Research output: Chapter in Book/Report/Conference proceeding › Chapter (peer-reviewed) › peer-review
Conservation of matter increases evolutionary activity. / Hickinbotham, Simon John; Stepney, Susan.
European Conference on Artificial Life 2015. MIT Press, 2015. p. 98-105.Research output: Chapter in Book/Report/Conference proceeding › Chapter (peer-reviewed) › peer-review
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TY - CHAP
T1 - Conservation of matter increases evolutionary activity
AU - Hickinbotham, Simon John
AU - Stepney, Susan
PY - 2015
Y1 - 2015
N2 - We explore the hypothesis that adding conservation of matter to an artificial life system can increase its evolutionary activity, through experiments with the Stringmol artificial chemistry. Our first experiment examines the effect of varying the number of opcodes and finds a concentration which maximises the evolutionary activity of the system. The second experiment searches for the optimum relative concentrations of opcodes that maximises evolutionary activity: it finds increased evolutionary activity, a high diversity of opcode concentrations in each search run, and a different configuration of concentrations in separate search runs. The third experiment investigates the need for low concentrations of opcodes in high evolutionary activity, and finds that evolutionary activity decreases when more of these particular opcodes are provided. We conclude that conservation of matter provides an important evolutionary pressure that can lead to more diversity and more evolutionary activity, and is therefore a desirable property for experiments in evolving ALife systems.
AB - We explore the hypothesis that adding conservation of matter to an artificial life system can increase its evolutionary activity, through experiments with the Stringmol artificial chemistry. Our first experiment examines the effect of varying the number of opcodes and finds a concentration which maximises the evolutionary activity of the system. The second experiment searches for the optimum relative concentrations of opcodes that maximises evolutionary activity: it finds increased evolutionary activity, a high diversity of opcode concentrations in each search run, and a different configuration of concentrations in separate search runs. The third experiment investigates the need for low concentrations of opcodes in high evolutionary activity, and finds that evolutionary activity decreases when more of these particular opcodes are provided. We conclude that conservation of matter provides an important evolutionary pressure that can lead to more diversity and more evolutionary activity, and is therefore a desirable property for experiments in evolving ALife systems.
U2 - 10.7551/978-0-262-33027-5-ch024
DO - 10.7551/978-0-262-33027-5-ch024
M3 - Chapter (peer-reviewed)
SN - 9780262330275
SP - 98
EP - 105
BT - European Conference on Artificial Life 2015
PB - MIT Press
ER -