References
Arellano, B., and J. Roca. 2021. “REMOTE SENSING AND NIGHT TIME
URBAN HEAT ISLAND.” The International Archives of the
Photogrammetry, Remote Sensing and Spatial Information Sciences
XLIII-B3-2021 (June): 15–22. https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-15-2021.
Assarkhaniki, Zahra, Soheil Sabri, and Abbas Rajabifard. 2021.
“Using Open Data to Detect the Structure and Pattern of Informal
Settlements: An Outset to Support Inclusive SDGs’
Achievement.” Big Earth Data 5 (4): 497–526. https://doi.org/10.1080/20964471.2021.1948178.
Badmos, Olabisi S., Andreas Rienow, Daniel Callo-Concha, Klaus Greve,
and Carsten Jürgens. 2018. “Urban Development in West
AfricaMonitoring and Intensity Analysis of Slum Growth in
Lagos: Linking Pattern and Process.” Remote Sensing 10
(7): 1044. https://doi.org/10.3390/rs10071044.
Chakraborty, T., and X. Lee. 2019. “A Simplified Urban-Extent
Algorithm to Characterize Surface Urban Heat Islands on a Global Scale
and Examine Vegetation Control on Their Spatiotemporal
Variability.” International Journal of Applied Earth
Observation and Geoinformation 74 (February): 269–80. https://doi.org/10.1016/j.jag.2018.09.015.
Cook, Kerry H., Rory G. J. Fitzpatrick, Weiran Liu, and Edward K. Vizy.
2020. “Seasonal Asymmetry of Equatorial East African Rainfall
Projections: Understanding Differences Between the Response of the Long
Rains and the Short Rains to Increased Greenhouse Gases.”
Climate Dynamics 55 (7): 1759–77. https://doi.org/10.1007/s00382-020-05350-y.
Cool Roof Rating Council. n.d. “Urban Heat Island
Mitigation.” http://coolroofs.org/resources/urban-heat-island-mitigation.
Davis, Dylan S., and Kristina Douglass. 2020. “Aerial and
Spaceborne Remote Sensing in African Archaeology: A Review of Current
Research and Potential Future Avenues.” African
Archaeological Review 37 (1): 9–24. https://doi.org/10.1007/s10437-020-09373-y.
De Risi, R., F. Jalayer, F. De Paola, I. Iervolino, M. Giugni, M. E.
Topa, E. Mbuya, A. Kyessi, G. Manfredi, and P. Gasparini. 2013.
“Flood Risk Assessment for Informal Settlements.”
Natural Hazards 69 (1): 1003–32. https://doi.org/10.1007/s11069-013-0749-0.
Duque, Juan C., Jorge E. Patino, Luis A. Ruiz, and Josep E.
Pardo-Pascual. 2015. “Measuring Intra-Urban Poverty Using Land
Cover and Texture Metrics Derived from Remote Sensing Data.”
Landscape and Urban Planning 135 (March): 11–21. https://doi.org/10.1016/j.landurbplan.2014.11.009.
“Economic Growth and Trade | Kenya.” 2023. https://www.usaid.gov/kenya/economic-growth-and-trade.
Elkhrachy, Ismail. 2022. “Flash Flood Water Depth Estimation
Using SAR Images, Digital Elevation Models, and
Machine Learning Algorithms.” Remote
Sensing 14 (3): 440. https://doi.org/10.3390/rs14030440.
“ESA and Climate.” n.d.
https://www.esa.int/Applications/Observing_the_Earth/Space_for_our_climate/ESA_and_climate.
Estrada, Francisco, W. J. Wouter Botzen, and Richard S. J. Tol. 2017.
“A Global Economic Assessment of City Policies to Reduce Climate
Change Impacts.” Nature Climate Change 7 (6): 403–6. https://doi.org/10.1038/nclimate3301.
Fallatah, Ahmad, Simon Jones, and David Mitchell. 2020.
“Object-Based Random Forest Classification for Informal
Settlements Identification in the Middle East: Jeddah a Case
Study.” International Journal of Remote Sensing 41 (11):
4421–45. https://doi.org/10.1080/01431161.2020.1718237.
Gavier-Pizarro, Gregorio I., Tobias Kuemmerle, Laura E. Hoyos, Susan I.
Stewart, Cynthia D. Huebner, Nicholas S. Keuler, and Volker C. Radeloff.
2012. “Monitoring the Invasion of an Exotic Tree (Ligustrum
Lucidum) from 1983 to 2006 with Landsat TM/ETM+ Satellite Data and
Support Vector Machines in Córdoba, Argentina.” Remote
Sensing of Environment, Landsat Legacy Special Issue, 122 (July):
134–45. https://doi.org/10.1016/j.rse.2011.09.023.
