Evaluation of built environment energy demand is necessary in light of global projections of urban expansion. Of particular concern are rapidly expanding urban areas in environments where consumption requirements for cooling are excessive. Here, we simulate urban air conditioning (AC) electric consumption for several extreme heat events during summertime over a semiarid metropolitan area with the Weather Research and Forecasting (WRF) model coupled to a multilayer building energy scheme. Observed total load values obtained from an electric utility company were split into two parts, one linked to meteorology (i.e., AC consumption) which was compared to WRF simulations, and another to human behavior. WRF-simulated non-dimensional AC consumption profiles compared favorably to diurnal observations in terms of both amplitude and timing. The hourly ratio of AC to total electricity consumption accounted for ~53% of diurnally averaged total electric demand, ranging from ~35% during early morning to ~65% during evening hours. Our work highlights the importance of modeling AC electricity consumption and its role for the sustainable planning of future urban energy needs. Finally, the methodology presented in this article establishes a new energy consumption-modeling framework that can be applied to any urban environment where the use of AC systems is prevalent.

Cities are experiencing rapid warming due to the urban heat island (UHI) effect, which causes the city center to have higher air temperatures than the surrounding rural areas. This dissertation studies the effects of building design on the surrounding environment, particularly for heat release.The first paper in this dissertation (Chapter 2) quantifies the anthropogenic heat emissions from buildings and focuses on an archetype office building, the study is considering four U.S. cities with different climates. The results demonstrate that the building envelope is the main contributor to heat emission from a building, accounting for over 60% of the total heat emission in all cities for four-story buildings. Additionally, the study finds that substituting bare terrain with a constructed building increases sensed heat by more than 70% in all cities and building heights. The second paper (Chapter 3) of this dissertation identifies the key design variables that affect heat emissions and energy consumption in buildings. The study considers 15 U.S. cities that represents all 15 climate zones as defined by American Society of Heating, Refrigerating and Air-Conditioning Engineers (ASHRAE). 10 design variables known for their impacts on energy consumption were identified via a literature review and used in the analysis. The results show that the window-to-wall ratio (WWR) consistently has a strong correlation with energy consumption in all climate zones. Roof and wall solar reflectance variables showed a very strong correlation with heat emissions from a building. The final paper of this dissertation (Chapter 4) presents the results of a survey distributed to experts in the architectural field, to evaluate the importance of different design variables that are related to heat emission and energy consumption. The survey also assessed the importance of considering heat emission as a design criterion during the design process when compared to energy consumption. These survey results provide new insights into how heat emission can be incorporated into the early design process. The dissertation then highlights the difference found via the survey results from the expert with the simulation results to identify the key design variable that relates to both heat emission and energy consumption.