References

Albert, Gáspár, and Seif Ammar. 2021. “Application of Random Forest Classification and Remotely Sensed Data in Geological Mapping on the Jebel Meloussi Area (Tunisia).” Arabian Journal of Geosciences 14 (21): 2240. https://doi.org/10.1007/s12517-021-08509-x.

Earth, Google. 2022. “Geo for Good 2022: Intro to Machine Learning and Earth Engine.” 2022. https://www.youtube.com/watch?v=WvaBZbph_cU&ab_channel=GoogleEarth.

Farhadi, Hadi, and Mohammad Najafzadeh. 2021. “Flood Risk Mapping by Remote Sensing Data and Random Forest Technique.” Water 13 (21): 3115. https://doi.org/10.3390/w13213115.

Foster, Nina. 2022. “Celebrating 20 Years of Protecting the Brazilian Amazon. WWF.” 2022. https://www.worldwildlife.org/stories/celebrating-20-years-of-protecting-the-brazilian-amazon.

Guo, Shanchuan, Peijun Du, Junshi Xia, Pengfei Tang, Xin Wang, Yaping Meng, and Hua Wang. 2021. “Spatiotemporal Changes of Glacier and Seasonal Snow Fluctuations over the Namcha Barwa–Gyala Peri Massif Using Object-Based Classification from Landsat Time Series.” ISPRS Journal of Photogrammetry and Remote Sensing 177 (July): 21–37. https://doi.org/10.1016/j.isprsjprs.2021.04.018.

Horning, N. 2008. “Remote Sensing.” In Encyclopedia of Ecology, edited by Sven Erik Jørgensen and Brian D. Fath, 2986–94. Oxford: Academic Press. https://doi.org/https://doi.org/10.1016/B978-008045405-4.00237-8.

Jordan, Yuyan C., Abduwasit Ghulam, and Sean Hartling. 2014. “Traits of Surface Water Pollution Under Climate and Land Use Changes: A Remote Sensing and Hydrological Modeling Approach.” Earth-Science Reviews 128: 181–95. https://doi.org/10.1016/j.earscirev.2013.11.005.

Kanai, Juan Miguel. 2014. “Capital of the Amazon Rainforest: Constructing a Global City-region for Entrepreneurial Manaus.” Urban Studies 51 (11): 2387–2405. https://doi.org/10.1177/0042098013493478.

Kaplan, N. H. 2018. “Remote Sensing Image Enhancement Using Hazy Image Model.” Optik 155: 139–48. https://doi.org/10.1016/j.ijleo.2017.10.132.

Kitron, Uriel, Julie A. Clennon, M. Carla Cecere, Ricardo E. Gürtler, Charles H. King, and Gonzalo Vazquez-Prokopec. 2006. “Upscale or Downscale: Applications of Fine Scale Remotely Sensed Data to Chagas Disease in Argentina and Schistosomiasis in Kenya.” Geospatial Health 1 (1): 49. https://doi.org/10.4081/gh.2006.280.

Lasaponara, Rosa, Nicodemo Abate, and Nicola Masini. 2022. “On the Use of Google Earth Engine and Sentinel Data to Detect ‘Lost’ Sections of Ancient Roads. The Case of Via Appia.” IEEE Geoscience and Remote Sensing Letters 19: 1–5. https://doi.org/10.1109/LGRS.2021.3054168.

Li, Aimin, and Guangping Xia. 2021. “The Influence of Geometric Correction on the Accuracy of the Extraction of the Remote Sensing Reflectance of Water.” International Journal of Remote Sensing 42 (6): 2280–91. https://doi.org/10.1080/2150704X.2020.1847350.

Li, Chunyu, Rong Cai, Wei Tian, Junna Yuan, and Xiaofei Mi. 2023. “Land Cover Classification by Gaofen Satellite Images Based on CART Algorithm in Yuli County, Xinjiang, China.” Sustainability 15 (3): 2535. https://doi.org/10.3390/su15032535.

Liang, Shunlin, and Jindi Wang, eds. 2020. “Chapter 1 - A Systematic View of Remote Sensing.” In Advanced Remote Sensing (Second Edition), Second Edition, 1–57. Academic Press. https://doi.org/10.1016/B978-0-12-815826-5.00001-5.

Liu, Jian Guo, and Philippa J. Mason. 2016a. “Filtering and Neighbourhood Processing.” In Image Processing and GIS for Remote Sensing, 35–53. Chichester, UK: John Wiley & Sons, Ltd. https://doi.org/10.1002/9781118724194.ch4.

———. 2016b. “Image Geometric Operations.” In Image Processing and GIS for Remote Sensing, 103–11. Chichester, UK: John Wiley & Sons, Ltd. https://doi.org/10.1002/9781118724194.ch9.

———. 2016c. “Point Operations (Contrast Enhancement).” In Image Processing and GIS for Remote Sensing, 9–19. Chichester, UK: John Wiley & Sons, Ltd. https://doi.org/10.1002/9781118724194.ch2.

———. 2016d. “Principal Component Analysis.” In Image Processing and GIS for Remote Sensing, 77–89. Chichester, UK: John Wiley & Sons, Ltd. https://doi.org/10.1002/9781118724194.ch7.