Ghorbanzadeh, Omid, Hejar Shahabi, Alessandro Crivellari, Saeid
Homayouni, Thomas Blaschke, and Pedram Ghamisi. 2022. “Landslide
Detection Using Deep Learning and Object-Based Image Analysis.”
Landslides 19 (4): 929–39. https://doi.org/10.1007/s10346-021-01843-x.
GISGeography. 2014. “Image Classification Techniques in Remote
Sensing.” https://gisgeography.com/image-classification-techniques-remote-sensing/.
———. 2017. “Why the Atmospheric Window Matters in Earth
Science.” https://gisgeography.com/atmospheric-window/.
Global Partnership for Result-Based Appraoaches. n.d. “Kenya:
Assessment of Kayole-Soweto Informal Settlement | the Global Partnership
for Results-Based Approaches (GPRBA).” https://www.gprba.org/activities/kayole-soweto-informal-settlement.
Green, Norman. 1957. “Aerial Photographic
Interpretation and the Social Structure of the
City.” PHOTOGRAMMETRIC ENGINEERING.
Harlan, Sharon L., -Barreto Juan H. Declet, William L. Stefanov, and
Diana B. Petitti. 2013. “Neighborhood Effects on Heat Deaths:
Social and Environmental Predictors of Vulnerability in Maricopa County,
Arizona.” Environmental Health Perspectives 121 (2):
197–204. https://doi.org/10.1289/ehp.1104625.
Jensen, J. R. 1986. “Introductory Digital Image Processing: A
Remote Sensing Perspective.” https://www.osti.gov/biblio/5166368.
Li, Dongying, Galen D Newman, Bev Wilson, Yue Zhang, and Robert D Brown.
2022. “Modeling the Relationships Between Historical Redlining,
Urban Heat, and Heat-Related Emergency Department Visits: An Examination
of 11 Texas Cities.” Environment and Planning B: Urban
Analytics and City Science 49 (3): 933–52. https://doi.org/10.1177/23998083211039854.
Li, G., and Q. Weng. 2007. “Measuring the Quality of Life in City
of Indianapolis by Integration of Remote Sensing and Census
Data.” International Journal of Remote Sensing 28 (2):
249–67. https://doi.org/10.1080/01431160600735624.
Matricardi, Eraldo A. T., David L. Skole, Marcos A. Pedlowski, Walter
Chomentowski, and Luis Claudio Fernandes. 2010. “Assessment of
Tropical Forest Degradation by Selective Logging and Fire Using
Landsat Imagery.” Remote Sensing of
Environment 114 (5): 1117–29. https://doi.org/10.1016/j.rse.2010.01.001.
Mulligan, Joe, Jamilla Harper, Pascal Kipkemboi, Bukonola Ngobi, and
Anna Collins. 2017. “Community-Responsive Adaptation to Flooding
in Kibera, Kenya.” Proceedings of the Institution of Civil
Engineers - Engineering Sustainability 170 (5): 268–80. https://doi.org/10.1680/jensu.15.00060.
“Nairobi.” n.d. https://www.c40.org/cities/nairobi/.
“Nairobi Climate Action Plan 2020-2050 Summary Booklet | Nairobi
City County.” 2022. https://nairobi.go.ke/climate-action-plan-2020-2050/.
“Objects and Methods Overview | Google Earth Engine | Google
Developers.” n.d. https://developers.google.com/earth-engine/guides/objects_methods_overview.
Otukei, J. R., and T. Blaschke. 2010. “Land Cover Change
Assessment Using Decision Trees, Support Vector Machines and Maximum
Likelihood Classification Algorithms.” International Journal
of Applied Earth Observation and Geoinformation, Supplement Issue
on "Remote Sensing for Africa A Special
Collection from the African Association for Remote Sensing of the
Environment (AARSE)", 12 (February): S27–31. https://doi.org/10.1016/j.jag.2009.11.002.
Owusu, Maxwell, Monika Kuffer, Mariana Belgiu, Tais Grippa, Moritz
Lennert, Stefanos Georganos, and Sabine Vanhuysse. 2021. “2021
IEEE International Geoscience and Remote Sensing Symposium
IGARSS.” In, 5700–5703. https://doi.org/10.1109/IGARSS47720.2021.9553570.
Pandey, Prem Chandra, Nicholas J. Tate, and Heiko Balzter. 2014.
“Mapping Tree Species in Coastal Portugal Using
Statistically Segmented Principal Component Analysis and
Other Methods.” IEEE Sensors Journal 14
(12): 4434–41. https://doi.org/10.1109/JSEN.2014.2335612.
