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Filtration of Estimated Flank Wear Widths Using Recurrent Neural Network in the Tool Wear Regulation Process


Brezak, Danko; Majetić, Dubravko; Udiljak, Toma; Staroveški, Tomislav
Filtration of Estimated Flank Wear Widths Using Recurrent Neural Network in the Tool Wear Regulation Process // Proceedings of the CIRP ICME '10 International Conference / Teti, Roberto (ur.).
Napulj, 2010. str. 104-107 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Filtration of Estimated Flank Wear Widths Using Recurrent Neural Network in the Tool Wear Regulation Process

Autori
Brezak, Danko ; Majetić, Dubravko ; Udiljak, Toma ; Staroveški, Tomislav

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the CIRP ICME '10 International Conference / Teti, Roberto - Napulj, 2010, 104-107

ISBN
978-88-95028-65-1

Skup
CIRP ICME ’10 - 7th CIRP International Conference on Intelligent Computation in Manufacturing Engineering

Mjesto i datum
Capri, Italija, 23-25.6.2010

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Control; Tool Wear; Neural Network

Sažetak
In order to accomplish robust and reliable tool wear regulation it is necessary that the filter of estimated tool wear parameters is implemented in the control loop. In this research, the proposed Modified Dynamic Neural Network filter with hidden layer neurons built in the form of Dynamic Elementary Processor (DEP) is analysed. Different configurations of network structure with DEP units structured as an IIR and FIR filters are tested separately and in the control loop using two intervals of estimation errors of the flank wear parameter and ‘impulse’ process disturbances.

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

Citiraj ovu publikaciju

Brezak, Danko; Majetić, Dubravko; Udiljak, Toma; Staroveški, Tomislav
Filtration of Estimated Flank Wear Widths Using Recurrent Neural Network in the Tool Wear Regulation Process // Proceedings of the CIRP ICME '10 International Conference / Teti, Roberto (ur.).
Napulj, 2010. str. 104-107 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Brezak, D., Majetić, D., Udiljak, T. & Staroveški, T. (2010) Filtration of Estimated Flank Wear Widths Using Recurrent Neural Network in the Tool Wear Regulation Process. U: Teti, R. (ur.)Proceedings of the CIRP ICME '10 International Conference.
@article{article, editor = {Teti, R.}, year = {2010}, pages = {104-107}, keywords = {Control, Tool Wear, Neural Network}, isbn = {978-88-95028-65-1}, title = {Filtration of Estimated Flank Wear Widths Using Recurrent Neural Network in the Tool Wear Regulation Process}, keyword = {Control, Tool Wear, Neural Network}, publisherplace = {Capri, Italija} }