Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin Technology
Aiming at the problems of premature convergence of existing workshop dynamic data scheduling methods and the decline in product output, a flexible industrial job shop dynamic data scheduling method based on digital twin technology is proposed. First, digital twin technology is proposed, which provid...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Discrete Dynamics in Nature and Society |
| Online Access: | http://dx.doi.org/10.1155/2022/1009507 |
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| _version_ | 1832549702344638464 |
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| author | Juan Li Xianghong Tian Jing Liu |
| author_facet | Juan Li Xianghong Tian Jing Liu |
| author_sort | Juan Li |
| collection | DOAJ |
| description | Aiming at the problems of premature convergence of existing workshop dynamic data scheduling methods and the decline in product output, a flexible industrial job shop dynamic data scheduling method based on digital twin technology is proposed. First, digital twin technology is proposed, which provides a design and theoretical basis for the simulation tour of a flexible industrial job shop, building the all-factor digital information fusion model of a flexible industrial workshop to comprehensively control the all-factor digital information of the workshops. A CGA algorithm is proposed by introducing the cloud model. The algorithm is used to solve the model, and the chaotic particle swarm optimization algorithm is used to maintain the particle diversity to complete the dynamic data scheduling of a flexible industrial job shop. The experimental results show that the designed method can complete the coordinated scheduling among multiple production lines in the least amount of time. |
| format | Article |
| id | doaj-art-19b67f7f95184884aad80742f3792452 |
| institution | Kabale University |
| issn | 1607-887X |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Discrete Dynamics in Nature and Society |
| spelling | doaj-art-19b67f7f95184884aad80742f37924522025-02-03T06:08:41ZengWileyDiscrete Dynamics in Nature and Society1607-887X2022-01-01202210.1155/2022/1009507Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin TechnologyJuan Li0Xianghong Tian1Jing Liu2School of Computer EngineeringSchool of Computer EngineeringSchool of Computer EngineeringAiming at the problems of premature convergence of existing workshop dynamic data scheduling methods and the decline in product output, a flexible industrial job shop dynamic data scheduling method based on digital twin technology is proposed. First, digital twin technology is proposed, which provides a design and theoretical basis for the simulation tour of a flexible industrial job shop, building the all-factor digital information fusion model of a flexible industrial workshop to comprehensively control the all-factor digital information of the workshops. A CGA algorithm is proposed by introducing the cloud model. The algorithm is used to solve the model, and the chaotic particle swarm optimization algorithm is used to maintain the particle diversity to complete the dynamic data scheduling of a flexible industrial job shop. The experimental results show that the designed method can complete the coordinated scheduling among multiple production lines in the least amount of time.http://dx.doi.org/10.1155/2022/1009507 |
| spellingShingle | Juan Li Xianghong Tian Jing Liu Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin Technology Discrete Dynamics in Nature and Society |
| title | Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin Technology |
| title_full | Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin Technology |
| title_fullStr | Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin Technology |
| title_full_unstemmed | Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin Technology |
| title_short | Dynamic Data Scheduling of a Flexible Industrial Job Shop Based on Digital Twin Technology |
| title_sort | dynamic data scheduling of a flexible industrial job shop based on digital twin technology |
| url | http://dx.doi.org/10.1155/2022/1009507 |
| work_keys_str_mv | AT juanli dynamicdataschedulingofaflexibleindustrialjobshopbasedondigitaltwintechnology AT xianghongtian dynamicdataschedulingofaflexibleindustrialjobshopbasedondigitaltwintechnology AT jingliu dynamicdataschedulingofaflexibleindustrialjobshopbasedondigitaltwintechnology |