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Primitives for Human Motion: A Dynamical Approach

Del Vecchio, Domitilla and Murray, Richard M. and Perona, Pietro (2002) Primitives for Human Motion: A Dynamical Approach. In: IFAC Proceedings. Vol.35. IFAC , Austria, pp. 25-30. https://resolver.caltech.edu/CaltechAUTHORS:20160930-145845741

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Abstract

Using tools from dynamical systems theory and systems identification theory we develop the study of primitives for human motion which we refer to as movemes. We introduce basic definitions of dynamical independence of linear time-invariant dynamical systems (LTI) and segmentability of signals and we develop classification and segmentation algorithms for two dimensional motions. We test our ideas on data sampled from four human subjects who were engaged in a simple real-life activity including two movemes. Our experiments show that we are able to distinguish between the two movemes and recognize them even when they take place in an activity containing more than one moveme.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.3182/20020721-6-ES-1901.01313DOIPaper
http://www.sciencedirect.com/science/article/pii/S1474667015397342PublisherPaper
ORCID:
AuthorORCID
Murray, Richard M.0000-0002-5785-7481
Perona, Pietro0000-0002-7583-5809
Additional Information:© 2002 IFAC. Funded in part by the NSF Engineering Research Center for Neuromorphic Systems Engineering (CNSE) at Caltech (NSF9402726), and by an NSF National Young Investigator Award to PP (NSF9457618). We thank the people who participated in the experiments.
Funders:
Funding AgencyGrant Number
NSFEEC-9402726
NSFIIS-9457618
Caltech Center for Neuromorphic Systems Engineering (CNSE)UNSPECIFIED
Subject Keywords:classification, convex optimization, identification, computer experiments, data acquisition
Record Number:CaltechAUTHORS:20160930-145845741
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20160930-145845741
Official Citation:Domitilla Del Vecchio, Richard M. Murray, Pietro Perona, PRIMITIVES FOR HUMAN MOTION: A DYNAMICAL APPROACH, IFAC Proceedings Volumes, Volume 35, Issue 1, 2002, Pages 25-30, ISSN 1474-6670, http://dx.doi.org/10.3182/20020721-6-ES-1901.01313. (http://www.sciencedirect.com/science/article/pii/S1474667015397342)
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:70720
Collection:CaltechAUTHORS
Deposited By: SWORD User
Deposited On:04 Oct 2016 03:20
Last Modified:03 Oct 2019 16:00

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