132942","DOI":"10.1016\/j.jclepro.2022.132942","article-title":"The cooling effects of hybrid landscapes at the district scale in mega-cities: A case study of Shanghai","volume":"366","author":"Sheng","year":"2022","journal-title":"J. Cleaner Prod."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"100845","DOI":"10.1016\/j.uclim.2021.100845","article-title":"A big picture of urban heat island mitigation strategies and recommendation for India","volume":"37","author":"Khare","year":"2021","journal-title":"Urban Clim."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"014056","DOI":"10.1088\/1748-9326\/ac3fda","article-title":"Reforestation enhanced landscape connectivity for thermal buffering in China","volume":"17","author":"Huang","year":"2022","journal-title":"Environ. Res. Lett."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1016\/j.baae.2021.10.004","article-title":"The importance of blue and green landscape connectivity for biodiversity in urban ponds","volume":"57","author":"Hyseni","year":"2021","journal-title":"Basic Appl. Ecol."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1707","DOI":"10.1007\/s10980-022-01439-3","article-title":"A landscape connectivity approach to mitigating the urban heat island effect","volume":"37","author":"Peng","year":"2022","journal-title":"Landsc. Ecol."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"108138","DOI":"10.1016\/j.buildenv.2021.108138","article-title":"Impacts of land use\/ land cover types on interactions between urban heat island effects and heat waves","volume":"204","author":"Zou","year":"2021","journal-title":"Build. Environ."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1016\/j.isprsjprs.2017.01.001","article-title":"Characterizing the relationship between land use land cover change and land surface temperature","volume":"124","author":"Tran","year":"2017","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1016\/j.scitotenv.2019.01.062","article-title":"A review of mitigating strategies to improve the thermal environment and thermal comfort in urban outdoor spaces","volume":"661","author":"Lai","year":"2019","journal-title":"Sci. Total Environ."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"126630","DOI":"10.1016\/j.ufug.2020.126630","article-title":"Critical review on the cooling effect of urban blue-green space: A threshold-size perspective","volume":"49","author":"Yu","year":"2020","journal-title":"Urban For. Urban Green."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"156687","DOI":"10.1016\/j.scitotenv.2022.156687","article-title":"Can improving the spatial equity of urban green space mitigate the effect of urban heat islands? An empirical study","volume":"841","author":"Xu","year":"2022","journal-title":"Sci. Total Environ."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"3028","DOI":"10.1080\/01431161.2012.757377","article-title":"Integrated assessment of the cool island intensity of green spaces in the mega city of Beijing","volume":"34","author":"Tan","year":"2013","journal-title":"Int. J. Remote Sens."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"145","DOI":"10.1016\/j.rse.2015.11.027","article-title":"Urban thermal environment dynamics and associated landscape pattern factors: A case study in the Beijing metropolitan region","volume":"173","author":"Peng","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1016\/j.ecolmodel.2012.09.020","article-title":"A hierarchical patch mosaic ecosystem model for urban landscapes: Model development and evaluation","volume":"250","author":"Zhang","year":"2013","journal-title":"Ecol. Model."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1007\/s10980-013-9950-5","article-title":"Relationships between land cover and the surface urban heat island: Seasonal variability and effects of spatial and thematic resolution of land cover data on predicting land surface temperatures","volume":"29","author":"Zhou","year":"2014","journal-title":"Landsc. Ecol."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"127159","DOI":"10.1016\/j.ufug.2021.127159","article-title":"Variance of the impact of urban green space on the urban heat island effect among different urban functional zones: A case study in Wuhan","volume":"62","author":"Ke","year":"2021","journal-title":"Urban For. Urban Green."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"104449","DOI":"10.1016\/j.landurbplan.2022.104449","article-title":"An alternative method of developing landscape strategies for urban cooling: A threshold-based perspective","volume":"225","author":"Zhou","year":"2022","journal-title":"Landsc. Urban Plann."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"112972","DOI":"10.1016\/j.rse.2022.112972","article-title":"Analysis of surface urban heat islands based on local climate zones via spatiotemporally enhanced land surface temperature","volume":"273","author":"Xia","year":"2022","journal-title":"Remote Sens. Environ."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"100969","DOI":"10.1016\/j.uclim.2021.100969","article-title":"Exploratory analysis of the influence of landscape patterns on lake cooling effect in Wuhan, China","volume":"39","author":"Zhou","year":"2021","journal-title":"Urban Clim."