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A Modeling Framework For Urban Growth Prediction Using Remote Sensing And Video Prediction Technologies: A Time-Dependent Convolutional Encoder-Decoder Architecture, Ahmed Hassan Jaad
A Modeling Framework For Urban Growth Prediction Using Remote Sensing And Video Prediction Technologies: A Time-Dependent Convolutional Encoder-Decoder Architecture, Ahmed Hassan Jaad
Civil and Environmental Engineering Theses and Dissertations
Studying the growth pattern of cities/urban areas has received considerable attention during the past few decades. The goal is to identify directions and locations of potential growth, assess infrastructure and public service requirements, and ensure the integration of the new developments with the existing city structure. This dissertation presents a novel model for urban growth prediction using a novel machine learning model. The model treats successive historical satellite images of the urban area under consideration as a video for which future frames are predicted. A time-dependent convolutional encoder-decoder architecture is adopted. The model considers as an input a satellite image …
Perform + Function: A Proposal For A Healthy Public Housing Community, Brandon M. Harvey
Perform + Function: A Proposal For A Healthy Public Housing Community, Brandon M. Harvey
Masters Theses
PERFORM+FUNCTION: Proposal for A Healthy Public Housing Community
Architecture exists in Place, the integrated context of both the built and natural environments, including socio-economic, cultural, and political climates that influence our growth, development, and survival. As architecture necessitates around human purposes, it is important that architecture is built for and sited in an environment compatible for human well-being. My thesis focuses on human habitation and its immediate relationship with human health, assessing the performance and functionality of Place that have an impact on human health. Using public housing as the vehicle of my investigation, I will seek the appropriate application …