References

n.d.a. Cloud Optimized GeoTIFF. https://cogeo.org/.

Ahmad, Muhammad Nasar, Zhenfeng Shao, and Akib Javed. 2023. “Mapping Impervious Surface Area Increase and Urban Pluvial Flooding Using Sentinel Application Platform (SNAP) and Remote Sensing Data.” Environmental Science and Pollution Research 30 (60): 125741–58. https://doi.org/10.1007/s11356-023-30990-y.

Akhyar, Akhyar, Mohd Asyraf Zulkifley, Jaesung Lee, Taekyung Song, Jaeho Han, Chanhee Cho, Seunghyun Hyun, Youngdoo Son, and Byung-Woo Hong. 2024b. “Deep Artificial Intelligence Applications for Natural Disaster Management Systems: A Methodological Review.” Ecological Indicators 163 (June): 112067. https://doi.org/10.1016/j.ecolind.2024.112067.

———. 2024a. “Deep Artificial Intelligence Applications for Natural Disaster Management Systems: A Methodological Review.” Ecological Indicators 163 (June): 112067. https://doi.org/10.1016/j.ecolind.2024.112067.

Araújo, Leonardo D., Daniel C. Zanotta, Nicolas Ray, and Maurício R. Veronez. 2024. “Earth Observation Data Uncover Green Spaces’ Role in Mental Health.” Scientific Reports 14 (1). https://doi.org/10.1038/s41598-024-72008-8.

Arribas-Bel, Daniel, Jorge E. Patino, and Juan C. Duque. 2017a. “Remote Sensing-Based Measurement of Living Environment Deprivation: Improving Classical Approaches with Machine Learning.” PLOS ONE 12 (5): 1–25. https://doi.org/10.1371/journal.pone.0176684.

———. 2017b. “Remote Sensing-Based Measurement of Living Environment Deprivation: Improving Classical Approaches with Machine Learning.” Edited by Asim Zia. PLOS ONE 12 (5): e0176684. https://doi.org/10.1371/journal.pone.0176684.

Avtar, Ram, Asma Kouser, Ashwani Kumar, Deepak Singh, Prakhar Misra, Ankita Gupta, Ali P Yunus, et al. 2021. “Remote Sensing for International Peace and Security: Its Role and Implications.” Remote Sensing 13 (3): 439.

Ayala, Christian, Rubén Sesma, Carlos Aranda, and Mikel Galar. 2021. “A Deep Learning Approach to an Enhanced Building Footprint and Road Detection in High-Resolution Satellite Imagery.” Remote Sensing 13 (16): 3135. https://doi.org/10.3390/rs13163135.

Barriga-Cabanillas, Oscar, Thomas Bossuroy, Paul Andres Corral Rodas, Carlos Rodríguez-Castelán, and Emmanuel Skoufias. 2024. Sustaining Poverty Gains: A Vulnerability Map to Guide the Expansion of Social Registries. Washington, DC: World Bank. https://doi.org/10.1596/1813-9450-10890.

Belward, Alan S, and Jon O Skøien. 2015. “Who Launched What, When and Why; Trends in Global Land-Cover Observation Capacity from Civilian Earth Observation Satellites.” ISPRS Journal of Photogrammetry and Remote Sensing 103: 115–28.

Bolch, T., A. Kulkarni, A. Kääb, C. Huggel, F. Paul, J. G. Cogley, H. Frey, et al. 2012. “The State and Fate of Himalayan Glaciers.” Science 336 (6079): 310–14. https://doi.org/10.1126/science.1215828.

Brown, Daniel G., Robert Walker, Steven Manson, and Karen Seto. 2012a. “Modeling Land Use and Land Cover Change.” In, 395–409. Springer Netherlands. https://doi.org/10.1007/978-1-4020-2562-4_23.

———. 2012b. “Modeling Land Use and Land Cover Change.” In, 395–409. Springer Netherlands. https://doi.org/10.1007/978-1-4020-2562-4_23.

Buscail, Camille, Erika Upegui, and Jean-François Viel. 2012. “Mapping Heatwave Health Risk at the Community Level for Public Health Action.” International Journal of Health Geographics 11 (1). https://doi.org/10.1186/1476-072x-11-38.

