Web-based Platform for Data Analysis and Monitoring

被引:2
|
作者
Reiff, Colin [1 ]
Oechsle, Stefan [1 ]
Eger, Florian [1 ]
Verl, Alexander [1 ]
机构
[1] Univ Stuttgart, Inst Control Engn Machine Tools & Mfg Units ISW, Seidenstr 36, D-70174 Stuttgart, Germany
基金
欧盟地平线“2020”;
关键词
Data Analysis; Monitoring; Process Optimization; MULTISTAGE PRODUCTION SYSTEMS;
D O I
10.1016/j.procir.2020.01.009
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
With the increasing number of sensors installed in production systems and the associated amount of recorded data, a high potential for optimizing manufacturing processes is offered. Based on the gathered information, data analyzing methods can be used to identify correlations and thus, optimize complex multi-stage production systems with the goal of zero-defect manufacturing. For this purpose, multiple statistical methods have to be applied, which is often a time-consuming task and currently requires trained and experienced specialists. Furthermore, the investigated data must be kept up to date for the early recognition of changes possibly leading to cost-intensive scrap and production downtimes. To address these issues, a web based platform with an intuitive user interface was developed. The platform can access and process various data sources using modular methods. In addition, as part of continuous monitoring, the results of these analyzing steps can be dynamically calculated. The aim of the platform is to make complex analysis processes accessible to machine operators and thus to combine domain expertise and statistical knowledge. The paper describes the underlying architecture and the relevant interfaces of the platform. (C) 2019 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/) Peer-review under responsibility of the scientific committee of the 7th CIRP Global Web Conference
引用
收藏
页码:31 / 36
页数:6
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