Sangam: A Confluence of Knowledge Streams

A Current-Mode Analog Circuit for Reinforcement Learning Problems

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dc.contributor Harvard University--MIT Division of Health Sciences and Technology
dc.contributor Poon, Chi-Sang
dc.contributor Rachmuth, Guy
dc.contributor Poon, Chi-Sang
dc.creator Mak, Terrence S. T.
dc.creator Lam, K. P.
dc.creator Ng, H. S.
dc.creator Rachmuth, Guy
dc.creator Poon, Chi-Sang
dc.date 2010-03-15T19:54:22Z
dc.date 2010-03-15T19:54:22Z
dc.date 2007-06
dc.date 2007-05
dc.date.accessioned 2023-03-01T18:08:26Z
dc.date.available 2023-03-01T18:08:26Z
dc.identifier 1-4244-0920-9
dc.identifier http://hdl.handle.net/1721.1/52597
dc.identifier Mak, T.S.T. et al. “A Current-Mode Analog Circuit for Reinforcement Learning Problems.” Circuits and Systems, 2007. ISCAS 2007. IEEE International Symposium on. 2007. 1301-1304. © 2007 Institute of Electrical and Electronics Engineers
dc.identifier INSPEC Accession Number: 9539209
dc.identifier.uri http://localhost:8080/xmlui/handle/CUHPOERS/278901
dc.description Reinforcement learning is important for machine-intelligence and neurophysiological modelling applications to provide time-critical decision making. Analog circuit implementation has been demonstrated as a powerful computational platform for power-efficient, bio-implantable and real-time applications. This paper presents a current-mode analog circuit design for solving reinforcement learning problem with simple and efficient computational network architecture. The design has been fabricated and a new procedure to validate the fabricated reinforcement learning circuit will also be presented. This work provides a preliminary study for future biomedical application using CMOS VLSI reinforcement learning model.
dc.format application/pdf
dc.language en_US
dc.publisher Institute of Electrical and Electronics Engineers
dc.relation http://dx.doi.org/10.1109/ISCAS.2007.378410
dc.relation IEEE International Circuits and Systems, 2007
dc.rights Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use.
dc.source IEEE
dc.title A Current-Mode Analog Circuit for Reinforcement Learning Problems
dc.type Article
dc.type http://purl.org/eprint/type/JournalArticle


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