Campbell, James B, and Randolph H Wynne. 2011. Introduction to Remote Sensing. Guilford press.

Cao, Quoc Dung, and Youngjun Choe. 2023. “Posthurricane Damage Assessment Using Satellite Imagery and Geolocation Features.” Risk Analysis 44 (5): 1103–13. https://doi.org/10.1111/risa.14244.

Cardille, Jeffrey A, Morgan A Crowley, David Saah, and Nicholas E Clinton. 2024. “Cloud-Based Remote Sensing with Google Earth Engine: Fundamentals and Applications.” Springer Nature.

Cohen-Cline, Hannah, Eric Turkheimer, and Glen E Duncan. 2015. “Access to Green Space, Physical Activity and Mental Health: A Twin Study.” Journal of Epidemiology and Community Health 69 (6): 523–29. https://doi.org/10.1136/jech-2014-204667.

Corral, Paul, Heath Henderson, and Sandra Segovia. 2025. “Poverty Mapping in the Age of Machine Learning.” Journal of Development Economics 172 (January): 103377. https://doi.org/10.1016/j.jdeveco.2024.103377.

Curzi, Giacomo, Dario Modenini, and Paolo Tortora. 2020. “Large Constellations of Small Satellites: A Survey of Near Future Challenges and Missions.” Aerospace 7 (9): 133.

Deilami, Kaveh, and Md Kamruzzaman. 2017. “Modelling the Urban Heat Island Effect of Smart Growth Policy Scenarios in Brisbane.” Land Use Policy 64: 38–55.

Donkelaar, Aaron van, Randall V. Martin, Chi Li, and Richard T. Burnett. 2019. “Regional Estimates of Chemical Composition of Fine Particulate Matter Using a Combined Geoscience-Statistical Method with Information from Satellites, Models, and Monitors.” Environmental Science & Technology 53 (5): 2595–2611. https://doi.org/10.1021/acs.est.8b06392.

Drusch, Matthias, Umberto Del Bello, Sébastien Carlier, Olivier Colin, Veronica Fernandez, Ferran Gascon, Bianca Hoersch, et al. 2012. “Sentinel-2: ESA’s Optical High-Resolution Mission for GMES Operational Services.” Remote Sensing of Environment 120: 25–36.

Ferretti, Alessandro, Claudio Prati, and Fabio Rocca. 2002. “Permanent Scatterers in SAR Interferometry.” IEEE Transactions on Geoscience and Remote Sensing 39 (1): 8–20.

Friedrich, H. K., B. Tellman, J. A. Sullivan, A. Saunders, A. A. Zuniga-Teran, L. A. Bakkensen, M. Cawley, et al. 2024. “Earth Observation to Address Inequities in Post-Flood Recovery.” Earth’s Future 12 (2). https://doi.org/10.1029/2023ef003606.

Funk, Chris, Pete Peterson, Martin Landsfeld, Diego Pedreros, James Verdin, Shraddhanand Shukla, Gregory Husak, et al. 2015. “The Climate Hazards Infrared Precipitation with Stationsa New Environmental Record for Monitoring Extremes.” Scientific Data 2 (1). https://doi.org/10.1038/sdata.2015.66.

Geary, Rebecca S, Rebecca Geary, Daniel A Thompson, Daniel Thompson, Joanne K Garrett, Joanne Garrett, Amy Mizen, et al. 2023. “Green Blue Space Exposure Changes and Impact on Individual-Level Well-Being and Mental Health: A Population-Wide Dynamic Longitudinal Panel Study with Linked Survey Data.” Public Health Research 11 (10): 1–176.

Goetz, Alexander FH. 2009. “Three Decades of Hyperspectral Remote Sensing of the Earth: A Personal View.” Remote Sensing of Environment 113: S5–16.

Gorelick, Noel, Matt Hancher, Mike Dixon, Simon Ilyushchenko, David Thau, and Rebecca Moore. 2017a. “Google Earth Engine: Planetary-Scale Geospatial Analysis for Everyone.” Remote Sensing of Environment 202: 18–27.

———. 2017b. “Google Earth Engine: Planetary-Scale Geospatial Analysis for Everyone.” Remote Sensing of Environment 202 (December): 18–27. https://doi.org/10.1016/j.rse.2017.06.031.

