This inherent low-exergy design directly counteracts the primary drivers of UHI intensity, thereby creating a critical link between high-performance building design and cooler urban microclimates [2]. Consequently, given the challenges posed by climate-related issues, enhancing the resilience of the buildings has become increasingly important [3].
This paper aims to explore the effectiveness and optimization methods of passive design for the typical high-rise apartment retrofit in Philadelphia, considering the dynamic effects of energy consumption, thermal comfort, and future climate scenarios.

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Passive design strategies in architecture make a building more sustainable and site-relevant. Explore the strategies ...

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s the demand for housing continues to grow, urban development strategies have increasingly focused on high-rise and high-density apartment complexes to maximize land-use efficiency. Recently, apartment complexes have been planned to be high-rise and dense, which is worsening the microclimate and increasing building energy consumption.

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In this context, datasets represent critical climate data for energy predictions, divided into simulation-based and observational-based categories, whereas tools refer to the software and platforms utilized to simulate and assess the interactions between microclimates and energy systems.