CN106094757A - 一种基于数据驱动的动态柔性作业车间调度控制方法 - Google Patents
一种基于数据驱动的动态柔性作业车间调度控制方法 Download PDFInfo
- Publication number
- CN106094757A CN106094757A CN201610557241.5A CN201610557241A CN106094757A CN 106094757 A CN106094757 A CN 106094757A CN 201610557241 A CN201610557241 A CN 201610557241A CN 106094757 A CN106094757 A CN 106094757A
- Authority
- CN
- China
- Prior art keywords
- workpiece
- scheduling
- constraint
- data
- machine
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000000034 method Methods 0.000 title claims abstract description 48
- 238000012545 processing Methods 0.000 claims description 25
- 230000008569 process Effects 0.000 claims description 17
- 238000013178 mathematical model Methods 0.000 claims description 7
- 239000012141 concentrate Substances 0.000 claims description 3
- 238000012163 sequencing technique Methods 0.000 claims 1
- 238000004519 manufacturing process Methods 0.000 abstract description 33
- 238000005516 engineering process Methods 0.000 abstract description 4
- 238000012423 maintenance Methods 0.000 description 4
- 230000002068 genetic effect Effects 0.000 description 2
- 238000005065 mining Methods 0.000 description 2
- 239000000203 mixture Substances 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 238000003860 storage Methods 0.000 description 2
- 239000002699 waste material Substances 0.000 description 2
- 238000004458 analytical method Methods 0.000 description 1
- 230000033228 biological regulation Effects 0.000 description 1
- 238000013480 data collection Methods 0.000 description 1
- 238000007418 data mining Methods 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 230000007812 deficiency Effects 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 230000007613 environmental effect Effects 0.000 description 1
- 230000014509 gene expression Effects 0.000 description 1
- 230000005484 gravity Effects 0.000 description 1
- 238000003780 insertion Methods 0.000 description 1
- 230000037431 insertion Effects 0.000 description 1
- 238000009434 installation Methods 0.000 description 1
- 230000014759 maintenance of location Effects 0.000 description 1
- 230000003449 preventive effect Effects 0.000 description 1
- 238000012216 screening Methods 0.000 description 1
- 238000010845 search algorithm Methods 0.000 description 1
- 238000004088 simulation Methods 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
Classifications
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
- G05B19/41865—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by job scheduling, process planning, material flow
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B2219/00—Program-control systems
- G05B2219/30—Nc systems
- G05B2219/32—Operator till task planning
- G05B2219/32252—Scheduling production, machining, job shop
Landscapes
- Engineering & Computer Science (AREA)
- General Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- Quality & Reliability (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Automation & Control Theory (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
Description
Claims (1)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610557241.5A CN106094757B (zh) | 2016-07-15 | 2016-07-15 | 一种基于数据驱动的动态柔性作业车间调度控制方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610557241.5A CN106094757B (zh) | 2016-07-15 | 2016-07-15 | 一种基于数据驱动的动态柔性作业车间调度控制方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN106094757A true CN106094757A (zh) | 2016-11-09 |
