Model-Tree Ensembles for noise-tolerant system identification. Issue 1 (January 2015)

• Record Type: Journal Article
• Authors: Aleksovski, Darko; Kocijan, Juš; Džeroski, Sašo
• Is Part Of: Advanced engineering informatics. Volume 29:Issue 1(2015:Jan.)
• Page Start: 1
• Page End: 15
• Publication Date: 2015-01
• Subjects: Computer-aided engineering -- Periodicals; Engineering -- Data processing -- Periodicals; 620.00285
• DOI: 10.1016/j.aei.2014.07.008
• Languages: English
• ISSNs: 1474-0346

Abstract

<abstract xml:lang="en" abstract-type="author-highlights" id="ab005"> <title id="st175">Highlights</title> <sec> <p id="sp005"> <list id="l0005"> <list-item id="u0005"> <label></label> <p id="p0560">We introduce a novel method for modeling dynamic systems.</p> </list-item> <list-item id="u0010"> <label></label> <p id="p0565">Comparable predictive performance to identification methods from control engineering.</p> </list-item> <list-item id="u0015"> <label></label> <p id="p0570">Output error evaluation on realistic process engineering case studies.</p> </list-item> <list-item id="u0020"> <label></label> <p id="p0575">Output error results show noise resilience even with up to 20% of noise added.</p> </list-item> </list> </p> </sec> </abstract>