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Optimizing layout using spatial quality metrics and user preferences
- Source :
- Recercat. Dipósit de la Recerca de Catalunya, instname
- Publisher :
- Elsevier
-
Abstract
- Computational design is one of the most common tasks of immersive computer graphics projects, such as games, virtual reality and special effects. Layout planning is a challenging phase of architectural design, which requires optimization across several conflicting criteria. We present an interactive layout solver that assists designers in layout planning by recommending personalized space arrangements based on architectural guidelines and user preferences. Initialized by the designers high-level requirements, an interactive evolutionary algorithm is used to converge on an ideal layout by exploring the space of potential solutions. The major contributions of our proposed approach are addressing subjective aspects of the design to generate personalized layouts; and the development of a genetic algorithm with a multi-parental recombination method that improves the chance of generating higher quality offspring. We demonstrate the ability of our method to generate feasible floor plans which are satisfactory, based on spatial quality metrics and designers taste. The results show that the presented framework can measurably decrease planning complexity by producing layouts which exhibit characteristics of human-made design.
- Subjects :
- Computer science
media_common.quotation_subject
0211 other engineering and technologies
Evolutionary algorithm
02 engineering and technology
Space (commercial competition)
Virtual reality
Interactive systems
Computer graphics
Layout planning
Human–computer interaction
Genetic algorithm
0202 electrical engineering, electronic engineering, information engineering
Quality (business)
Simulation
021106 design practice & management
media_common
Ideal (set theory)
Personalization
020207 software engineering
Solver
Computer Graphics and Computer-Aided Design
Modeling and Simulation
Architectural modeling
Geometry and Topology
Software
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Recercat. Dipósit de la Recerca de Catalunya, instname
- Accession number :
- edsair.doi.dedup.....da751c50a904f34116427e52270bf98e