An Approach of Development Digital Twin Based on CMM as Support Industry 4.0
Apstrakt
The digital twin (DT) based on CMM as support Industry 4.0, are based on integration of digital product metrology information through metrological identification, application artificial intelligence techniques and generation of global/local inspection plan for coordinate measuring machine (CMM). DT based on CMM has an extremely expressed requirement for digitalization, control, and monitoring of the measurement processes inside Industry 4.0 concept. This paper presents an approach of development DT as one direction information flow based on four levels: (i) mathematical model of the measuring sensor path; (ii) tolerances and geometry of the parts by applying an ontological knowledge base; (iii) the application of AI techniques such as Ants Colony Optimization (ACO) and Genetic lgorithm (GA) to optimize the measurement path, part number of part setup and configuration of the measuring probes; (iv) simulation of measurement path. After simulation of the measurement path and visual checks... of collisions, the path sequences are generated in the control data list for appropriate CMM. The experiment was successfully carried out on the example of prismatic part.
Ključne reči:
digital twin / CMM / Industry 4.0 / inspection planningIzvor:
VII INTERNATIONAL SCIENTIFIC CONFERENCE INDUSTRY 4.0, 22 - 25 June 2022, Varna, Bulgaria, 2022Izdavač:
- Scientific Technical Union of Mechanical Engineering "Industry-4.0"
Finansiranje / projekti:
- Razvoj nove generacije domaćih obradnih sistema (RS-MESTD-Technological Development (TD or TR)-35022)
Napomena:
- Rad je publikovan bez izmena i u časopisu Interational Scientific Journal Industry 4.0
Kolekcije
Institucija/grupa
Mašinski fakultetTY - CONF AU - Stojadinović, Slavenko AU - Majstorović, Vidosav AU - Živković, Srđan AU - Kasalica, Vidoje AU - Stanić, Dušan PY - 2022 UR - https://machinery.mas.bg.ac.rs/handle/123456789/6133 AB - The digital twin (DT) based on CMM as support Industry 4.0, are based on integration of digital product metrology information through metrological identification, application artificial intelligence techniques and generation of global/local inspection plan for coordinate measuring machine (CMM). DT based on CMM has an extremely expressed requirement for digitalization, control, and monitoring of the measurement processes inside Industry 4.0 concept. This paper presents an approach of development DT as one direction information flow based on four levels: (i) mathematical model of the measuring sensor path; (ii) tolerances and geometry of the parts by applying an ontological knowledge base; (iii) the application of AI techniques such as Ants Colony Optimization (ACO) and Genetic lgorithm (GA) to optimize the measurement path, part number of part setup and configuration of the measuring probes; (iv) simulation of measurement path. After simulation of the measurement path and visual checks of collisions, the path sequences are generated in the control data list for appropriate CMM. The experiment was successfully carried out on the example of prismatic part. PB - Scientific Technical Union of Mechanical Engineering "Industry-4.0" C3 - VII INTERNATIONAL SCIENTIFIC CONFERENCE INDUSTRY 4.0, 22 - 25 June 2022, Varna, Bulgaria T1 - An Approach of Development Digital Twin Based on CMM as Support Industry 4.0 UR - https://hdl.handle.net/21.15107/rcub_machinery_6133 ER -
@conference{ author = "Stojadinović, Slavenko and Majstorović, Vidosav and Živković, Srđan and Kasalica, Vidoje and Stanić, Dušan", year = "2022", abstract = "The digital twin (DT) based on CMM as support Industry 4.0, are based on integration of digital product metrology information through metrological identification, application artificial intelligence techniques and generation of global/local inspection plan for coordinate measuring machine (CMM). DT based on CMM has an extremely expressed requirement for digitalization, control, and monitoring of the measurement processes inside Industry 4.0 concept. This paper presents an approach of development DT as one direction information flow based on four levels: (i) mathematical model of the measuring sensor path; (ii) tolerances and geometry of the parts by applying an ontological knowledge base; (iii) the application of AI techniques such as Ants Colony Optimization (ACO) and Genetic lgorithm (GA) to optimize the measurement path, part number of part setup and configuration of the measuring probes; (iv) simulation of measurement path. After simulation of the measurement path and visual checks of collisions, the path sequences are generated in the control data list for appropriate CMM. The experiment was successfully carried out on the example of prismatic part.", publisher = "Scientific Technical Union of Mechanical Engineering "Industry-4.0"", journal = "VII INTERNATIONAL SCIENTIFIC CONFERENCE INDUSTRY 4.0, 22 - 25 June 2022, Varna, Bulgaria", title = "An Approach of Development Digital Twin Based on CMM as Support Industry 4.0", url = "https://hdl.handle.net/21.15107/rcub_machinery_6133" }
Stojadinović, S., Majstorović, V., Živković, S., Kasalica, V.,& Stanić, D.. (2022). An Approach of Development Digital Twin Based on CMM as Support Industry 4.0. in VII INTERNATIONAL SCIENTIFIC CONFERENCE INDUSTRY 4.0, 22 - 25 June 2022, Varna, Bulgaria Scientific Technical Union of Mechanical Engineering "Industry-4.0".. https://hdl.handle.net/21.15107/rcub_machinery_6133
Stojadinović S, Majstorović V, Živković S, Kasalica V, Stanić D. An Approach of Development Digital Twin Based on CMM as Support Industry 4.0. in VII INTERNATIONAL SCIENTIFIC CONFERENCE INDUSTRY 4.0, 22 - 25 June 2022, Varna, Bulgaria. 2022;. https://hdl.handle.net/21.15107/rcub_machinery_6133 .
Stojadinović, Slavenko, Majstorović, Vidosav, Živković, Srđan, Kasalica, Vidoje, Stanić, Dušan, "An Approach of Development Digital Twin Based on CMM as Support Industry 4.0" in VII INTERNATIONAL SCIENTIFIC CONFERENCE INDUSTRY 4.0, 22 - 25 June 2022, Varna, Bulgaria (2022), https://hdl.handle.net/21.15107/rcub_machinery_6133 .