Yasuto Nishiwaki, Naoki Mukosaka, Ivan Tanev, Katsunori Shimohara
Available Online 1 September 2015.
Epigenetic Programming, Genetic Programming, Epigenesis, Histone
We present the results of our work on epigenetic programming (EP) and its application to navigation of mobile cleaning robot. We verify the effect of genetic switches and the feasibility of incorporating histones. The results show individuals applying Lamarckian EP have better quality and evolve faster than those in canonical genetic programming. Such an improved computational effort of evolution, however, is achieved at the cost of somehow decreased computational performance due to the additional overhead of manipulating the genetic switches. Our work could be seen as a verification of the accelerating effect of histones on adaptation and evolution in nature.
© 2013, the Authors. Published by ALife Robotics Corp. Ltd.
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).