A generative design system based on evolutionary and mathematical functions

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Reference

John Frazer, Tang Mingxi, Patrick Janssen, Julia Frazer, Liu Xiyu: A generative design system based on evolutionary and mathematical functions. In: Generative Art 2002.

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Abstract

Previous work by Professor John Frazer on Evolutionary Architecture provides a basis for the development of a system evolving architectural envelopes in a generic and abstract manner. Recent research by the authors has focused on the implementation of a virtual environment for the automatic generation and exploration of complex forms and architectural envelopes based on solid modelling techniques and the integration of evolutionary algorithms, enhanced computational and mathematical models. Abstract data types are introduced for genotypes in a genetic algorithm order to develop complex models using generative and evolutionary computing techniques. Multi-objective optimisation techniques are employed for defining the fitness function in the evaluation process.

Extended Abstract

Bibtex

Used References

[1] Frazer, J. H. (2001) Design Workstation on the Future. Proceedings of the Fourth International Conference of Computer-Aided Industrial Design and Conceptual Design (CAID & CD '2001), International Academic Publishers, Beijing, 2001; 17-23.

[2] Frazer, J. H. (1995) An Evolutionary Architecture. Architectural Association Publications, London, 1995.

[3] Frazer, J. H. (2000) Creative Design and the Generative Evolutionary Paradigm. In P. Bentley ed. Creativity and Design. In press. 2000.

[4] Gerd Fischer (editor), Mathematical Models, Friedr, Vieweg & John Verlagsgesellschaft mbH, Braunschweig, 1986.

[5] Tang, M. X. Knowledge-based design support and inductive learning. PhD Thesis, Department of Artificial Intelligence, University of Edinburgh, 1996.

[6] Tang, M. X. A knowledge-based architecture for intelligent design support. The Knowledge Engineering Review, 1997; 12(4): 387-406.

[7] Peter J. Bentley (1996), Generic evolutionary design of solid objects using a genetic algorithm. Thesis of doctor of philosophy, University of Huddersfield.

[8] Xiyu Liu, Tang M. X. and John H. Frazer (2002) Shape reconstruction by genetic algorithms and artificial neural networks. Proceedings of The 6th world Multi- conference on Systemics, Cybernetics and Informatics (SCI2002).

[9] Foley, J., van Dam, A., Feiner, S., Hughes, J. (1990), Computer Graphics Principles and Practice (Second edition), Addison-Wesley.

[10] Goldberg, D. E., (1989). Genetic Algorithms in Search, Optimisation & Machine Learning. Addison-Wesley.

[11] Frazer, J. H., Frazer, Julia, Liu Xiyu, Tang Ming Xi and Patrick Janssen, “Generative and Evolutionary Techniques for Building Envelope Design, Generative Art, Milan, 2002.


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