Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/11337
 Title: Application of support vector machines to accelerate the solution speed of metaheuristic algorithms Authors: Yang, SLiu, QHLu, JHo, SL Ni, GNi, PXiong, S Keywords: Inverse problemMetaheuristic algorithmResponse surface modelSupport vector machine (SVM) Issue Date: 2009 Publisher: Institute of Electrical and Electronics Engineers Source: IEEE transactions on magnetics, 2009, v. 45, no. 3, 4787455, p. 1502-1505 How to cite? Journal: IEEE transactions on magnetics Abstract: The support vector machine (SVM) is proposed as a response surface model to accelerate the solution speed of metaheuristic algorithms in solving inverse problems. The detail formulations of the SVM regression model using $\varepsilon$-insensitive loss function are derived. Primary numerical results are reported to demonstrate the feasibility, performance, and robustness of the proposed SVM based response surface model for solving both mathematical functions and engineering design problems. URI: http://hdl.handle.net/10397/11337 ISSN: 0018-9464 EISSN: 1941-0069 DOI: 10.1109/TMAG.2009.2012690 Appears in Collections: Journal/Magazine Article

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