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On-line Inspection Of Automobile Assembly Based on Deep Learning
技术
- 分析与建模 - 计算机视觉软件
适用行业
- 汽车
适用功能
- 离散制造
用例
- 物体检测
服务
- 软件设计与工程服务
挑战
人力资本的制造测试成本很高。制造商只能检查部分（不是全部）制造的产品。自动化和设备智能化水平一直较低。
客户
凌云实业
关于客户
工业、汽车零部件制造商。
解决方案
采用千兆高速有线传输网络，将数据传输至大数据计算分析平台。同时，使用4台工业相机对产线末端输出机的成品进行拍照。
相机最大数据流为29.5M/s。四台摄像机的数据流量为118M/s，每天产生的图像数据量约为3T，在千兆有线网络上传输。
对在线质量实时判断系统进行分析比较后，得到比较分析结果。
运营影响
数量效益
相关案例.
Case Study
Integral Plant Maintenance
Mercedes-Benz and his partner GAZ chose Siemens to be its maintenance partner at a new engine plant in Yaroslavl, Russia. The new plant offers a capacity to manufacture diesel engines for the Russian market, for locally produced Sprinter Classic. In addition to engines for the local market, the Yaroslavl plant will also produce spare parts. Mercedes-Benz Russia and his partner needed a service partner in order to ensure the operation of these lines in a maintenance partnership arrangement. The challenges included coordinating the entire maintenance management operation, in particular inspections, corrective and predictive maintenance activities, and the optimizing spare parts management. Siemens developed a customized maintenance solution that includes all electronic and mechanical maintenance activities (Integral Plant Maintenance).
Case Study
Monitoring of Pressure Pumps in Automotive Industry
A large German/American producer of auto parts uses high-pressure pumps to deburr machined parts as a part of its production and quality check process. They decided to monitor these pumps to make sure they work properly and that they can see any indications leading to a potential failure before it affects their process.
