{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,5]],"date-time":"2025-11-05T14:34:33Z","timestamp":1762353273210},"reference-count":0,"publisher":"Walter de Gruyter GmbH","issue":"11","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,11,25]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>In this dissertation, a novel class of model structures and associated training algorithms for building data-driven nonlinear state space models is developed. The new identification procedure with the resulting model is called local model state space network (LMSSN). Furthermore, recurrent neural networks (RNNs) and their similarities to nonlinear state space models are elaborated on. The overall outstanding performance of the LMSSN is demonstrated on various applications.<\/jats:p>","DOI":"10.1515\/auto-2022-0089","type":"journal-article","created":{"date-parts":[[2022,11,15]],"date-time":"2022-11-15T12:37:37Z","timestamp":1668515857000},"page":"1027-1028","source":"Crossref","is-referenced-by-count":3,"title":["Machine learning with nonlinear state space models"],"prefix":"10.1515","volume":"70","author":[{"given":"Max","family":"Sch\u00fcssler","sequence":"first","affiliation":[{"name":"University of Siegen , Institute of Mechanics and Control Engineering \u2013 Mechatronics , Paul-Bonatz-Str. 9-11 , Siegen , Germany"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"374","published-online":{"date-parts":[[2022,10,27]]},"container-title":["at - Automatisierungstechnik"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.degruyter.com\/document\/doi\/10.1515\/auto-2022-0089\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.degruyter.com\/document\/doi\/10.1515\/auto-2022-0089\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,3,31]],"date-time":"2023-03-31T15:04:18Z","timestamp":1680275058000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.degruyter.com\/document\/doi\/10.1515\/auto-2022-0089\/html"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,10,27]]},"references-count":0,"journal-issue":{"issue":"11","published-online":{"date-parts":[[2022,11,16]]},"published-print":{"date-parts":[[2022,11,25]]}},"alternative-id":["10.1515\/auto-2022-0089"],"URL":"https:\/\/doi.org\/10.1515\/auto-2022-0089","relation":{},"ISSN":["0178-2312","2196-677X"],"issn-type":[{"value":"0178-2312","type":"print"},{"value":"2196-677X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,10,27]]}}}