Guida, Emilio. 2021. “The Use of Satellites in Humanitarian Contexts.”

Guo, Huadong. 2024. “SDG 11, Sustainable Cities and Communities.” In, 87–119. Springer Nature Singapore. https://doi.org/10.1007/978-981-97-3278-4_5.

Harris, Ray, and Ingo Baumann. 2015. “Open Data Policies and Satellite Earth Observation.” Space Policy 32: 44–53.

Henderson, J. Vernon, Adam Storeygard, and David N Weil. 2012a. “Measuring Economic Growth from Outer Space.” American Economic Review 102 (2): 994–1028. https://doi.org/10.1257/aer.102.2.994.

———. 2012b. “Measuring Economic Growth from Outer Space.” American Economic Review 102 (2): 994–1028. https://doi.org/10.1257/aer.102.2.994.

Hsu, Angel, Glenn Sheriff, Tirthankar Chakraborty, and Diego Manya. 2021. “Disproportionate Exposure to Urban Heat Island Intensity Across Major US Cities.” Nature Communications 12 (1). https://doi.org/10.1038/s41467-021-22799-5.

Imhoff, Marc L., Ping Zhang, Robert E. Wolfe, and Lahouari Bounoua. 2010. “Remote Sensing of the Urban Heat Island Effect Across Biomes in the Continental USA.” Remote Sensing of Environment 114 (3): 504–13. https://doi.org/10.1016/j.rse.2009.10.008.

Jacobsen, Annika, Ricardo de Miranda Azevedo, Nick Juty, Dominique Batista, Simon Coles, Ronald Cornet, Mélanie Courtot, et al. 2020. “FAIR Principles: Interpretations and Implementation Considerations.” Data Intelligence 2 (1-2): 10–29. https://doi.org/10.1162/dint_r_00024.

James, Peter, Jaime E. Hart, Rachel F. Banay, and Francine Laden. 2016. “Exposure to Greenness and Mortality in a Nationwide Prospective Cohort Study of Women.” Environmental Health Perspectives 124 (9): 1344–52. https://doi.org/10.1289/ehp.1510363.

Jean, Neal, Marshall Burke, Michael Xie, W. Matthew Davis, David B. Lobell, and Stefano Ermon. 2016. “Combining Satellite Imagery and Machine Learning to Predict Poverty.” Science 353 (6301): 790–94. https://doi.org/10.1126/science.aaf7894.

Jensen, John R. 2009. Remote Sensing of the Environment: An Earth Resource Perspective 2/e. Pearson Education India.

Jesdale, Bill M., Rachel Morello-Frosch, and Lara Cushing. 2013. “The Racial/Ethnic Distribution of Heat RiskRelated Land Cover in Relation to Residential Segregation.” Environmental Health Perspectives 121 (7): 811–17. https://doi.org/10.1289/ehp.1205919.

Johnson, Daniel P, Jeffrey S Wilson, and George C Luber. 2009. “Socioeconomic Indicators of Heat-Related Health Risk Supplemented with Remotely Sensed Data.” International Journal of Health Geographics 8 (1): 57. https://doi.org/10.1186/1476-072x-8-57.

Kim, Kyeezu, Brian T. Joyce, Drew R. Nannini, Yinan Zheng, Penny Gordon-Larsen, James M. Shikany, Donald M. Lloyd-Jones, et al. 2023. “Inequalities in Urban Greenness and Epigenetic Aging: Different Associations by Race and Neighborhood Socioeconomic Status.” Science Advances 9 (26). https://doi.org/10.1126/sciadv.adf8140.

Kim, Young-Ju. 2024. “Commercial Use of Satellite Remote Sensing Data and Civil Liability.” Laws 13 (6): 77.

Klein, Richard JT, GF Midglev, BL Preston, M Alam, FGH Berkhout, K Dow, and MR Shaw. 2014. “Climate Change 2014: Impacts, Adaptation, and Vulnerability.” IPCC Fifth Assessment Report, Stockholm, Sweden.

Kuffer, Monika, Karin Pfeffer, Richard Sliuzas, Isa Baud, and Martin Maarseveen. 2017. “Capturing the Diversity of Deprived Areas with Image-Based Features: The Case of Mumbai.” Remote Sensing 9 (4): 384. https://doi.org/10.3390/rs9040384.

