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A genetic algorithm-based design model to provide reduced risk areas for housing interiors

Seniye Banu Garip (Department of Interior Architecture, Faculty of Architecture, Istanbul Technical University, Istanbul, Turkey, and)
Orkan Zeynel Güzelci (Department of Interior Architecture, Faculty of Architecture, Istanbul Technical University, Istanbul, Turkey, and)
Ervin Garip (Department of Interior Architecture, Faculty of Architecture, Istanbul Technical University, Istanbul, Turkey, and)
Serkan Kocabay (Architectural Design Computing Program, Graduate School, Istanbul Technical University, Istanbul, Turkey)

Construction Innovation

ISSN: 1471-4175

Article publication date: 28 March 2023

Issue publication date: 9 January 2024

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Abstract

Purpose

This study aims to present a novel Genetic Algorithm-Based Design Model (GABDM) to provide reduced-risk areas, namely, a “safe footprint,” in interior spaces during earthquakes. This study focuses on housing interiors as the space where inhabitants spend most of their daily lives.

Design/methodology/approach

The GABDM uses the genetic algorithm as a method, the Nondominated Sorting Genetic Algorithm II algorithm, and the Wallacei X evolutionary optimization engine. The model setup, including inputs, constraints, operations and fitness functions, is presented, as is the algorithmic model’s running procedure. Following the development phase, GABDM is tested with a sample housing interior designed by the authors based on the literature related to earthquake risk in interiors. The implementation section is organized to include two case studies.

Findings

The implementation of GABDM resulted in optimal “safe footprint” solutions for both case studies. However, the results show that the fitness functions achieved in Case Study 1 differed from those achieved in Case Study 2. Furthermore, Case Study 2 has generated more successful (higher ranking) “safe footprint” alternatives with its proposed furniture system.

Originality/value

This study presents an original approach to dealing with earthquake risks in the context of interior design, as well as the development of a design model (GABDM) that uses a generative design method to reduce earthquake risks in interior spaces. By introducing the concept of a “safe footprint,” GABDM contributes explicitly to the prevention of earthquake risk. GABDM is adaptable to other architectural typologies that involve footprint and furniture relationships.

Keywords

Acknowledgements

This study is a part of the research project titled “Determining Design Criteria for Reducing Earthquake Risks in Housing Interiors and Developing a Design Model Defining Reduced Risk Areas” funded by TUBITAK (The Scientific and Technological Research Council of Turkey) under project number 221M188.

Citation

Garip, S.B., Güzelci, O.Z., Garip, E. and Kocabay, S. (2024), "A genetic algorithm-based design model to provide reduced risk areas for housing interiors", Construction Innovation, Vol. 24 No. 1, pp. 49-66. https://doi.org/10.1108/CI-12-2022-0334

Publisher

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Emerald Publishing Limited

Copyright © 2023, Emerald Publishing Limited

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