Title :
Toward an integrated biomimetic model of reaching
Author :
Caligiore, Daniele ; Parisi, Domenico ; Baldassarre, Gianluca
Author_Institution :
Consiglio Nazionale delle Ricerche, Rome
Abstract :
One of the most influential principles of motor development theory, the circular-reaction hypothesis, states that infants perform exploratory movements to acquire efferent-reafferent associations later used to perform goal directed behavior. All models proposed so far to specify this principle lack biological plausibility under some respects. This work proposes a model that starts to overcome these limitations. In particular, the model aims to show that overcoming such limitations in an integrated fashion can shed new light on so-far overlooked phenomena of motor development. This goal is pursed by showing how the model develops biologically plausible connections and movement smoothing mechanisms as emergent outcomes of the interplay between its various biologically-plausible features: a dynamic arm with realistic parameters, an equilibrium-point muscle model, a leaky-neuron neural controller based on population codes, and a Hebb learning rule.
Keywords :
Hebbian learning; biological techniques; biomimetics; neurocontrollers; Hebb learning rule; biological plausibility; biologically-plausible feature; circular-reaction hypothesis; dynamic arm; efferent-reafferent association; equilibrium-point muscle model; exploratory movement; integrated biomimetic model; leaky-neuron neural controller; motor development theory; movement smoothing mechanism; population code; reaching; Biological information theory; Biological system modeling; Biomimetics; Brain modeling; Laboratories; Muscles; Neurons; Organisms; Pediatrics; Stability; EP; Hebb; Sensorimotor coordination; dynamic arm; equilibrium point; motor babbling; muscle; reaching;
Conference_Titel :
Development and Learning, 2007. ICDL 2007. IEEE 6th International Conference on
Conference_Location :
London
Print_ISBN :
978-1-4244-1116-0
Electronic_ISBN :
978-1-4244-1116-0
DOI :
10.1109/DEVLRN.2007.4354037