西门子6ES7193-4CB10-0AA0 液压棒
技术难点主要包括以下几方面:
1、数据量巨大
任何系统,在不同的数据量面前,需要的技术难度都是不同的。
如果单纯是将数据采到,可能还比较好完成,但采集之后还需要处理,因为考虑数据的规范与清洗,因为大量的工业数据是“脏”数据,直接存储无法用于分析,在存储之前,进行处理,对海量的数据进行处理,从技术上又提了难度。
2、工业数据的协议不标准
互联网数据采集一般都是我们常见的HTTP等协议,但在工业领域,会出现ModBus、OPC、CAN、ControlNet、DeviceNet、Profibus、Zigbee等等各类型的工业协议,而且各个自动化设备生产及集成商还会自己开发私有的工业协议,导致在工业协议的互联互通上,出现了大地难度。
很多开发人员在工业现场实施综合自动化等项目时,遇到的大问题及时面对众多的工业协议,无法有效的进行解析和采集。
3、视频传输所需带宽巨大
传统工业信息化由于都是在现场进行数据采集,视频数据传输主要在局域网中进行,因此,带宽不是主要的问题。
但随着云计算技术的普及及公有云的兴起,大数据需要大量的计算资源和存储资源,因此工业数据逐步迁移到公有云已经是大势所趋了。但是,一个工业企业可能会有几十路视频,成规模的企业会有上百路视频,这么大量的视频文件如何通过互联网顺畅到传输到云端,是开发人员需要面临的巨大挑战。
4、对原有系统的采集难度大
在工业企业实施大数据项目时,数据采集往往不是针对传感器或者PLC,而是采集已经完成布署的自动化系统上位机数据。
这些自动化系统在部署时厂商水平参差不齐,大部分系统是没有数据接口的,文档也大量缺失,大量的现场系统没有点表等基础设置数据,使得对于这部分数据采集的难度大。
5、性考虑不足
原先的工业系统都是运行在局域网中,问题不是考虑的重点。
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