| id |
caadria2020_035 |
| authors |
Pereira, Inês, Belém, Catarina and Leitão, António |
| year |
2020 |
| title |
Escaping Evolution - A Study on Multi-Objective Optimization |
| source |
D. Holzer, W. Nakapan, A. Globa, I. Koh (eds.), RE: Anthropocene, Design in the Age of Humans - Proceedings of the 25th CAADRIA Conference - Volume 1, Chulalongkorn University, Bangkok, Thailand, 5-6 August 2020, pp. 295-304 |
| doi |
https://doi.org/10.52842/conf.caadria.2020.1.295
|
| summary |
The architectural field is currently experiencing a paradigm shift towards a more environmentally-aware design process. In this new paradigm, known as Performance-Based Design (PBD), building performance emerges as a guiding principle. Unfortunately, PBD entails several problems, for instance, building design is often associated with the simultaneous assessment of multiple performance criteria, which dramatically increases the complexity of the problem. In this vein, recent works claim that coupling optimization tools with PBD approaches allows for more efficient and optima-oriented strategies. This approach, known as Algorithmic Optimization, is based on the use of an optimization tool combined with a parametric model of a design to iteratively generate more efficient design alternatives. This paper focus on evaluating and comparing different classes of Multi-Objective Optimization (MOO) algorithms, namely, metaheuristics and model-based ones. In addition, in order to try to better understand the algorithms' suitability to different optimization problems, this research analyses two different MOO design problems. |
| keywords |
Performance-Based Design; Algorithmic Optimization; Multi-Objective Optimization |
| series |
CAADRIA |
| email |
|
| full text |
 file.pdf (3,355,466 bytes) |
| references |
Content-type: text/plain
|
Belém, C and Leit?o, A (2018)
 From Design to Optimized Design: An Algorithmic-Based Approach
, Proceedings of the 36th eCAADe Conference, pp. 549-558
|
|
|
|
|
Evins, R, Pointer, P and Vaidyanathan, R (2011)
Multi-Objective Optimisation of the Configuration and Control of a Double-Skin Facade
, Proceedings of the 12th Conference of International Building Performance Simulation Association, pp. 1343-1350
|
|
|
|
|
Evins, R (2013)
A Review of Computational Optimisation Methods a Applied to Sustainable Building Design
, Renewable and Sustainable Energy Reviews, 22, pp. 230-245
|
|
|
|
|
Hamdy, M, Nguyen, AT and Hensen, JL (2016)
Performance Comparison of Multi-objective Optimization Algorithms for Solving Nearly-Zero-Energy-Building Design Problems
, Energy & Buildings, 121, pp. 57-71
|
|
|
|
|
Khazaii, J (2016)
Advanced Decision Making for HVAC Engineers: Creating Energy Efficient Smart Buildings
, Springer
|
|
|
|
|
Kolarevic, B and Malkawi, A (2005)
Performative Architecture: Beyond Instrumentality
, Spon Press
|
|
|
|
|
Nguyen, AT, Reiter, S and Rigo, P (2014)
A Review on Simulation-Based Optimization Methods Applied to Building Performance Analysis
, Applied Energy, 113, pp. 1043-1058
|
|
|
|
|
Pereira, I, Belém, C and Leit?o, A (2019)
Optimizing Exhibition Spaces: A Multi-Objective Approach
, Proceedings of the 37th eCAADe Conference, pp. 53-62
|
|
|
|
|
Shi, X, Tian, Z, Chen, W, Si, B and Jin, X (2016)
A Review on Building Energy Efficient Design Optimization From the Perspective of Architects
, Renewable and Sustainable Energy Reviews, 65, pp. 872-884
|
|
|
|
|
While, L, Hingston, P, Barone, L and Huband, S (2006)
A Faster Algorithm for Calculating Hypervolume
, IEEE Transactions on Evolutionary Computation, 10(1), pp. 29-38
|
|
|
|
|
Wolpert, D and Macready, W (1997)
No Free Lunch Theorems for Optimization
, IEEE Transactions on Evolutionary Computation, 1, pp. 67-82
|
|
|
|
|
Wortmann, T and Nannicini, G (2016)
Black-Box Optimization Methods for Architectural Design
, Proceedings of the CAADRIA Conference, pp. 177-186
|
|
|
|
|
Wortmann, T, Costa, A, Nannicini, G and Schroepfer, T (2015)
Advantages of Surrogate Models for Architectural Design Optimization
, Artificial Intelligence for Engineering Design Analysis and Manufacturing, 29, pp. 471-481
|
|
|
|
|
Wortmann, T (2017)
Opossum: Introducing and Evaluating a Model-based Optimization Tool for Grasshopper
, Proceedings of the CAADRIA Conference, pp. 283-292
|
|
|
|
| last changed |
2022/06/07 08:00 |
|
