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Sequence Generation in Dynamic Field Theory

 

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  • Product Description
 

A neural dynamics that controls behavior of an embodied agent has to be coupled through sensory-motor systems to a real-world environment. Thus, temporal continuity and gradedness of the dynamics of the perceptual, motor, and cognitive processes is to be considered. In theface of the inherent variability of these processes, stability is a necessary property of the behaviorally relevant neural states. But stability is in conflict withsequentiality, because transitions from one action to the next one requirethat a neural state decays and gives way to the nextrelevant neural state. In my doctoral thesis, I propose a mechanism that solves the problem of the stability vs. sequentialitytrade-off in a model based on Dynamic Neural Fields. Robotic implementations of the model demonstrate howsequences of actions may be acquired from sensory input and then produced in an unknown environment. The sequence generation model may also be used to increaseautonomy of neural-dynamic cognitive architectures. Overall, thiswork presents first steps towards elaboration of aneural-dynamic architecture that controls autonomous behavior of an embodied agent.

Product Specifications
SKU :COC83591
AuthorYulia Sandamirskaya
LanguageEnglish
BindingPaperback
Number of Pages148
Publishing Year2011-02-22T00:00:00.000
ISBN978-3838124728
Edition1 st
Book TypeAerospace & aviation technology
Country of ManufactureIndia
Product BrandSüdwestdeutscher Verlag für Hochschulschriften
Product Packaging InfoBox
In The Box1 Piece
Product First Available On ClickOnCare.com2015-10-08 00:00:00