CN111413937B - 一种拉削装备远程监控与预测性维护系统及故障预测方法 - Google Patents
一种拉削装备远程监控与预测性维护系统及故障预测方法 Download PDFInfo
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- CN111413937B CN111413937B CN202010265320.5A CN202010265320A CN111413937B CN 111413937 B CN111413937 B CN 111413937B CN 202010265320 A CN202010265320 A CN 202010265320A CN 111413937 B CN111413937 B CN 111413937B
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- 238000012423 maintenance Methods 0.000 title claims abstract description 37
- 238000012544 monitoring process Methods 0.000 title claims abstract description 31
- 238000000034 method Methods 0.000 title claims abstract description 19
- 238000013135 deep learning Methods 0.000 claims abstract description 10
- 238000007781 pre-processing Methods 0.000 claims abstract description 4
- 238000013527 convolutional neural network Methods 0.000 claims description 6
- 230000006855 networking Effects 0.000 claims description 6
- 238000011161 development Methods 0.000 claims description 5
- 238000004891 communication Methods 0.000 claims description 3
- 238000003745 diagnosis Methods 0.000 claims description 3
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- 206010063385 Intellectualisation Diseases 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 230000005540 biological transmission Effects 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
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- 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]
- G05B19/41875—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 quality surveillance of production
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- 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
- G05B2219/31—From computer integrated manufacturing till monitoring
- G05B2219/31211—Communicate diagnostic data from intelligent field device controller to central
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
- Y02P90/02—Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
- Y02P90/80—Management or planning
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- Quality & Reliability (AREA)
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- Automation & Control Theory (AREA)
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CN202010265320.5A CN111413937B (zh) | 2020-04-07 | 2020-04-07 | 一种拉削装备远程监控与预测性维护系统及故障预测方法 |
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CN202010265320.5A CN111413937B (zh) | 2020-04-07 | 2020-04-07 | 一种拉削装备远程监控与预测性维护系统及故障预测方法 |
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CN111413937A CN111413937A (zh) | 2020-07-14 |
CN111413937B true CN111413937B (zh) | 2021-08-24 |
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Families Citing this family (12)
Publication number | Priority date | Publication date | Assignee | Title |
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CN112686395A (zh) * | 2020-08-20 | 2021-04-20 | 杭州指南车机器人科技有限公司 | 一种生产线预测性维护系统 |
CN112073475A (zh) * | 2020-08-21 | 2020-12-11 | 顾洋 | 一种基于物联网的模具实时运行监测系统及其工作方法 |
CN112232531A (zh) * | 2020-09-15 | 2021-01-15 | 中国第一汽车股份有限公司 | 基于装备物联的汽车试验设备预测性维护系统及维护方法 |
CN112487216A (zh) * | 2020-12-11 | 2021-03-12 | 苏州协同创新智能制造装备有限公司 | 模具故障预判系统 |
CN112348419B (zh) * | 2021-01-05 | 2021-04-02 | 光谷技术有限公司 | 一种物联网处理系统和方法 |
CN113077061B (zh) * | 2021-02-20 | 2022-08-16 | 上海琥崧智能科技股份有限公司 | 一种基于生产数据挖掘的设备预测性维护系统 |
CN113242280A (zh) * | 2021-04-25 | 2021-08-10 | 华南理工大学 | 一种led荧光粉涂覆远程监控系统及涂覆效果预测方法 |
CN113469383A (zh) * | 2021-07-06 | 2021-10-01 | 山西大数据产业发展有限公司 | 基于互联网方式的设备远程预测性维护系统及方法 |
CN113705840A (zh) * | 2021-09-23 | 2021-11-26 | 重庆允成互联网科技有限公司 | 一种设备预测性维护方法、装置、计算机设备及存储介质 |
CN113885408A (zh) * | 2021-11-03 | 2022-01-04 | 江西省智能产业技术创新研究院 | 一种远程运维系统 |
CN116107282B (zh) * | 2023-04-13 | 2023-06-09 | 北京奔驰汽车有限公司 | 一种基于企业应用集成的工业机器人预测性维护系统 |
CN117455151A (zh) * | 2023-10-24 | 2024-01-26 | 成都愿景仿视科技有限公司 | 一种装备故障预测系统及方法 |
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US5742233A (en) * | 1997-01-21 | 1998-04-21 | Hoffman Resources, Llc | Personal security and tracking system |
US8834081B2 (en) * | 2009-10-30 | 2014-09-16 | American Broach & Machine, Co. | Table top broaching machine |
CN109635483A (zh) * | 2018-12-24 | 2019-04-16 | 上海商然数据服务有限公司 | 一种基于电磁检测的电机和泵故障预测分析系统 |
CN110161953A (zh) * | 2019-05-30 | 2019-08-23 | 淄博鲁工造粒装备科技有限公司 | 一种造粒设备智能管控远程运维平台 |
CN110334865B (zh) * | 2019-07-05 | 2023-04-18 | 上海交通大学 | 一种基于卷积神经网络的电力设备故障率预测方法及系统 |
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Application publication date: 20200714 Assignee: Jiaxing beichuang Network Technology Co.,Ltd. Assignor: JIANG University OF TECHNOLOGY Contract record no.: X2023980037561 Denomination of invention: A Broaching Equipment Remote Monitoring and Predictive maintenance System and Fault Prediction Method Granted publication date: 20210824 License type: Common License Record date: 20230705 |
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Application publication date: 20200714 Assignee: Jiaxing Juteng Information Technology Co.,Ltd. Assignor: JIANG University OF TECHNOLOGY Contract record no.: X2023980037556 Denomination of invention: A Broaching Equipment Remote Monitoring and Predictive maintenance System and Fault Prediction Method Granted publication date: 20210824 License type: Common License Record date: 20230706 Application publication date: 20200714 Assignee: Zhejiang Donghao Information Engineering Co.,Ltd. Assignor: JIANG University OF TECHNOLOGY Contract record no.: X2023980037550 Denomination of invention: A Broaching Equipment Remote Monitoring and Predictive maintenance System and Fault Prediction Method Granted publication date: 20210824 License type: Common License Record date: 20230706 |
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Application publication date: 20200714 Assignee: Taizhou Linhai Xinxing Safety Technology Training Co.,Ltd. Assignor: JIANG University OF TECHNOLOGY Contract record no.: X2023980047386 Denomination of invention: A Remote Monitoring and Predictive Maintenance System for Broaching Equipment and a Fault Prediction Method Granted publication date: 20210824 License type: Common License Record date: 20231117 |