Matarira, Dadirai, Onisimo Mutanga, and Maheshvari Naidu. 2022. “Google Earth Engine for Informal Settlement Mapping: A Random Forest Classification Using Spectral and Textural Information.” Remote Sensing 14 (20): 5130. https://doi.org/10.3390/rs14205130.

Mehmood, Maryam, Ahsan Shahzad, Bushra Zafar, Amsa Shabbir, and Nouman Ali. 2022. “Remote Sensing Image Classification: A Comprehensive Review and Applications.” Edited by Afaq Ahmad. Mathematical Problems in Engineering 2022 (August): 1–24. https://doi.org/10.1155/2022/5880959.

Mohajerani, Abbas, Jason Bakaric, and Tristan Jeffrey-Bailey. 2017. “The Urban Heat Island Effect, Its Causes, and Mitigation, with Reference to the Thermal Properties of Asphalt Concrete.” Journal of Environmental Management 197: 522–38. https://doi.org/10.1016/j.jenvman.2017.03.095.

Mutanga, Onisimo, and Lalit Kumar. 2019. “Google Earth Engine Applications.” Remote Sensing 11 (5): 591. https://doi.org/10.3390/rs11050591.

Nair, Akhilesh S., Rohit Mangla, Thiruvengadam P, and J. Indu. 2022. “Remote Sensing Data Assimilation.” Hydrological Sciences Journal 67 (16): 2457–89. https://doi.org/10.1080/02626667.2020.1761021.

Pereira, L. S., P. Paredes, F. Melton, L. Johnson, T. Wang, R. López-Urrea, J. J. Cancela, and R. G. Allen. 2020. “Prediction of Crop Coefficients from Fraction of Ground Cover and Height. Background and Validation Using Ground and Remote Sensing Data.” Agricultural Water Management 241: 106197. https://doi.org/10.1016/j.agwat.2020.106197.

Pereira, Leticia S. F., Lisa C. Andes, Amanda L. Cox, and Abduwasit Ghulam. 2018. “Measuring Suspended‐sediment Concentration and Turbidity in the Middle Mississippi and Lower Missouri Rivers Using Landsat Data.” Journal of the American Water Resources Association 54 (2): 440–50.

Randin, Christophe F., Michael B. Ashcroft, Janine Bolliger, Jeannine Cavender-Bares, Nicholas C. Coops, Stefan Dullinger, Thomas Dirnböck, et al. 2020. “Monitoring Biodiversity in the Anthropocene Using Remote Sensing in Species Distribution Models.” Remote Sensing of Environment 239: 111626. https://doi.org/10.1016/j.rse.2019.111626.

Robinson, Arthur Howard. 1978. Elements of Cartography / Arthur Robinson, Randall Sale, Joel Morrison. 4th ed. New York ; Wiley.

Saba, Sumbal Bahar, Muhammad Ali, Syed Ali Turab, Muhammad Waseem, and Shah Faisal. 2023. “Comparison of Pixel, Sub-Pixel and Object-Based Image Analysis Techniques for Co-Seismic Landslides Detection in Seismically Active Area in Lesser Himalaya, Pakistan.” Natural Hazards 115 (3): 2383–98. https://doi.org/10.1007/s11069-022-05642-y.

Santos, Yara L. F., Aurora M. Yanai, Camila J. P. Ramos, Paulo M. L. A. Graça, Jose A. P. Veiga, Francis W. S. Correia, and Philip M. Fearnside. 2022. “Amazon Deforestation and Urban Expansion: Simulating Future Growth in the Manaus Metropolitan Region, Brazil.” Journal of Environmental Management 304: 114279–79.

Sun, Jian, Fangcao Xu, Guido Cervone, Melissa Gervais, Christelle Wauthier, and Mark Salvador. 2021. “Automatic Atmospheric Correction for Shortwave Hyperspectral Remote Sensing Data Using a Time-Dependent Deep Neural Network.” ISPRS Journal of Photogrammetry and Remote Sensing 174: 117–31. https://doi.org/10.1016/j.isprsjprs.2021.02.007.

Susca, Tiziana, and Francesco Pomponi. 2020. “Heat Island Effects in Urban Life Cycle Assessment: Novel Insights to Include the Effects of the Urban Heat Island and UHI‐mitigation Measures in LCA for Effective Policy Making.” Journal of Industrial Ecology 24 (2): 410–23. https://doi.org/10.1111/jiec.12980.

Técher, Magalie, Hassan Ait Haddou, and Rahim Aguejdad. 2023. “Urban Heat Island’s Vulnerability Assessment by Integrating Urban Planning Policies: A Case Study of Montpellier Méditerranée Metropolitan Area, France.” Sustainability 15 (3): 1820. https://doi.org/10.3390/su15031820.

Vanajith, V, Susan G Daniel, S Rugma, and M Dhanya. 2021. “Monitoring Drought Using Multispectral Remote Sensing – A Case Study.” IOP Conference Series: Materials Science and Engineering 1145 (1): 012086. https://doi.org/10.1088/1757-899X/1145/1/012086.

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. https://doi.org/10.3390/rs13183778.