Kugler, Tracy A., Kathryn Grace, David J. Wrathall, Alex de Sherbinin, David Van Riper, Christoph Aubrecht, Douglas Comer, et al. 2019. “People and Pixels 20 Years Later: The Current Data Landscape and Research Trends Blending Population and Environmental Data.” Population and Environment 41 (2): 209–34. https://doi.org/10.1007/s11111-019-00326-5.

Le Cozannet, Gonéri, Manuel Garcin, Marissa Yates, Déborah Idier, and Benoit Meyssignac. 2014. “Approaches to Evaluate the Recent Impacts of Sea-Level Rise on Shoreline Changes.” Earth-Science Reviews 138 (November): 47–60. https://doi.org/10.1016/j.earscirev.2014.08.005.

Li, Ziming, Qinchuan Xin, Ying Sun, and Mengying Cao. 2021. “A Deep Learning-Based Framework for Automated Extraction of Building Footprint Polygons from Very High-Resolution Aerial Imagery.” Remote Sensing 13 (18): 3630. https://doi.org/10.3390/rs13183630.

Liu, Ruyi, Junhong Wu, Wenyi Lu, Qiguang Miao, Huan Zhang, Xiangzeng Liu, Zixiang Lu, and Long Li. 2024. “A Review of Deep Learning-Based Methods for Road Extraction from High-Resolution Remote Sensing Images.” Remote Sensing 16 (12): 2056. https://doi.org/10.3390/rs16122056.

Lowndes, Julia S Stewart, Benjamin D Best, Courtney Scarborough, Jamie C Afflerbach, Melanie R Frazier, Casey C O’hara, Ning Jiang, and Benjamin S Halpern. 2017. “Our Path to Better Science in Less Time Using Open Data Science Tools.” Nature Ecology & Evolution 1 (6): 0160.

Mahabir, Ron, Arie Croitoru, Andrew Crooks, Peggy Agouris, and Anthony Stefanidis. 2018. “A Critical Review of High and Very High-Resolution Remote Sensing Approaches for Detecting and Mapping Slums: Trends, Challenges and Emerging Opportunities.” Urban Science 2 (1): 8. https://doi.org/10.3390/urbansci2010008.

Massaro, Emanuele, Rossano Schifanella, Matteo Piccardo, Luca Caporaso, Hannes Taubenböck, Alessandro Cescatti, and Gregory Duveiller. 2023. “Spatially-Optimized Urban Greening for Reduction of Population Exposure to Land Surface Temperature Extremes.” Nature Communications 14 (1). https://doi.org/10.1038/s41467-023-38596-1.

Mateo-Garcia, Gonzalo, Joshua Veitch-Michaelis, Lewis Smith, Silviu Vlad Oprea, Guy Schumann, Yarin Gal, Atılım Güneş Baydin, and Dietmar Backes. 2021. “Towards Global Flood Mapping Onboard Low Cost Satellites with Machine Learning.” Scientific Reports 11 (1). https://doi.org/10.1038/s41598-021-86650-z.

Metzler, A. Barbara, Ricky Nathvani, Viktoriia Sharmanska, Wenjia Bai, Emily Muller, Simon Moulds, Charles Agyei-Asabere, et al. 2023. “Phenotyping Urban Built and Natural Environments with High-Resolution Satellite Images and Unsupervised Deep Learning.” Science of The Total Environment 893 (October): 164794. https://doi.org/10.1016/j.scitotenv.2023.164794.

Mutanga, Onisimo, and Lalit Kumar. 2019. “Google Earth Engine Applications.” Remote Sensing. MDPI.

OECD. 2025. Place-Based Policies for the Future. OECD Regional Development Studies. Paris: OECD Publishing. https://doi.org/10.1787/e5ff6716-en.

Ölçer, Naim, Didem Ölçer, and Emre Sümer. 2023. “Roof Type Classification with Innovative Machine Learning Approaches.” PeerJ Computer Science 9 (January): e1217. https://doi.org/10.7717/peerj-cs.1217.

People and Pixels. 1998a. National Academies Press. https://doi.org/10.17226/5963.

