Neurally Imprinted Stable Vector Fields

Andre Lemme, Klaus Neumann, Felix Reinhart, Jochen J. Steil · PUB – Publications at Bielefeld University (Bielefeld University) · 2013

Abstract. We present a novel learning scheme to imprint stable vector fields into Extreme Learning Machines (ELMs). The networks represent movements, where asymptotic stability is incorporated through constraints derived from Lyapunov stability theory. We show that our approach suc-cessfully performs stable and smooth point-to-point movements learned from human handwriting movements. 1

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