Patino, Jorge E., and Juan C. Duque. 2013. “A Review of Regional
Science Applications of Satellite Remote Sensing in Urban
Settings.” Computers, Environment and Urban Systems 37
(January): 1–17. https://doi.org/10.1016/j.compenvurbsys.2012.06.003.
Phinn, S., M. Stanford, P. Scarth, A. T. Murray, and P. T. Shyy. 2002.
“Monitoring the Composition of Urban Environments Based on the
Vegetation-Impervious Surface-Soil (VIS) Model by Subpixel
Analysis Techniques.” International Journal of Remote
Sensing 23 (20): 4131–53. https://doi.org/10.1080/01431160110114998.
Prosdocimi, Diogo, and Kelly Klima. 2020. “Health Effects of Heat
Vulnerability in Rio de Janeiro: A Validation Model for Policy
Applications.” SN Applied Sciences 2 (12): 1948. https://doi.org/10.1007/s42452-020-03750-7.
“Record Excess Deaths in UK’s Heatwave Summer.” 2022.
BBC News, October. https://www.bbc.com/news/health-63171417.
Santamouris, M., C. Cartalis, A. Synnefa, and D. Kolokotsa. 2015.
“On the Impact of Urban Heat Island and Global Warming on the
Power Demand and Electricity Consumption of BuildingsA
Review.” Energy and Buildings, Renewable Energy Sources
and Healthy Buildings, 98 (July): 119–24. https://doi.org/10.1016/j.enbuild.2014.09.052.
“Site Suitability Evaluation for Urban
Development Using Remote Sensing, GIS and
Analytic Hierarchy Process (AHP) |
SpringerLink.” n.d.
https://link.springer.com/chapter/10.1007/978-981-10-2107-7_34.
“Site Suitability Evaluation for Urban Development Using Remote
Sensing, GIS and Analytic Hierarchy Process (AHP) |
SpringerLink.” n.d. https://link.springer.com/chapter/10.1007/978-981-10-2107-7_34.
Sriwongsitanon, Nutchanart, Kritsanat Surakit, and Sansarith
Thianpopirug. 2011. “Influence of Atmospheric Correction and
Number of Sampling Points on the Accuracy of Water Clarity Assessment
Using Remote Sensing Application.” Journal of Hydrology
401 (3): 203–20. https://doi.org/10.1016/j.jhydrol.2011.02.023.
StatQuest with Josh Starmer. 2018. “StatQuest: Random Forests Part
1 - Building, Using and Evaluating,” February. https://www.youtube.com/watch?v=J4Wdy0Wc_xQ.
Sultana, Sabiha, and A. N. V. Satyanarayana. 2020. “Assessment of
Urbanisation and Urban Heat Island Intensities Using Landsat Imageries
During 2000 2018 over a Sub-Tropical Indian City.”
Sustainable Cities and Society 52 (January): 101846. https://doi.org/10.1016/j.scs.2019.101846.
Sutton, Paul C. 2003. “A Scale-Adjusted Measure of
‘Urban Sprawl’ Using Nighttime Satellite
Imagery.” Remote Sensing of Environment, Urban
Remote Sensing, 86 (3): 353–69. https://doi.org/10.1016/S0034-4257(03)00078-6.
Team, Investigative Tech. 2020. “The Disappearance of Quitobaquito
Springs: Tracking Hydrologic Change with Google Earth Engine.” https://www.bellingcat.com/resources/2020/10/01/the-disappearance-of-quitobaquito-springs-tracking-hydrologic-change-with-google-earth-engine/.
UN Habitat. n.d. “Kenya: Nairobi Urban Profile |
UN-Habitat.” https://unhabitat.org/kenya-nairobi-urban-profile.
USGS. n.d. “How Do I Use a Scale Factor with
Landsat Level-2 Science Products? |
U.S. Geological Survey.”
https://www.usgs.gov/faqs/how-do-i-use-scale-factor-landsat-level-2-science-products.
Wang, Jianghao, Yong Ge, Gerard B. M. Heuvelink, Chenghu Zhou, and Dick
Brus. 2012. “Effect of the Sampling Design of Ground Control
Points on the Geometric Correction of Remotely Sensed Imagery.”
International Journal of Applied Earth Observation and
Geoinformation 18 (August): 91–100. https://doi.org/10.1016/j.jag.2012.01.001.
WEBER, C., and J. HIRSCH. 1992. “Some Urban Measurements from
SPOT Data: Urban Life Quality Indices.”
International Journal of Remote Sensing 13 (17): 3251–61. https://doi.org/10.1080/01431169208904116.
“What Is Orthorectified Imagery?” n.d. https://www.esri.com/about/newsroom/insider/what-is-orthorectified-imagery/.