CN106094757B CN106094757B (zh) | 2018-12-21 |
Family
ID=57220697
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201610557241.5A Expired - Fee Related CN106094757B (zh) | 2016-07-15 | 2016-07-15 | 一种基于数据驱动的动态柔性作业车间调度控制方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN106094757B (zh) |
Cited By (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108663933A (zh) * | 2017-03-28 | 2018-10-16 | 中移(杭州)信息技术有限公司 | 一种制造装备组合的获取方法及云平台 |
CN109800936A (zh) * | 2017-11-16 | 2019-05-24 | 财团法人工业技术研究院 | 基于树状搜寻的调度方法与使用该方法的电子装置 |
CN109902954A (zh) * | 2019-02-27 | 2019-06-18 | 浙江工业大学 | 一种基于工业大数据的柔性作业车间动态调度方法 |
CN110221583A (zh) * | 2019-05-20 | 2019-09-10 | 清华大学 | 一种基于HoloLens的智能装配生产线仿真方法 |
CN110825046A (zh) * | 2019-11-07 | 2020-02-21 | 中船重工(重庆)西南装备研究院有限公司 | 一种离散制造车间优化调度*** |
CN111882215A (zh) * | 2020-07-27 | 2020-11-03 | 武汉理工大学 | 一种含有agv的个性化定制柔性作业车间调度方法 |
CN113341896A (zh) * | 2021-06-07 | 2021-09-03 | 电子科技大学 | 面向离散制造的动态集成车间调度与装配序列规划方法 |
CN114764663A (zh) * | 2021-01-12 | 2022-07-19 | 佳禾智能科技股份有限公司 | 一种基于路径和排序选择的gep人工智能调度方法和装置 |
CN116414093A (zh) * | 2023-04-13 | 2023-07-11 | 暨南大学 | 基于物联网***和强化学习的车间生产方法 |
CN117270486A (zh) * | 2023-11-23 | 2023-12-22 | 聊城大学 | 一种考虑周期性维修的柔性作业车间调度问题的建模方法 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2005109122A1 (en) * | 2004-05-04 | 2005-11-17 | Fisher-Rosemount Systems, Inc. | Graphic element with multiple visualizations in a process environment |
CN102183931A (zh) * | 2011-03-24 | 2011-09-14 | 平高集团有限公司 | 基于时间约束的机械加工生产过程优化调度方法 |
CN103824136A (zh) * | 2014-03-13 | 2014-05-28 | 西安工业大学 | 一种mes动态车间调度制造执行*** |
CN103955766A (zh) * | 2014-04-29 | 2014-07-30 | 上海交通大学 | 大批量定制生产***的预防维护协同调度优化的方法 |
-
2016
- 2016-07-15 CN CN201610557241.5A patent/CN106094757B/zh not_active Expired - Fee Related
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2005109122A1 (en) * | 2004-05-04 | 2005-11-17 | Fisher-Rosemount Systems, Inc. | Graphic element with multiple visualizations in a process environment |
CN102183931A (zh) * | 2011-03-24 | 2011-09-14 | 平高集团有限公司 | 基于时间约束的机械加工生产过程优化调度方法 |
CN103824136A (zh) * | 2014-03-13 | 2014-05-28 | 西安工业大学 | 一种mes动态车间调度制造执行*** |
CN103955766A (zh) * | 2014-04-29 | 2014-07-30 | 上海交通大学 | 大批量定制生产***的预防维护协同调度优化的方法 |
Cited By (17)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108663933B (zh) * | 2017-03-28 | 2021-07-09 | 中移(杭州)信息技术有限公司 | 一种制造装备组合的获取方法及云平台 |
CN108663933A (zh) * | 2017-03-28 | 2018-10-16 | 中移(杭州)信息技术有限公司 | 一种制造装备组合的获取方法及云平台 |
CN109800936A (zh) * | 2017-11-16 | 2019-05-24 | 财团法人工业技术研究院 | 基于树状搜寻的调度方法与使用该方法的电子装置 |
CN109800936B (zh) * | 2017-11-16 | 2021-09-14 | 财团法人工业技术研究院 | 基于树状搜寻的调度方法与使用该方法的电子装置 |
CN109902954A (zh) * | 2019-02-27 | 2019-06-18 | 浙江工业大学 | 一种基于工业大数据的柔性作业车间动态调度方法 |
CN110221583A (zh) * | 2019-05-20 | 2019-09-10 | 清华大学 | 一种基于HoloLens的智能装配生产线仿真方法 |
CN110221583B (zh) * | 2019-05-20 | 2020-08-07 | 清华大学 | 一种基于HoloLens的智能装配生产线仿真方法 |
CN110825046A (zh) * | 2019-11-07 | 2020-02-21 | 中船重工(重庆)西南装备研究院有限公司 | 一种离散制造车间优化调度*** |
CN111882215B (zh) * | 2020-07-27 | 2024-03-15 | 武汉理工大学 | 一种含有agv的个性化定制柔性作业车间调度方法 |
CN111882215A (zh) * | 2020-07-27 | 2020-11-03 | 武汉理工大学 | 一种含有agv的个性化定制柔性作业车间调度方法 |
CN114764663A (zh) * | 2021-01-12 | 2022-07-19 | 佳禾智能科技股份有限公司 | 一种基于路径和排序选择的gep人工智能调度方法和装置 |
CN113341896A (zh) * | 2021-06-07 | 2021-09-03 | 电子科技大学 | 面向离散制造的动态集成车间调度与装配序列规划方法 |
CN113341896B (zh) * | 2021-06-07 | 2022-08-05 | 电子科技大学 | 面向离散制造的动态集成车间调度与装配序列规划方法 |
CN116414093A (zh) * | 2023-04-13 | 2023-07-11 | 暨南大学 | 基于物联网***和强化学习的车间生产方法 |