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"124266","DOI":"10.1016\/j.jclepro.2020.124266","article-title":"Construction and optimization of green space ecological networks in urban fringe areas: A case study with the urban fringe area of Tongzhou district in Beijing","volume":"276","author":"Cui","year":"2020","journal-title":"J. Cleaner Prod."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"305","DOI":"10.1016\/j.ufug.2018.10.014","article-title":"Enhancing landscape connectivity through multifunctional green infrastructure corridor modeling and design","volume":"38","author":"Zhang","year":"2019","journal-title":"Urban For. Urban Green."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"136792","DOI":"10.1016\/j.scitotenv.2020.136792","article-title":"Quantifying spatial morphology and connectivity of urban heat islands in a megacity: A radius approach","volume":"714","author":"Peng","year":"2020","journal-title":"Sci. Total Environ."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"214","DOI":"10.1016\/j.foreco.2019.05.046","article-title":"Strong contribution of rapid urbanization and urban agglomeration development to regional thermal environment dynamics and evolution","volume":"446","author":"Yu","year":"2019","journal-title":"For. Ecol. Manag."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1771","DOI":"10.1007\/s10980-017-0548-1","article-title":"A bird\u2019s eye view: Using circuit theory to study urban landscape connectivity for birds","volume":"32","author":"Grafius","year":"2017","journal-title":"Landsc. Ecol."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"103135","DOI":"10.1016\/j.scs.2021.103135","article-title":"How to build a heat network to alleviate surface heat island effect?","volume":"74","author":"Yu","year":"2021","journal-title":"Sus. Cities Soc."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Yu, Z., Zhang, J., Yang, G., and Schlaberg, J. (2021). Reverse Thinking: A New Method from the Graph Perspective for Evaluating and Mitigating Regional Surface Heat Islands. Remote Sens., 13.","DOI":"10.3390\/rs13061127"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"108046","DOI":"10.1016\/j.ecolind.2021.108046","article-title":"From expanding areas to stable areas: Identification, classification and determinants of multiple frequency urban heat islands","volume":"130","author":"Liu","year":"2021","journal-title":"Ecol. Indic."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"A5014008","DOI":"10.1061\/(ASCE)UP.1943-5444.0000266","article-title":"Dynamics and Temperature Regulation Function of Urban Green Connectivity","volume":"141","author":"Xie","year":"2015","journal-title":"J. Urban Plann. Dev."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Lian, Z., and Feng, X. (2022). Urban Green Space Pattern in Core Cities of the Greater Bay Area Based on Morphological Spatial Pattern Analysis. Sustainability, 14.","DOI":"10.3390\/su141912365"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"103964","DOI":"10.1016\/j.scs.2022.103964","article-title":"Spatial pattern of the green heat sink using patch- and network-based analysis: Implication for urban temperature alleviation","volume":"83","author":"Mokhtari","year":"2022","journal-title":"Sus. Cities Soc."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"2050","DOI":"10.1007\/s11430-019-9427-2","article-title":"A conceptual model for a process-oriented landscape pattern analysis","volume":"62","author":"Chen","year":"2019","journal-title":"Sci. China-Earth Sci."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"104260","DOI":"10.1016\/j.landurbplan.2021.104260","article-title":"Measuring Spatial Connectivity between patches of the heat source and sink (SCSS): A new index to quantify the heterogeneity impacts of landscape patterns on land surface temperature","volume":"217","author":"Gao","year":"2022","journal-title":"Landsc. Urban Plann."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"104287","DOI":"10.1016\/j.scs.2022.104287","article-title":"How to optimize the 2D\/3D urban thermal environment: Insights derived from UAV LiDAR\/multispectral data and multi-source remote sensing data","volume":"88","author":"Lyu","year":"2023","journal-title":"Sus. Cities Soc."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1016\/j.rse.2006.09.003","article-title":"Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery","volume":"106","author":"Yuan","year":"2007","journal-title":"Remote Sens. Environ."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Li, K., Chen, Y., and Gao, S. (2021). Comparative Analysis of Variations and Patterns between Surface Urban Heat Island Intensity and Frequency across 305 Chinese Cities. Remote Sens., 13.","DOI":"10.3390\/rs13173505"},{"key":"ref_35","unstructured":"(2023, January 20). Forestry and Grassland Bureau of Ningxia Hui Autonomous Region Home Page, Available online: http:\/\/lcj.nx.gov.cn\/zwgk\/zfxxgkml\/ghxx\/202112\/t20211213_3219671.html."},{"key":"ref_36","unstructured":"(2023, January 20). Department of Ecology and Environment of Ningxia Hui Autonomous Region Home Page, Available online: https:\/\/sthjt.nx.gov.cn\/zwgk\/hjgh\/hhlystbh\/202210\/t20221031_3823687.html."},{"key":"ref_37","unstructured":"(2023, January 20). People\u2019s Government of Shizuishan City Home Page, Available online: http:\/\/www.shizuishan.gov.cn\/zwgk\/zc\/szfwj\/szbf\/202204\/t20220406_3418273.html."