Multicriteria optimisation of the building arrangement with application of numerical simulation

Klemm, K.; Marks, Wojciech; Klemm, Agnieszka J.

doi:10.1016/s0360-1323(99)00046-3

Cited by 22 publications

(7 citation statements)

References 3 publications

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“…In 2000, Klemm et al [96] showed a pioneer effort in surrogate-based optimization by applying a polynomial regression method on CFD simulation results to derive explicit analytic objective functions, then optimizing them using a simple deterministic optimization method. Magnier and Haghighat [27] used TRNSYS simulations to train an ANN, then used the trained -validated ANN to couple with the GA to optimize thermal comfort and energy consumption.…”

Section: Optimization Of Computationally Expensive Modelsmentioning

confidence: 99%

A review on simulation-based optimization methods applied to building performance analysis

2014

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Recent progress in computer science and stringent requirements of the design of "greener" buildings put forwards the research and applications of simulation-based optimization methods in the building sector. This paper provides an overview on this subject, aiming at clarifying recent advances and outlining potential challenges and obstacles in building design optimization. Key discussions are focused on handling discontinuous multi-modal building optimization problems, the performance and selection of optimization algorithms, multi-objective optimization, the application of surrogate models, optimization under uncertainty and the propagation of optimization techniques into real-world design challenges. This paper also gives bibliographic information on the issues of simulation programs, optimization tools, efficiency of optimization methods, and trends in optimization studies. The review indicates that future researches should be oriented towards improving the efficiency of search techniques and approximation methods (surrogate models) for largescale building optimization problems; and reducing time and effort for such activities. Further effort is also required to quantify the robustness in optimal solutions so as to improve building performance stability.

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Section: Optimization Of Computationally Expensive Modelsmentioning

confidence: 99%

A review on simulation-based optimization methods applied to building performance analysis

2014

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“…The first typology of meta-models, little used in BP S, is the polynomial approximation of the cost functions [27]. Both full second (P ol 2 ) and third order (P ol 3 ) polynomial approximations have been developed in Matlab:…”

Section: Polynomial Approximationmentioning

confidence: 99%

“…• Functional Approximation: when an explicit expression of the BP S is constructed starting from the building simulation results and used together with EA (a.k.a. meta-model or surrogate model approximation) [27][28][29][30][31][32][33][34].…”

Section: Introductionmentioning

confidence: 99%

On the performance of meta-models in building design optimization

2018

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“…Modelos Conceituais são aqueles que auxiliam a busca de inferências e analogias criativas através de princípios conceituais, buscando facilitar os processos cognitivos. (SAATY, 1991) também busca auxiliar os processos de decisão através da ponderação de critérios e sua aplicação à arquitetura foi proposta em vários trabalhos (BOSE e CHAKBRABARTI, 2003;KLEMN et al, 2000;DETONI, 1996).…”

Section: Categorização De Modelosunclassified

Esboços e modelos como ferramentas úteis no projeto arquitetônico na fase de concepção: contribuições da psicologia cognitiva e da abordagem BIM

Kiatake

Petreche

Fereira

2011

PARC Pesq. em Arquit. e Constr.

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A partir da definição das formas de representação como instrumentos mediadores da criação, conceitua-se projeto como uma atividade essencialmente criativa e dependente de processamentos complexos de representações da mente. Os avanços tecnológicos têm permitido o uso de ferramentas inovadoras de auxílio ao processo de projeto também na fase de concepção. Este artigo discute essas ferramentas e faz uma classificação dos tipos de instrumentos voltados ao suporte do projeto arquitetônico, focando especialmente a fase de concepção, onde a atividade projetual depende não apenas da representação gráfica como também de conteúdos conceituais.

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Multicriteria optimisation of the building arrangement with application of numerical simulation

Cited by 22 publications

References 3 publications

A review on simulation-based optimization methods applied to building performance analysis

A review on simulation-based optimization methods applied to building performance analysis

On the performance of meta-models in building design optimization

Esboços e modelos como ferramentas úteis no projeto arquitetônico na fase de concepção: contribuições da psicologia cognitiva e da abordagem BIM

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