CN116414093B (zh) * | 2023-04-13 | 2024-01-16 | 暨南大学 | 基于物联网***和强化学习的车间生产方法 |
CN117270486A (zh) * | 2023-11-23 | 2023-12-22 | 聊城大学 | 一种考虑周期性维修的柔性作业车间调度问题的建模方法 |
CN117270486B (zh) * | 2023-11-23 | 2024-02-06 | 聊城大学 | 一种考虑周期性维修的柔性作业车间调度问题的建模方法 |
Also Published As
Publication number | Publication date |
---|---|
CN106094757B (zh) | 2018-12-21 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN106094757B (zh) | 一种基于数据驱动的动态柔性作业车间调度控制方法 | |
Mahdavi et al. | Development of a simulation-based decision support system for controlling stochastic flexible job shop manufacturing systems | |
Suri et al. | Decision support requirements in flexible manufacturing | |
CN103310285A (zh) | 可用于半导体生产线动态调度的性能预测方法 | |
CN109598416A (zh) | 一种复材车间的动态排产***及排产方法 | |
Kádár et al. | Enhanced control of complex production structures by tight coupling of the digital and the physical worlds | |
CN108053047A (zh) | 云生产资源调度方法、装置和*** | |
Ramírez-Hernández et al. | Optimal preventive maintenance scheduling in semiconductor manufacturing systems: software tool and simulation case studies | |
JP2011170496A (ja) | プラントの工事計画支援装置及び方法 | |
CN114527714A (zh) | 一种基于数字孪生及扰动监测的车间动态调度方法 | |
CN113592319A (zh) | 基于insga-ⅱ的复杂约束下的柔性作业车间调度方法及装置 | |
CN113050553A (zh) | 半导体生产线基于联邦学习机制的调度建模方法 | |
Shen | An uncertain parallel machine problem with deterioration and learning effect | |
JP2005339587A (ja) | 生産システム及び方法、並びにプログラム | |
Rahimifard et al. | Simultaneous scheduling of workpieces, fixtures and cutting tools within flexible machining cells | |
Rao et al. | On-line simulation for shop floor control in manufacturing execution system | |
KR20120133362A (ko) | 로딩 시뮬레이션 기반 동적 피드백 스케줄링 알고리즘을 장착한 최적화된 생산 스케줄링 시스템 | |
Jiang et al. | A hybrid algorithm of product-service framework for the multi-project scheduling in ETO assembly process | |
Peng et al. | A collaborative manufacturing execution platform for space product development | |
Phanden et al. | REVIEW ON INTEGRATION OF PROCESS PLANNING AND SCHEDULING. | |
Sundström et al. | Optimization of operation sequences using constraint programming | |
Stålhane et al. | A decision support system for vessel fleet analysis for maintenance operations at offshore wind farms | |
Vinod et al. | Development and analysis of scheduling decision rules for a dynamic flexible job shop production system: a simulation study | |
Li et al. | Human-system cooperative hybrid augmented intelligence based dynamic dispatching framework of semiconductor wafer fabrication facility | |
Pascale et al. | Mathematical decision model to improve TPM indicators |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
C10 | Entry into substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20181105 Address after: 450015 Middle Road, 27 District University, Zhengzhou, Henan Province, No. 2 Applicant after: Zhengzhou Institute of Aeronautical Industry Management Applicant after: Great river, Zhengzhou intelligence is believed scientific and technological joint-stock company Address before: 450015 Middle Road, 27 District University, Zhengzhou, Henan Province, No. 2 Applicant before: Zhengzhou Institute of Aeronautical Industry Management |
|
TA01 | Transfer of patent application right | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
CF01 | Termination of patent right due to non-payment of annual fee |
Granted publication date: 20181221 Termination date: 20190715 |
|
CF01 | Termination of patent right due to non-payment of annual fee |