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Abstract:
Aiming at the problems of learning waste and computing waste that exist in the cognitive models with fixed structure, and according to the operate conditioning learning characteristics as well as drawing on the affordance theory, a new kind of sensorimotor cognitive model named D-SSCM with the developmental mechanism is established based on the sensorimotor cognitive model with the mechanism of intrinsic motivation. D-SSCM is a fourteen tuple in specific, including discrete learning time set, internal sensible discrete state set, optional motion set, effective output motion space set, affordance relationship set, optional motion space exploration rate set, developmental algorithm and etc. In view of D-SSCM's developmental learning, extended developmental method and algorithm as well as reduced developmental method and algorithm are designed. Model's developmental learning process is defined. Using two-wheeled robot self-balancing task to test this designed model, results show that D-SSCM is with faster learning speed and more stable learning effect. Copyright © 2021 Acta Automatica Sinica. All rights reserved.
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Acta Automatica Sinica
ISSN: 0254-4156
Year: 2021
Issue: 2
Volume: 47
Page: 391-403
Cited Count:
WoS CC Cited Count: 0
SCOPUS Cited Count: 1
ESI Highly Cited Papers on the List: 0 Unfold All
WanFang Cited Count:
Chinese Cited Count:
30 Days PV: 7
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