The aims of the research are:
- to characterize building types and their operation according to IPCC energy use and greenhouse gas emission scenarios
- to select future weather from climate models from the IPCC latest report
- to develop a new weather 'morphing' technique
- to develop a radically new space allocation generative design algorithm to produce alternative buildings
- to develop a novel ensemble neural network as a surrogate method to dynamic simulation
- to develop a new statistical model that quantifies the uncertainties associated with climate predictions and building operation
- to generate future weather and buildings datasets using the developed algorithms
- to analyze the datasets using the developed statistical model
- to realize new building guidelines from the analysis results of the dataset
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