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SVM-based learning method for improving colour adjustement in automotive basecoat manufacturing
dc.contributor.author | Ruiz Vegas, Francisco Javier |
dc.contributor.author | Agell Jané, Núria |
dc.contributor.author | Angulo Bahón, Cecilio |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial |
dc.date.accessioned | 2010-10-20T11:25:15Z |
dc.date.available | 2010-10-20T11:25:15Z |
dc.date.created | 2009 |
dc.date.issued | 2009 |
dc.identifier.citation | Ruiz, F.; Nuria, A.; Angulo, C. SVM-based learning method for improving colour adjustement in automotive basecoat manufacturing. A: 17th European Symposium on Artificial Neural Networks. "17th European Symposium on Artificial Neural Networks". Bruges: d-side, 2009, p. 343-348. |
dc.identifier.isbn | 2-930307-09-9 |
dc.identifier.uri | http://hdl.handle.net/2117/9855 |
dc.description.abstract | new iterative method based on Support Vector Machines to perform automated colour adjustment processing in the automotive industry is proposed in this paper. The iterative methodology relies on a SVM trained with patterns provided by expert colourists and an actions’ generator module. The SVM algorithm enables selecting the most adequate action in each step of an iterated feed-forward loop until the final state satisfies colourimetric bounding conditions. Both encouraging results obtained and the significant reduction of non-conformance costs, justify further industrial efforts to develop an automated software tool in this and similar industrial processes. |
dc.format.extent | 6 p. |
dc.language.iso | eng |
dc.publisher | d-side |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Spain |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
dc.subject.lcsh | Support vector machines |
dc.subject.lcsh | Automobile industry and trade |
dc.subject.lcsh | Algorithms |
dc.title | SVM-based learning method for improving colour adjustement in automotive basecoat manufacturing |
dc.type | Conference lecture |
dc.subject.lemac | Reconeixement de formes (Informàtica) |
dc.subject.lemac | Aprenentatge automàtic |
dc.subject.lemac | Automòbils -- Indústria i comerç |
dc.subject.lemac | Algorismes |
dc.contributor.group | Universitat Politècnica de Catalunya. GREC - Grup de Recerca en Enginyeria del Coneixement |
dc.rights.access | Open Access |
local.identifier.drac | 2440845 |
dc.description.version | Postprint (published version) |
local.citation.author | Ruiz, F.; Nuria, A.; Angulo, C. |
local.citation.contributor | 17th European Symposium on Artificial Neural Networks |
local.citation.pubplace | Bruges |
local.citation.publicationName | 17th European Symposium on Artificial Neural Networks |
local.citation.startingPage | 343 |
local.citation.endingPage | 348 |