Title :
Redundancy creates opportunity in developmental representations
Author :
Schramm, Lisa ; Jin, Yaochu ; Sendhoff, Bernhard
Author_Institution :
Tech. Univ. Darmstadt, Darmstadt, Germany
Abstract :
This paper investigates the influence of redundancy on the evolutionary performance of a gene regulatory network governing a cellular growth process. Redundancy is believed to play a key role in robustness and evolvability of biological systems. We use a cellular model controlled by a gene regulatory network to evolve elongated morphologies. We show that removing the redundancy in the genome during the evolution decreases the performance of the evolution strategy. A comparing run with few parameters and therefore no redundancy performs worst, which supports the hypothesis that redundancy improves evolvability.
Keywords :
artificial organs; biology; cellular biophysics; evolution (biological); evolutionary computation; genomics; redundancy; biological system; cellular growth process; developmental representation; evolutionary performance; gene regulatory network; Biological system modeling; Computational modeling; Evolution (biology); Genetics; Redundancy; Robustness;
Conference_Titel :
Artificial Life (ALIFE), 2011 IEEE Symposium on
Conference_Location :
Paris
Print_ISBN :
978-1-61284-062-8
DOI :
10.1109/ALIFE.2011.5954649