A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
An interactive expert system for daylighting design exploration
Abstract Architects increasingly use digital tools during the design process, particularly as they approach such complex problems as designing for successful daylighting performance. However, while simulation tools may provide the designer with valuable information, they do not necessarily guide the user toward design changes which will improve performance. This paper proposes an interactive, goal-based expert system for daylighting design, intended for use during the early design phases. The expert system consists of two major components: a daylighting knowledge-base which contains information regarding the effects of a variety of design conditions on resultant daylighting performance, and a fuzzy rule-based decision-making logic which is used to determine those design changes most likely to improve performance for a given design. The system gives the user the ability to input an initial model and a set of daylighting performance goals in the form of illuminance and daylighting-specific glare metrics. The system acts as a “virtual daylighting consultant,” guiding the user toward improved performance while maintaining the integrity of the original design and of the design process itself. Two sets of case studies are presented: first, a comparison of the expert system results to high performing benchmark designs generated with a genetic algorithm; and second, an evaluation of the expert system performance based on varying levels of esthetic constraints. The results of these case studies indicate that the expert system is successful at finding designs with improved performance for a variety of initial geometries and daylighting performance goals.
Highlights ► An interactive expert system tool for designing with daylighting was developed. ► The system works towards user-defined glare and illuminance goals in a 3d model. ► The system performed similarly to a genetic algorithm in several case studies.
An interactive expert system for daylighting design exploration
Abstract Architects increasingly use digital tools during the design process, particularly as they approach such complex problems as designing for successful daylighting performance. However, while simulation tools may provide the designer with valuable information, they do not necessarily guide the user toward design changes which will improve performance. This paper proposes an interactive, goal-based expert system for daylighting design, intended for use during the early design phases. The expert system consists of two major components: a daylighting knowledge-base which contains information regarding the effects of a variety of design conditions on resultant daylighting performance, and a fuzzy rule-based decision-making logic which is used to determine those design changes most likely to improve performance for a given design. The system gives the user the ability to input an initial model and a set of daylighting performance goals in the form of illuminance and daylighting-specific glare metrics. The system acts as a “virtual daylighting consultant,” guiding the user toward improved performance while maintaining the integrity of the original design and of the design process itself. Two sets of case studies are presented: first, a comparison of the expert system results to high performing benchmark designs generated with a genetic algorithm; and second, an evaluation of the expert system performance based on varying levels of esthetic constraints. The results of these case studies indicate that the expert system is successful at finding designs with improved performance for a variety of initial geometries and daylighting performance goals.
Highlights ► An interactive expert system tool for designing with daylighting was developed. ► The system works towards user-defined glare and illuminance goals in a 3d model. ► The system performed similarly to a genetic algorithm in several case studies.
An interactive expert system for daylighting design exploration
Gagne, Jaime M.L. (author) / Andersen, Marilyne (author) / Norford, Leslie K. (author)
Building and Environment ; 46 ; 2351-2364
2011-05-18
14 pages
Article (Journal)
Electronic Resource
English
An interactive expert system for daylighting design exploration
| Online Contents | 2011
An interactive expert system for daylighting design exploration
| British Library Online Contents | 2011
| British Library Online Contents | 2013