基于信息融合的大宗商品系统辅助系统

Fernando Arévalo, Tin Nguyen, Andreas Schwung
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引用次数: 5

摘要

工业公司不断寻找方法来保持一定的工艺效率和机器的稳定性能。辅助系统支持不同应用的用户,如驾驶、工业专家系统和医生辅助,以实现这些目标。本文提出了一种辅助系统,该系统可以利用过程专家积累的知识来支持操作员,从而为改进过程性能提供建议。提出了一种基于信息融合和基于规则编程的系统架构。信息融合考虑Dempster-Shafer组合规则,将不同专家的过程知识融合为统一的专门知识。基于规则的方法是将流程知识与机器数据结合起来的一种方法。技术实现考虑了工业通信协议OPC-UA,实现了辅助系统与自动化平台之间的数据接口。本文给出了一个应用案例来说明辅助系统如何与过程专家进行交互,以及如何对操作员进行评估。
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Assistance system for a bulk good system based on information fusion
Industrial companies are constantly looking for methods to maintain a certain process efficiency and steady performance of their machines. Assistance systems support users in different applications such as driving, industrial expert systems, and physician assistance to achieve these objectives. This paper proposes an assistance system, which can support an operator by means of using the accumulated knowledge of process experts, and thus providing recommendations for improving the process performance. An architecture based on information fusion and rule-based programming is presented. The information fusion considers the Dempster-Shafer rule of combination, in order to fuse the process knowledge of different experts into a consolidated expertise. A rule-based approach serves as a way to combine the process knowledge with the machine data. The technical implementation considers an industrial communication protocol OPC-UA, which enables a data interface between the assistance system and the automation platform. This paper presents an application case to illustrate how the assistance system interacts with the process experts, as well as the assessment to the operator.
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