Abstract
We present a developmental genotype-phenotype growth process, or embryogeny, which is used to evolve, in silico, efficient three-dimensional structures that exhibit real-world architectural performance. The embryogeny defines a sequential assembly of architectural components within a three-dimensional volume, and indirectly establishes a regulatory network of components based on the principles of gene regulation. The implicitly regulated phenotypes suggest advances for the automatic design of physical structures, by improving scalability of the genotype encoding and embedding real-world constraints. We demonstrate that our model can evolve novel, yet efficient, architectural structures which exhibit emergent shape, topology and material distribution. Finally, we compare evolved structures against a "hand-coded" solution to illustrate that our model produces competitive results without prior knowledge of the design solution or direct human guidance.
Original language | English |
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Title of host publication | GECCO'12 - Proceedings of the 14th International Conference on Genetic and Evolutionary Computation |
Publisher | ACM |
Pages | 569-576 |
Number of pages | 8 |
ISBN (Print) | 9781450311779 |
DOIs | |
Publication status | Published - 7 Jul 2012 |
Externally published | Yes |
Event | 14th International Conference on Genetic and Evolutionary Computation, GECCO'12 - Philadelphia, PA, United States Duration: 7 Jul 2012 → 11 Jul 2012 |
Conference
Conference | 14th International Conference on Genetic and Evolutionary Computation, GECCO'12 |
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Country/Territory | United States |
City | Philadelphia, PA |
Period | 7/07/12 → 11/07/12 |
Keywords
- architectural design
- artificial embryogeny
- computational design synthesis
- morphogenetic engineering
- self-organization