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A Novel Performance Prediction Model for the Machining Process Based on the Interval Type-2 Fuzzy Neural Network
Joint Authors
Tian, Wenwen
Zhao, Fei
Sun, Zheng
Shang, Suiyan
Mei, Xuesong
Chen, Guangde
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-09-24
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
The prediction model is the most important part of the virtual metrology system.
Predicting the performance of the machining process has been widely applied in manufacturing, which can reduce costs and improve efficiency compared with the manual operation.
In this paper, a novel performance prediction model for the machining process is proposed based on the interval type-2 fuzzy neural network.
The interval type-2 fuzzy logic system with a complete rule base, type-reduction, and defuzzified output is simplified by the BMM method to meet the requirements of the prediction.
The proposed prediction model is trained using a gradient-based optimization algorithm.
To evaluate the performance of the proposed approach, it is applied to wire electrical discharge turning process for predicting material removal rate and surface roughness with a published dataset.
The results show that the proposed method is an effective scheme in the studied cases.
American Psychological Association (APA)
Tian, Wenwen& Zhao, Fei& Sun, Zheng& Shang, Suiyan& Mei, Xuesong& Chen, Guangde. 2020. A Novel Performance Prediction Model for the Machining Process Based on the Interval Type-2 Fuzzy Neural Network. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1196189
Modern Language Association (MLA)
Tian, Wenwen…[et al.]. A Novel Performance Prediction Model for the Machining Process Based on the Interval Type-2 Fuzzy Neural Network. Mathematical Problems in Engineering No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1196189
American Medical Association (AMA)
Tian, Wenwen& Zhao, Fei& Sun, Zheng& Shang, Suiyan& Mei, Xuesong& Chen, Guangde. A Novel Performance Prediction Model for the Machining Process Based on the Interval Type-2 Fuzzy Neural Network. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1196189
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1196189