A novel integrating between tool path optimization using an ACO algorithm and interpreter for open architecture CNC system
•Rebuild an open architecture CNC system to include tool path optimization using an ACO algorithm.•G-code milling and drilling points were interpreted by LabVIEW software.•The interpreted milling points were divided into groups, while the drilling points selected direct.•Ant Colony Optimization meth...
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| Published in | Expert systems with applications Vol. 178; p. 114988 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
Elsevier Ltd
15.09.2021
Elsevier BV |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0957-4174 1873-6793 |
| DOI | 10.1016/j.eswa.2021.114988 |
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| Abstract | •Rebuild an open architecture CNC system to include tool path optimization using an ACO algorithm.•G-code milling and drilling points were interpreted by LabVIEW software.•The interpreted milling points were divided into groups, while the drilling points selected direct.•Ant Colony Optimization method was used to find the shortest tool path.
This article proposes an effective methodology to reduce manufacturing time through the creation of quasi-optimal 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. |
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| AbstractList | •Rebuild an open architecture CNC system to include tool path optimization using an ACO algorithm.•G-code milling and drilling points were interpreted by LabVIEW software.•The interpreted milling points were divided into groups, while the drilling points selected direct.•Ant Colony Optimization method was used to find the shortest tool path.
This article proposes an effective methodology to reduce manufacturing time through the creation of quasi-optimal 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. This article proposes an effective methodology to reduce manufacturing time through the creation of quasi-optimal 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. |
| ArticleNumber | 114988 |
| Author | Hatem, Noor Yusof, Yusri Latif, Kamran Kadir, Aini Zuhra A. Mohammed, M.A |
| Author_xml | – sequence: 1 givenname: Noor surname: Hatem fullname: Hatem, Noor email: noorobayes@gmail.com organization: Faculty of Mechanical and Manufacturing Engineering, University Tun Hussein Onn Malaysia, Malaysia – sequence: 2 givenname: Yusri surname: Yusof fullname: Yusof, Yusri email: yusri@uthm.edu.my organization: Faculty of Mechanical and Manufacturing Engineering, University Tun Hussein Onn Malaysia, Malaysia – sequence: 3 givenname: Aini Zuhra A. surname: Kadir fullname: Kadir, Aini Zuhra A. email: aini@fkm.utm.my organization: Faculty of Mechanical Engineering, University Technology Malaysia, Malaysia – sequence: 4 givenname: Kamran surname: Latif fullname: Latif, Kamran email: kamran@utem.edu.my organization: Faculty of Mechanical and Manufacturing Engineering Technology, Universiti Teknikal Malaysia Melaka (UTeM), Malaysia – sequence: 5 givenname: M.A surname: Mohammed fullname: Mohammed, M.A email: moham.eng85@gmail.com organization: Department of Materials Engineering, College of Engineering, University of Basrah, Iraq |
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| Keywords | Drilling ACO algorithm Traveling salesman problem Tool path optimization Milling G code |
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| Snippet | •Rebuild an open architecture CNC system to include tool path optimization using an ACO algorithm.•G-code milling and drilling points were interpreted by... This article proposes an effective methodology to reduce manufacturing time through the creation of quasi-optimal G command sequences, based on initial... |
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| SubjectTerms | ACO algorithm Algorithms Ant colony optimization CAD/CAM Cutting tools Drilling Drilling machines (tools) G code G codes Milling Milling (machining) Numerical controls Open architectures Optimization Service oriented architecture Tool path optimization Traveling salesman problem |
| Title | A novel integrating between tool path optimization using an ACO algorithm and interpreter for open architecture CNC system |
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