面向制丝车间的电能数据采集与分析系统设计
Design of electric energy data collection and analysis system for silk making workshop
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摘要: 为提升烟草制丝加工、生产质量等数据的综合分析及应用能力,设计了一套面向制丝车间高数据吞吐的电能数据采集与分析系统.该系统基于协议网关和Cassandra数据仓库实现异构数据的汇聚交互;通过Spring Batch批处理技术及流式的、面向切面的任务管理实现任务创建、管理与异常分析;运用Quartz实现任务的定时调度;采用RabbitMQ消息中间件实现采集数据的消峰;通过MQTT协议与Vue前端技术将信息展示给用户,最终实现从数据调度、存储、分析到展示的全流程功能.测试结果表明,该系统访问延时小、承载能力和稳定性强,可以满足烟草企业制丝车间的电能数据分析需求.Abstract: In order to improve the comprehensive analysis and application capabilities of tobacco silk processing, production quality and other data, a set of electric energy data collection and analysis system for high data throughput in the silk workshop was designed. The system realized the aggregation and interaction of heterogeneous data based on the protocol gateway and Cassandra data warehouse. It implemented task creation, management and abnormal analysis through adopting Spring Batch processing technology and a stream and aspect-oriented task management. The task real-time scheduling was implemented with Quarzt and the peak elimination of the collection was achieved with RabbitMQ message middleware. The message could be efficiently shown to users by MQTT protocol and Vue front-end technology. Finally, the system could realize the whole process function from data scheduling, storage, analysis to presentation.The test results showed that the system had small access delay, strong carrying capacity and stability, and could meet the power data analysis needs of tobacco companies' silk workshops.
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Key words:
- electric energy data collection /
- batch /
- intelligent analysis /
- data warehouse /
- high data throughput
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