———. 1998b. National Academies Press. https://doi.org/10.17226/5963.

Persello, Claudio, Jan Dirk Wegner, Ronny Hansch, Devis Tuia, Pedram Ghamisi, Mila Koeva, and Gustau Camps-Valls. 2022. “Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current Approaches, Open Challenges, and Future Opportunities.” IEEE Geoscience and Remote Sensing Magazine 10 (2): 172–200. https://doi.org/10.1109/mgrs.2021.3136100.

Pickell, Paul D., Nicholas C. Coops, Colin J. Ferster, Christopher W. Bater, Karen D. Blouin, Mike D. Flannigan, and Jinkai Zhang. 2017. “An Early Warning System to Forecast the Close of the Spring Burning Window from Satellite-Observed Greenness.” Scientific Reports 7 (1). https://doi.org/10.1038/s41598-017-14730-0.

Pinkovskiy, Maxim, and Xavier Sala-i-Martin. 2014. “Africa Is on Time.” Journal of Economic Growth 19 (3): 311–38. https://doi.org/10.1007/s10887-014-9103-y.

———. 2016. “Lights, Camera … Income! Illuminating the National Accounts-Household Surveys Debate *.” The Quarterly Journal of Economics 131 (2): 579–631. https://doi.org/10.1093/qje/qjw003.

Ramdani, Fatwa. 2024. “A Very High-Resolution Urban Green Space from the Fusion of Microsatellite, SAR, and MSI Images.” Remote Sensing 16 (8): 1366.

Richards, John A, John A Richards, et al. 2022. Remote Sensing Digital Image Analysis. Vol. 5. Springer.

Rowe, Francisco, Caitlin Robinson, and Nikos Patias. 2022. “Sensing Global Changes in Local Patterns of Energy Consumption in Cities During the Early Stages of the COVID-19 Pandemic.” Cities 129 (October): 103808. https://doi.org/10.1016/j.cities.2022.103808.

Roy, David P, Michael A Wulder, Thomas R Loveland, Curtis E Woodcock, Richard G Allen, Martha C Anderson, Dennis Helder, et al. 2014. “Landsat-8: Science and Product Vision for Terrestrial Global Change Research.” Remote Sensing of Environment 145: 154–72.

Rugel, Emily J., Sarah B. Henderson, Richard M. Carpiano, and Michael Brauer. 2017. “Beyond the Normalized Difference Vegetation Index (NDVI): Developing a Natural Space Index for Population-Level Health Research.” Environmental Research 159 (November): 474–83. https://doi.org/10.1016/j.envres.2017.08.033.

Sarkar, Chinmoy, Chris Webster, and John Gallacher. 2018. “Residential Greenness and Prevalence of Major Depressive Disorders: A Cross-Sectional, Observational, Associational Study of 94879 Adult UK Biobank Participants.” The Lancet Planetary Health 2 (4): e162–73. https://doi.org/10.1016/s2542-5196(18)30051-2.

Schmidt, Sebastian, Monika Friedemann, David Hanny, Bernd Resch, Torsten Riedlinger, and Martin Mühlbauer. 2025. “Enhancing Satellite-Based Emergency Mapping: Identifying Wildfires Through Geo-Social Media Analysis.” Big Earth Data 9 (3): 389–411. https://doi.org/10.1080/20964471.2025.2454526.

Seto, Karen C., Burak Güneralp, and Lucy R. Hutyra. 2012. “Global Forecasts of Urban Expansion to 2030 and Direct Impacts on Biodiversity and Carbon Pools.” Proceedings of the National Academy of Sciences 109 (40): 16083–88. https://doi.org/10.1073/pnas.1211658109.

Shafapourtehrany, Mahyat, Fatemeh Rezaie, Changhyun Jun, Essam Heggy, Sayed M. Bateni, Mahdi Panahi, Haluk Özener, Farzin Shabani, and Hamidreza Moeini. 2023a. “Mapping Post-Earthquake Landslide Susceptibility Using U-Net, VGG-16, VGG-19, and Metaheuristic Algorithms.” Remote Sensing 15 (18): 4501. https://doi.org/10.3390/rs15184501.

