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Pregled bibliografske jedinice broj: 473425

Tool Wear Estimation using an Analytic Fuzzy Classifier and Support Vector Machines


Brezak, Danko; Majetić, Dubravko; Udiljak, Toma; Kasać, Josip
Tool Wear Estimation using an Analytic Fuzzy Classifier and Support Vector Machines // Journal of intelligent manufacturing, 23 (2012), 3; 797-809 doi:10.1007/s10845-010-0436-x (međunarodna recenzija, članak, znanstveni)


Naslov
Tool Wear Estimation using an Analytic Fuzzy Classifier and Support Vector Machines

Autori
Brezak, Danko ; Majetić, Dubravko ; Udiljak, Toma ; Kasać, Josip

Izvornik
Journal of intelligent manufacturing (0956-5515) 23 (2012), 3; 797-809

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
tool wear estimation; fuzzy logic; support vector machines; dynamic feature selection

Sažetak
A new type of continuous hybrid tool wear estimator is proposed in this paper. It is structured in the form of two modules for classification and estimation. The classification module is designed by using an analytic fuzzy logic concept without a rule base. Thereby, it is possible to utilize fuzzy logic decision-making without any constraints in the number of tool wear features in order to enhance the module robustness and accuracy. The final estimated tool wear parameter value is obtained from the estimation module. It is structured by using a support vector machine nonlinear regression algorithm. The proposed estimator implies the usage of a larger number and various types of features, which is in line with the concept of a closer integration between machine tools and different types of sensors for tool condition monitoring.

Izvorni jezik
Engleski

Znanstvena područja
Strojarstvo



POVEZANOST RADA


Projekt / tema
120-1201842-3048 - Umjetna inteligencija u upravljanju složenim nelinearnim dinamičkim sustavima (Josip Kasać, )
120-1201948-1938 - Napredni obradni sustavi i procesi (Toma Udiljak, )
120-1201948-1945 - Inteligentno vođenje obradnih sustava (Dubravko Majetić, )

Ustanove
Fakultet strojarstva i brodogradnje, Zagreb

Profili:

Avatar Url Dubravko Majetić (autor)

Avatar Url Danko Brezak (autor)

Avatar Url Toma Udiljak (autor)

Citiraj ovu publikaciju

Brezak, Danko; Majetić, Dubravko; Udiljak, Toma; Kasać, Josip
Tool Wear Estimation using an Analytic Fuzzy Classifier and Support Vector Machines // Journal of intelligent manufacturing, 23 (2012), 3; 797-809 doi:10.1007/s10845-010-0436-x (međunarodna recenzija, članak, znanstveni)
Brezak, D., Majetić, D., Udiljak, T. & Kasać, J. (2012) Tool Wear Estimation using an Analytic Fuzzy Classifier and Support Vector Machines. Journal of intelligent manufacturing, 23 (3), 797-809 doi:10.1007/s10845-010-0436-x.
@article{article, year = {2012}, pages = {797-809}, DOI = {10.1007/s10845-010-0436-x}, keywords = {tool wear estimation, fuzzy logic, support vector machines, dynamic feature selection}, journal = {Journal of intelligent manufacturing}, doi = {10.1007/s10845-010-0436-x}, volume = {23}, number = {3}, issn = {0956-5515}, title = {Tool Wear Estimation using an Analytic Fuzzy Classifier and Support Vector Machines}, keyword = {tool wear estimation, fuzzy logic, support vector machines, dynamic feature selection} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


Uključenost u ostale bibliografske baze podataka:


  • Compendex (EI Village)
  • INSPEC


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