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An adaptive robot motivational system

Publication ,  Journal Article
Konidaris, G; Barto, A
Published in: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
January 1, 2006

We present a robot motivational system design framework. The framework represents the underlying (possibly conflicting) goals of the robot as a set of drives, while ensuring comparable drive levels and providing a mechanism for drive priority adaptation during the robot's lifetime. The resulting drive reward signals are compatible with existing reinforcement learning methods for balancing multiple reward functions. We illustrate the framework with an experiment that demonstrates some of its benefits. © Springer-Verlag Berlin Heidelberg 2006.

Duke Scholars

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

January 1, 2006

Volume

4095 LNAI

Start / End Page

346 / 356

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences
 

Citation

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Konidaris, G., & Barto, A. (2006). An adaptive robot motivational system. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 4095 LNAI, 346–356. https://doi.org/10.1007/11840541_29
Konidaris, G., and A. Barto. “An adaptive robot motivational system.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 4095 LNAI (January 1, 2006): 346–56. https://doi.org/10.1007/11840541_29.
Konidaris G, Barto A. An adaptive robot motivational system. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2006 Jan 1;4095 LNAI:346–56.
Konidaris, G., and A. Barto. “An adaptive robot motivational system.” Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 4095 LNAI, Jan. 2006, pp. 346–56. Scopus, doi:10.1007/11840541_29.
Konidaris G, Barto A. An adaptive robot motivational system. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2006 Jan 1;4095 LNAI:346–356.

Published In

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

DOI

EISSN

1611-3349

ISSN

0302-9743

Publication Date

January 1, 2006

Volume

4095 LNAI

Start / End Page

346 / 356

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 46 Information and computing sciences