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Trading Control Intelligence for Physical Intelligence: Muscle Drives in Evolved Virtual Creatures

  • Dan Lessin
    ,
  • Don Fussell
    ,
  • Risto Miikkulainen
Publikation:
Konference artikel i Proceeding eller bog/rapport kapitel
Konferencebidrag i proceedings
Peer-review

Open Access

Resume

Traditional evolved virtual creatures [12] are actuated using
unevolved, uniform, invisible drives at joints between rigid
segments. In contrast, this paper shows how such conven-
tional actuators can be replaced by evolvable muscle drives
that are a part of the creature’s physical structure. Such a
muscle-drive system replaces control intelligence with mean-
ingful morphological complexity. For instance, the experi-
ments in this paper show that control intelligence sufficient
for locomotion or jumping can be moved almost entirely
from the brain into the musculature of evolved virtual crea-
tures.
This design is important for two reasons: First, the con-
trol intelligence is made visible in the purposeful develop-
ment of muscle density, orientation, attachment points, and
size. Second, the complexity that needs to be evolved for the
brain to control the actuators is reduced, and in some cases
can be essentially eliminated, thus freeing brain power for
higher-level functions. Such designs may thus make it pos-
sible to create more complex behavior than would otherwise
be achievable.

Publikation information

Produktionstype

Publikation:
Konference artikel i Proceeding eller bog/rapport kapitel
Konferencebidrag i proceedings
Peer-review

Undertitel på værtspublikation

GECCO '14

Originalsprog

Engelsk

Sider fra-til (Antal sider)

Sider 705-712

Publikationsmilepæle

  • Udgivet - 12/07/2014

Publikationsstatus

Udgivet - 12/07/2014

Udgivelsessted

New York, NY

Forlag

Association for Computing Machinery, USA
978-1-4503-2662-9

Publication IDs

  • Scopus: 84905674549

Titel på værtspublikation

Proceedings of the Genetic and Evolutionary Computation Conference (GECCO) 2014

Metrikker

PlumX, åbner i en ny fane

Antal citationer
19
Hentninger
22