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Haashemi, S., Weng, Q., Darvishi, A., and Alavipanah, S.K. (2016). Seasonal Variations of the Surface Urban Heat Island in a Semi-Arid City. Remote Sens., 8.","DOI":"10.3390\/rs8040352"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1016\/j.ecoser.2016.11.011","article-title":"Effects of green space dynamics on urban heat islands: Mitigation and diversification","volume":"23","author":"Sun","year":"2017","journal-title":"Ecosyst. Serv."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/j.ecolind.2009.04.017","article-title":"Evaluating the effectiveness of landscape metrics in quantifying spatial patterns","volume":"10","author":"Peng","year":"2010","journal-title":"Ecol. Indic."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"2059","DOI":"10.1007\/s10980-020-01027-3","article-title":"Construction and optimization of an ecological network based on morphological spatial pattern analysis and circuit theory","volume":"36","author":"An","year":"2021","journal-title":"Landsc. Ecol."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"186","DOI":"10.1016\/j.landurbplan.2009.10.003","article-title":"A national assessment of green infrastructure and change for the conterminous United States using morphological image processing","volume":"94","author":"Wickham","year":"2010","journal-title":"Landsc. Urban Plann."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/j.envsoft.2008.05.005","article-title":"Conefor Sensinode 2.2: A software package for quantifying the importance of habitat patches for landscape connectivity","volume":"24","author":"Saura","year":"2009","journal-title":"Environ. Modell. Softw."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"141868","DOI":"10.1016\/j.scitotenv.2020.141868","article-title":"Integrating the MCR and DOI models to construct an ecological security network for the urban agglomeration around Poyang Lake, China","volume":"754","author":"Dai","year":"2021","journal-title":"Sci. Total Environ."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s13717-021-00332-2","article-title":"Integrating morphological spatial pattern analysis and the minimal cumulative resistance model to optimize urban ecological networks: A case study in Shenzhen City, China","volume":"10","author":"Li","year":"2021","journal-title":"Ecol. Process."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"519","DOI":"10.1111\/2041-210X.12689","article-title":"gflow: Software for modeling circuit theory-based connectivity at any scale","volume":"8","author":"Leonard","year":"2017","journal-title":"Methods Ecol. Evol."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"19885","DOI":"10.1073\/pnas.0706568104","article-title":"Circuit theory predicts gene flow in plant and animal populations","volume":"104","author":"McRae","year":"2007","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"463","DOI":"10.1016\/j.asr.2013.11.028","article-title":"Using land use change trajectories to quantify the effects of urbanization on urban heat island","volume":"53","author":"Feng","year":"2014","journal-title":"Adv. Space Res."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1007\/s00484-012-0619-6","article-title":"The SSC: A decade of climate-health research and future directions","volume":"58","author":"Hondula","year":"2014","journal-title":"Int. J. Biometeorol."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"034018","DOI":"10.1088\/1748-9326\/11\/3\/034018","article-title":"Contrasting impacts of urban forms on the future thermal environment: Example of Beijing metropolitan area","volume":"11","author":"Yang","year":"2016","journal-title":"Environ. Res. Lett."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"101169","DOI":"10.1016\/j.uclim.2022.101169","article-title":"Mapping urban socio-economic vulnerability related to heat risk: A grid-based assessment framework by combing the geospatial big data","volume":"43","author":"Sun","year":"2022","journal-title":"Urban Clim."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"338","DOI":"10.1016\/j.agrformet.2018.11.027","article-title":"How to cool hot-humid (Asian) cities with urban trees? An optimal landscape size perspective","volume":"265","author":"Fan","year":"2019","journal-title":"Agric. For. Meteorol."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"S54","DOI":"10.1016\/j.jclepro.2016.05.014","article-title":"The optimization of urban ecological infrastructure network based on the changes of county landscape patterns: A typical case study of ecological fragile zone located at Deng Kou (Inner Mongolia)","volume":"163","author":"Yu","year":"2017","journal-title":"J. Cleaner Prod."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1002\/joc.5384","article-title":"Global land surface air temperature dynamics since 1880","volume":"38","author":"Wang","year":"2018","journal-title":"Int. J. Climatol."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/4\/1061\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T18:36:21Z","timestamp":1760121381000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/15\/4\/1061"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,2,15]]},"references-count":54,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2023,2]]}},"alternative-id":["rs15041061"],"URL":"https:\/\/doi.org\/10.3390\/rs15041061","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,2,15]]}}}