Application of ART-1 Neural Network in Group Technology Design
Апстракт
In this paper, the linking concept of methods and tools like feature recognition, artificial neural networks, group technology and distributed simulation into integrated system are given. The possibilities of ART-1 artificial neural network were used in research to solve the problem for determination of the group manufacturing procedure. The ART-1 neural network provided manufacturing classification according to the geometrical similarities of work-pieces for the
group of axle-symmetrical, cylindrical parts. According to the results of their geometrical and manufacturing similarity have similar manufacturing procedure. The main advantage in the implementation of ART-1 neural network, in comparison with traditional approaches, is in the possibility of automation of group technology design procedure, and also that is the simple identification of new classes of work-pieces in the observed group.
Кључне речи:
Feature recognition / Artificial neural networks / Group technology design / Distributed simulation / ART-1 artificial neural network / ART-1 Simulator / Geometrical and manufacturing similarityИзвор:
AMSE Journal Advances in Modeling & Analysis A: General Mathematical and Computer Tools - France, 1998, 1, 2, 1-16Издавач:
- A.M.S.E. France-Spain
Колекције
Институција/група
Mašinski fakultetTY - JOUR AU - Miljković, Zoran PY - 1998 UR - https://machinery.mas.bg.ac.rs/handle/123456789/4484 AB - In this paper, the linking concept of methods and tools like feature recognition, artificial neural networks, group technology and distributed simulation into integrated system are given. The possibilities of ART-1 artificial neural network were used in research to solve the problem for determination of the group manufacturing procedure. The ART-1 neural network provided manufacturing classification according to the geometrical similarities of work-pieces for the group of axle-symmetrical, cylindrical parts. According to the results of their geometrical and manufacturing similarity have similar manufacturing procedure. The main advantage in the implementation of ART-1 neural network, in comparison with traditional approaches, is in the possibility of automation of group technology design procedure, and also that is the simple identification of new classes of work-pieces in the observed group. PB - A.M.S.E. France-Spain T2 - AMSE Journal Advances in Modeling & Analysis A: General Mathematical and Computer Tools - France T1 - Application of ART-1 Neural Network in Group Technology Design EP - 16 IS - 2 SP - 1 VL - 1 UR - https://hdl.handle.net/21.15107/rcub_machinery_4484 ER -
@article{ author = "Miljković, Zoran", year = "1998", abstract = "In this paper, the linking concept of methods and tools like feature recognition, artificial neural networks, group technology and distributed simulation into integrated system are given. The possibilities of ART-1 artificial neural network were used in research to solve the problem for determination of the group manufacturing procedure. The ART-1 neural network provided manufacturing classification according to the geometrical similarities of work-pieces for the group of axle-symmetrical, cylindrical parts. According to the results of their geometrical and manufacturing similarity have similar manufacturing procedure. The main advantage in the implementation of ART-1 neural network, in comparison with traditional approaches, is in the possibility of automation of group technology design procedure, and also that is the simple identification of new classes of work-pieces in the observed group.", publisher = "A.M.S.E. France-Spain", journal = "AMSE Journal Advances in Modeling & Analysis A: General Mathematical and Computer Tools - France", title = "Application of ART-1 Neural Network in Group Technology Design", pages = "16-1", number = "2", volume = "1", url = "https://hdl.handle.net/21.15107/rcub_machinery_4484" }
Miljković, Z.. (1998). Application of ART-1 Neural Network in Group Technology Design. in AMSE Journal Advances in Modeling & Analysis A: General Mathematical and Computer Tools - France A.M.S.E. France-Spain., 1(2), 1-16. https://hdl.handle.net/21.15107/rcub_machinery_4484
Miljković Z. Application of ART-1 Neural Network in Group Technology Design. in AMSE Journal Advances in Modeling & Analysis A: General Mathematical and Computer Tools - France. 1998;1(2):1-16. https://hdl.handle.net/21.15107/rcub_machinery_4484 .
Miljković, Zoran, "Application of ART-1 Neural Network in Group Technology Design" in AMSE Journal Advances in Modeling & Analysis A: General Mathematical and Computer Tools - France, 1, no. 2 (1998):1-16, https://hdl.handle.net/21.15107/rcub_machinery_4484 .