A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System

This article proposes an effective methodology to reduce manufacturing time through the creation of quasioptimal G command sequences, based on initial machining codes derived from CAD/CAM Service-Oriented Architecture (SOA) software. The optimization steps involved minimizing travel path time for CN...

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Main Authors: Yusof, Yusri, Latif, Kamran, Hatem, Noor, A. Kadir, Aini Zuhra, Mohammed, M.A
Format: Article
Language:English
Published: Elsevier 2021
Online Access:http://eprints.utem.edu.my/id/eprint/25681/2/1-S2.0-S0957417421004292-MAIN.PDF
http://eprints.utem.edu.my/id/eprint/25681/
https://www.sciencedirect.com/science/article/pii/S0957417421004292
https://doi.org/10.1016/j.eswa.2021.114988
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Institution: Universiti Teknikal Malaysia Melaka
Language: English
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spelling my.utem.eprints.256812022-03-14T12:18:40Z http://eprints.utem.edu.my/id/eprint/25681/ A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System Yusof, Yusri Latif, Kamran Hatem, Noor A. Kadir, Aini Zuhra Mohammed, M.A This article proposes an effective methodology to reduce manufacturing time through the creation of quasioptimal G command sequences, based on initial machining codes derived from CAD/CAM Service-Oriented Architecture (SOA) software. The optimization steps involved minimizing travel path time for CNC manufacturing machine milling and drilling. Also, identifying the optimal order of operation that enabled the shortest travel path for the cutting tool. These steps resulted in consistent enhancements of approximately 10.41% and 16.58% for milling and drilling machining, respectively. Furthermore, high-performing Ant Colony Optimization (ACO) algorithms were used to optimize the travel path time. In the context of automatic NC program production, the optimization of the cutting tool’s travel path could be achieved by integrating the ACO algorithm and the Open Architecture Control (OAC) into commercial CAD/CAM. In this paper, a new optimized generation of CNC systems, based on combining the Open Architecture Control (OAC) technology supported by the G-code data model and the optimization algorithm are presented Elsevier 2021-09 Article PeerReviewed text en http://eprints.utem.edu.my/id/eprint/25681/2/1-S2.0-S0957417421004292-MAIN.PDF Yusof, Yusri and Latif, Kamran and Hatem, Noor and A. Kadir, Aini Zuhra and Mohammed, M.A (2021) A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System. Expert Systems with Applications, 178. pp. 1-19. ISSN 0957-4174 https://www.sciencedirect.com/science/article/pii/S0957417421004292 https://doi.org/10.1016/j.eswa.2021.114988
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
description This article proposes an effective methodology to reduce manufacturing time through the creation of quasioptimal G command sequences, based on initial machining codes derived from CAD/CAM Service-Oriented Architecture (SOA) software. The optimization steps involved minimizing travel path time for CNC manufacturing machine milling and drilling. Also, identifying the optimal order of operation that enabled the shortest travel path for the cutting tool. These steps resulted in consistent enhancements of approximately 10.41% and 16.58% for milling and drilling machining, respectively. Furthermore, high-performing Ant Colony Optimization (ACO) algorithms were used to optimize the travel path time. In the context of automatic NC program production, the optimization of the cutting tool’s travel path could be achieved by integrating the ACO algorithm and the Open Architecture Control (OAC) into commercial CAD/CAM. In this paper, a new optimized generation of CNC systems, based on combining the Open Architecture Control (OAC) technology supported by the G-code data model and the optimization algorithm are presented
format Article
author Yusof, Yusri
Latif, Kamran
Hatem, Noor
A. Kadir, Aini Zuhra
Mohammed, M.A
spellingShingle Yusof, Yusri
Latif, Kamran
Hatem, Noor
A. Kadir, Aini Zuhra
Mohammed, M.A
A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System
author_facet Yusof, Yusri
Latif, Kamran
Hatem, Noor
A. Kadir, Aini Zuhra
Mohammed, M.A
author_sort Yusof, Yusri
title A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System
title_short A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System
title_full A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System
title_fullStr A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System
title_full_unstemmed A Novel Integrating Between Tool Path Optimization Using An ACO Algorithm And Interpreter For Open Architecture CNC System
title_sort novel integrating between tool path optimization using an aco algorithm and interpreter for open architecture cnc system
publisher Elsevier
publishDate 2021
url http://eprints.utem.edu.my/id/eprint/25681/2/1-S2.0-S0957417421004292-MAIN.PDF
http://eprints.utem.edu.my/id/eprint/25681/
https://www.sciencedirect.com/science/article/pii/S0957417421004292
https://doi.org/10.1016/j.eswa.2021.114988
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