———. 2023b. “Mapping Post-Earthquake Landslide Susceptibility Using U-Net, VGG-16, VGG-19, and Metaheuristic Algorithms.” Remote Sensing 15 (18): 4501. https://doi.org/10.3390/rs15184501.

Sherbinin, Alex de, Deborah Balk, Kirsten Yager, Malanding Jaiteh, Francesca Pozzi, Chandra Giri, and Arne Wannebo. 2002. “A CIESIN Thematic Guide to Social Science Applications of Remote Sensing.” Palisades, NY: Center for International Earth Science Information Network (CIESIN), Columbia University. https://ciesin.columbia.edu/publications.html.

Singleton, Alex, Dani Arribas-Bel, John Murray, and Martin Fleischmann. 2022. “Estimating Generalized Measures of Local Neighbourhood Context from Multispectral Satellite Images Using a Convolutional Neural Network.” Computers, Environment and Urban Systems 95 (July): 101802. https://doi.org/10.1016/j.compenvurbsys.2022.101802.

Smythe, Isabella S., and Joshua E. Blumenstock. 2022b. “Geographic Microtargeting of Social Assistance with High-Resolution Poverty Maps.” Proceedings of the National Academy of Sciences 119 (32). https://doi.org/10.1073/pnas.2120025119.

———. 2022a. “Geographic Microtargeting of Social Assistance with High-Resolution Poverty Maps.” Proceedings of the National Academy of Sciences 119 (32). https://doi.org/10.1073/pnas.2120025119.

Sorichetta, Alessandro, Graeme M. Hornby, Forrest R. Stevens, Andrea E. Gaughan, Catherine Linard, and Andrew J. Tatem. 2015. “High-Resolution Gridded Population Datasets for Latin America and the Caribbean in 2010, 2015, and 2020.” Scientific Data 2 (1). https://doi.org/10.1038/sdata.2015.45.

Soto, Juan, Francisco Rowe, and Guillermo Soto. 2025. “How Do Local Labor Markets Look from Above? An Automated Satellite-Imagery Approach.” http://dx.doi.org/10.2139/ssrn.5351760.

Su, Jason G., Payam Dadvand, Mark J. Nieuwenhuijsen, Xavier Bartoll, and Michael Jerrett. 2019. “Associations of Green Space Metrics with Health and Behavior Outcomes at Different Buffer Sizes and Remote Sensing Sensor Resolutions.” Environment International 126 (May): 162–70. https://doi.org/10.1016/j.envint.2019.02.008.

Survey, USGS - U. S. Geological. n.d. EarthExplorer. https://earthexplorer.usgs.gov/.

Sweeting, Martin N. 2018. “Modern Small Satellites-Changing the Economics of Space.” Proceedings of the IEEE 106 (3): 343–61.

Tebaldini, Stefano, Marco Manzoni, Dario Tagliaferri, Marco Rizzi, Andrea Virgilio Monti-Guarnieri, Claudio Maria Prati, Umberto Spagnolini, Monica Nicoli, Ivan Russo, and Christian Mazzucco. 2022. “Sensing the Urban Environment by Automotive SAR Imaging: Potentials and Challenges.” Remote Sensing 14 (15): 3602. https://doi.org/10.3390/rs14153602.

Thatcher, Jim, David O’Sullivan, and Dillon Mahmoudi. 2016. “Data Colonialism Through Accumulation by Dispossession: New Metaphors for Daily Data.” Environment and Planning D: Society and Space 34 (6): 990–1006.

Tokarczyk, P., J. P. Leitao, J. Rieckermann, K. Schindler, and F. Blumensaat. 2015. “High-Quality Observation of Surface Imperviousness for Urban Runoff Modelling Using UAV Imagery.” Hydrology and Earth System Sciences 19 (10): 4215–28. https://doi.org/10.5194/hess-19-4215-2015.

Twohig-Bennett, Caoimhe, and Andy Jones. 2018. “The Health Benefits of the Great Outdoors: A Systematic Review and Meta-Analysis of Greenspace Exposure and Health Outcomes.” Environmental Research 166 (October): 628–37. https://doi.org/10.1016/j.envres.2018.06.030.

Undseth, Marit, Claire Jolly, and Mattia Olivari. 2021. “Evolving Public-Private Relations in the Space Sector.” OECD Science, Technology and Industry Policy Papers.

