Publication | Symposium on Simulation for Architecture and Urban Design 2017
An Investigation of Generative Design for Heating, Ventilation, and Air-Conditioning
Abstract
An Investigation of Generative Design for Heating, Ventilation, and Air-Conditioning
Justin Berquist, Alex Tessier, Azam Khan, William O’Brien, Ramtin Attar
Symposium on Simulation for Architecture and Urban Design 2017
Energy consumption in buildings contribute to 41% of global carbon dioxide emissions through electricity and heat production, making the design of mechanical systems in buildings of paramount importance. Industry practice for design of mechanical systems is currently limited in the conceptual design phase, often leading to sub-optimal designs. By using Generative Design (GD), many design options can be created, optimized and evaluated, based on system energy consumption and life-cycle cost (LCC). By combining GD for Architecture with GD for HVAC, two areas of building design can be analyzed and optimized simultaneously, resulting in novel designs with improved energy performance. This paper presents GD for HVAC, a Matlab code developed to create improved zone level mechanical systems for improved energy efficiency. Through experiments, GD methodologies are explored and their applicability and effect on building HVAC design is evaluated.
Download publicationRelated Resources
2022
Evolving Through the Looking Glass: Learning Improved Search Spaces with Variational Autoencoders.Nature has spent billions of years perfecting our genetic…
2015
Digital Campus Innovation Project: Integration of Building Information Modelling with Building Performance Simulation and Building DiagnosticsBuilding Information Modelling (BIM) has emerged as a powerful…
2020
Memory-Based Graph NetworksGraph neural networks (GNNs) are a class of deep models that operate…
2022
Systems Design and SimulationPredictive models of complex systems will require a more scalable,…
Get in touch
Something pique your interest? Get in touch if you’d like to learn more about Autodesk Research, our projects, people, and potential collaboration opportunities.
Contact us