{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,3]],"date-time":"2022-04-03T06:44:26Z","timestamp":1648968266992},"reference-count":0,"publisher":"World Scientific Pub Co Pte Lt","issue":"04","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Neur. Syst."],"published-print":{"date-parts":[[1995,12]]},"abstract":"<jats:p> Classical optimal control methods, notably Pontryagin\u2019s Maximum (Minimum) Principle (PMP) can be employed, together with Hamiltonians, to determine optimal system weights in Artificial Neural dynamical systems. A new learning rule based on weight equations derived using PMP is shown to be suitable for both discrete- and continuous-time systems, and moreover, can also be applied to feedback networks. Preliminary testing shows that this PMP learning rule compares favorably with Standard BackPropagation (SBP) on the XOR problem. <\/jats:p>","DOI":"10.1142\/s0129065795000287","type":"journal-article","created":{"date-parts":[[2004,11,8]],"date-time":"2004-11-08T07:13:58Z","timestamp":1099898038000},"page":"425-433","source":"Crossref","is-referenced-by-count":0,"title":["AN APPLICATION OF HAMILTONIAN NEURODYNAMICS USING PONTRYAGIN\u2019S MAXIMUM (MINIMUM) PRINCIPLE"],"prefix":"10.1142","volume":"06","author":[{"given":"TAKAMASA","family":"KOSHIZEN","sequence":"first","affiliation":[{"name":"Department of Computer Science, University of Wollongong, Northfields Avenue, Wollongong NSW 2522, Australia"}]},{"given":"JOHN","family":"FULCHER","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of Wollongong, Northfields Avenue, Wollongong NSW 2522, Australia"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"container-title":["International Journal of Neural Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0129065795000287","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,6]],"date-time":"2019-08-06T21:49:17Z","timestamp":1565128157000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0129065795000287"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1995,12]]},"references-count":0,"journal-issue":{"issue":"04","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[1995,12]]}},"alternative-id":["10.1142\/S0129065795000287"],"URL":"https:\/\/doi.org\/10.1142\/s0129065795000287","relation":{},"ISSN":["0129-0657","1793-6462"],"issn-type":[{"value":"0129-0657","type":"print"},{"value":"1793-6462","type":"electronic"}],"subject":[],"published":{"date-parts":[[1995,12]]}}}