An Approach of Development Digital Twin Based on CMM as Support Industry 4.0
Апстракт
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 algorithm (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 check...s 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.
Кључне речи:
digital twin / CMM / industry 4.0 / inspection planningИзвор:
International Scientific Journal Industry 4.0, 2022, 7, 2Издавач:
- Scientific Technical Union of Mechanical Engineering "Industry-4.0"
Финансирање / пројекти:
- Развој нове генерације домаћих обрадних система (RS-MESTD-Technological Development (TD or TR)-35022)
Напомена:
- Rad je publikovan bez izmena na konferenciji VII INTERNATIONAL SCIENTIFIC CONFERENCE INDUSTRY 4.0, 22 - 25 June 2022, Varna, Bulgaria. https://stumejournals.com/journals/i4/2022/2/50
Колекције
Институција/група
Mašinski fakultetTY - JOUR 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/123456789/6129 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 algorithm (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" T2 - International Scientific Journal Industry 4.0 T1 - An Approach of Development Digital Twin Based on CMM as Support Industry 4.0 IS - 2 VL - 7 UR - https://hdl.handle.net/21.15107/rcub_machinery_6129 ER -
@article{ 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 algorithm (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 = "International Scientific Journal Industry 4.0", title = "An Approach of Development Digital Twin Based on CMM as Support Industry 4.0", number = "2", volume = "7", url = "https://hdl.handle.net/21.15107/rcub_machinery_6129" }
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 International Scientific Journal Industry 4.0 Scientific Technical Union of Mechanical Engineering "Industry-4.0"., 7(2). https://hdl.handle.net/21.15107/rcub_machinery_6129
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 International Scientific Journal Industry 4.0. 2022;7(2). https://hdl.handle.net/21.15107/rcub_machinery_6129 .
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 International Scientific Journal Industry 4.0, 7, no. 2 (2022), https://hdl.handle.net/21.15107/rcub_machinery_6129 .