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Full-Text Articles in Architecture
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 …
Walkability Of Suburban Retrofits Of The Washington Dc Area: Immersion Into Qualitative Constructs, David Sweere
Walkability Of Suburban Retrofits Of The Washington Dc Area: Immersion Into Qualitative Constructs, David Sweere
Architecture Undergraduate Honors Theses
The majority of the United States population is living in the suburbs, and yet the suburban built fabric has developed with spatial conditions that have failed to prove their efficacy on environmental, social or economic terms. Most contemporary architectural and urban theorists agree that the suburban condition is inherently problematic. In a 2010 Ted Talk, architect and urban designer Ellen Dunham-Jones discusses the problematic state of the suburban built condition, citing dependence on the vehicle, sparseness of built form, environmental costs, transportation costs, and even increased obesity rates (Dunham-Jones 2010). Because the suburbs comprise the majority of our “urbanized” areas …