United Nations Office for Outer Space Affairs (UNOOSA). 2023. “Our Common Agenda Policy Brief 7: For All Humanity – the Future of Outer Space Governance.” https://www.unoosa.org/res/oosadoc/data/documents/2023/a77/a77crp_1add_6_0_html/our-common-agenda-policy-brief-outer-space-en.pdf.

Voelkel, Jackson, Dana Hellman, Ryu Sakuma, and Vivek Shandas. 2018. “Assessing Vulnerability to Urban Heat: A Study of Disproportionate Heat Exposure and Access to Refuge by Socio-Demographic Status in Portland, Oregon.” International Journal of Environmental Research and Public Health 15 (4): 640. https://doi.org/10.3390/ijerph15040640.

Watt, Michael S., Shana Gross, John Keithley Difuntorum, Jessica L. McCarty, H. Grant Pearce, Jacquelyn K. Shuman, and Marta Yebra. 2025. “Monitoring Wildfire Risk with a Near-Real-Time Live Fuel Moisture Content System: A Review and Roadmap for Operational Application in New Zealand.” Remote Sensing 17 (21): 3580. https://doi.org/10.3390/rs17213580.

Weigand, Matthias, Michael Wurm, Stefan Dech, and Hannes Taubenböck. 2019. “Remote Sensing in Environmental Justice ResearchA Review.” ISPRS International Journal of Geo-Information 8 (1): 20. https://doi.org/10.3390/ijgi8010020.

Wulder, Michael A, Thomas R Loveland, David P Roy, Christopher J Crawford, Jeffrey G Masek, Curtis E Woodcock, Richard G Allen, et al. 2019. “Current Status of Landsat Program, Science, and Applications.” Remote Sensing of Environment 225: 127–47.

Wulder, Michael A, Jeffrey G Masek, Warren B Cohen, Thomas R Loveland, and Curtis E Woodcock. 2012. “Opening the Archive: How Free Data Has Enabled the Science and Monitoring Promise of Landsat.” Remote Sensing of Environment 122: 2–10.

Xi, Yanxin, Yu Liu, Tong Li, Jingtao Ding, Yunke Zhang, Sasu Tarkoma, Yong Li, and Pan Hui. 2023. “A Satellite Imagery Dataset for Long-Term Sustainable Development in United States Cities.” Scientific Data 10 (1). https://doi.org/10.1038/s41597-023-02576-3.

Yao, Liwei, Mingjie Xu, Yihui Liu, Ruiqing Niu, Xueling Wu, and Yingxu Song. 2024. “Estimating of Heavy Metal Concentration in Agricultural Soils from Hyperspectral Satellite Sensor Imagery: Considering the Sources and Migration Pathways of Pollutants.” Ecological Indicators 158: 111416.

Yeh, Christopher, Anthony Perez, Anne Driscoll, George Azzari, Zhongyi Tang, David Lobell, Stefano Ermon, and Marshall Burke. 2020. “Using Publicly Available Satellite Imagery and Deep Learning to Understand Economic Well-Being in Africa.” Nature Communications 11 (1). https://doi.org/10.1038/s41467-020-16185-w.

Zhao, Lei, Xuhui Lee, Ronald B. Smith, and Keith Oleson. 2014. “Strong Contributions of Local Background Climate to Urban Heat Islands.” Nature 511 (7508): 216–19. https://doi.org/10.1038/nature13462.

Zhao, Lili, Xuncheng Fan, and Tao Hong. 2025. “Urban Heat Island Effect: Remote Sensing Monitoring and AssessmentMethods, Applications, and Future Directions.” Atmosphere 16 (7): 791. https://doi.org/10.3390/atmos16070791.

Zhao, Qiang, and Le Yu. 2025. “Advancing Sustainable Development Goals Through Earth Observation Satellite Data: Current Insights and Future Directions.” Journal of Remote Sensing 5 (January). https://doi.org/10.34133/remotesensing.0403.

Zhao, Qiang, Le Yu, Xuecao Li, Dailiang Peng, Yongguang Zhang, and Peng Gong. 2021. “Progress and Trends in the Application of Google Earth and Google Earth Engine.” Remote Sensing 13 (18): 3778.