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
相关论文
共 50 条
  • [1] WEB-BASED PLATFORM FOR DATA MANAGEMENT, ANALYSIS AND VISUALIZATION OF WEATHER AND ENVIRONMENTAL MONITORING STATIONS
    Legarretaetxebarria, A.
    Alonso, K.
    Serrano, M.
    Aginako, N.
    Olaizola, I
    5TH INTERNATIONAL CONFERENCE ON CARTOGRAPHY AND GIS, VOLS 1 AND 2, 2014, : 651 - 660
  • [2] GEOTECHNICAL DISASTER PREVENTION THROUGH WEB-BASED DATA AND MONITORING PLATFORM
    Rackwitz, Frank
    Savidis, Stavros A.
    Rickriem, Jens
    ADVANCES IN GROUND TECHNOLOGY AND GEO-INFORMATION, 2012, : 461 - 469
  • [3] Web-based Data and Monitoring Platform for Complex Geotechnical Engineering Projects
    Rackwitz, Frank
    Savidis, Stavros
    Rickriem, Jens
    GEOTECHNICAL AND GEOLOGICAL ENGINEERING, 2013, 31 (03) : 927 - 939
  • [4] Web-based Platform for River Flood Monitoring
    Ribeiro, Alexandra
    Cardoso, Alberto
    Marques, Alfeu S.
    Simoes, Nuno E.
    PROCEEDINGS OF 2017 4TH EXPERIMENT@INTERNATIONAL CONFERENCE (EXP.AT'17), 2017, : 131 - 132
  • [5] A web-based platform for rice microarray annotation and data analysis
    CHEN DiJun1
    2College of Life Science
    3Zhejiang California International Nanosystems Institute
    Science China(Life Sciences), 2010, (12) : 1467 - 1473
  • [6] A web-based platform for rice microarray annotation and data analysis
    CHEN DiJunZHANG FanYUAN ChunHuiLU JingLI Xia CHEN Ming College of Bioinformatics Science and TechnologyHarbin Medical UniversityHarbin ChinaCollege of Life ScienceZhejiang UniversityHangzhou ChinaZhejiang California International Nanosystems InstituteZhejiang UniversityHangzhou China
    Science China(Life Sciences), 2010, 53 (12) : 1467 - 1473
  • [7] A web-based platform for rice microarray annotation and data analysis
    DiJun Chen
    Fan Zhang
    ChunHui Yuan
    Jing Lu
    Xia Li
    Ming Chen
    Science China Life Sciences, 2010, 53 : 1467 - 1473
  • [8] A web-based platform for rice microarray annotation and data analysis
    Chen DiJun
    Zhang Fan
    Yuan ChunHui
    Lu Jing
    Li Xia
    Chen Ming
    SCIENCE CHINA-LIFE SCIENCES, 2010, 53 (12) : 1467 - 1473
  • [9] A prototype web-based analysis platform for drought monitoring and early warning
    van Hoek, Mattijn
    Zhou, Jie
    Jia, Li
    Lu, Jing
    Zheng, Chaolei
    Hu, Guangcheng
    Menenti, Massimo
    INTERNATIONAL JOURNAL OF DIGITAL EARTH, 2020, 13 (07) : 817 - 831
  • [10] Web-Based Data Visualization Platform for MATSim
    Charlton, Billy
    Laudan, Janek
    TRANSPORTATION RESEARCH RECORD, 2020, 2674 (10) : 124 - 133