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
  • [21] APOPSIS: A Web-based Platform for the Analysis of Structured Dialogues
    Ymeralli, Elisjana
    Patkos, Theodore
    Roussakis, Yannis
    ERCIM NEWS, 2018, (112): : 41 - 42
  • [22] Restful Web Service and Web-Based Data Visualization for Environmental Monitoring
    Lee, Sungchul
    Jo, Ju-Yeon
    Kim, Yoohwan
    INTERNATIONAL JOURNAL OF SOFTWARE INNOVATION, 2015, 3 (01) : 75 - 94
  • [23] WeBrain: A web-based brainformatics platform of computational ecosystem for EEG big data analysis
    Dong, Li
    Li, Jianfu
    Zou, Qiunan
    Zhang, Yufan
    Zhao, Lingling
    Wen, Xin
    Gong, Jinnan
    Li, Fali
    Liu, Tiejun
    Evans, Alan C.
    Valdes-Sosa, Pedro A.
    Yao, Dezhong
    NEUROIMAGE, 2021, 245
  • [24] A Data Consolidation Platform for a Web-based Energy Information System
    Prinsloo, Ignatius M.
    du Plessis, Johan N.
    Brand, Hendrik G.
    PROCEEDINGS OF THE 13TH CONFERENCE ON THE INDUSTRIAL AND COMMERCIAL USE OF ENERGY, 2015, : 110 - 116
  • [25] NASQAR: a web-based platform for high-throughput sequencing data analysis and visualization
    Ayman Yousif
    Nizar Drou
    Jillian Rowe
    Mohammed Khalfan
    Kristin C. Gunsalus
    BMC Bioinformatics, 21
  • [26] Shaoxia: a web-based interactive analysis platform for single cell RNA sequencing data
    Wei, Weideng
    Xia, Xiaoqiang
    Li, Taiwen
    Chen, Qianming
    Feng, Xiaodong
    BMC GENOMICS, 2024, 25 (01)
  • [27] NASQAR: a web-based platform for high-throughput sequencing data analysis and visualization
    Yousif, Ayman
    Drou, Nizar
    Rowe, Jillian
    Khalfan, Mohammed
    Gunsalus, Kristin C.
    BMC BIOINFORMATICS, 2020, 21 (01)
  • [28] Web-Based Intravenous Fluid Treatment Monitoring Platform in Nursing Station
    Kim, Yoonji
    Seol, Jaehwang
    Lee, Hyomin
    Lee, Jaekyeong
    Park, Jeongyun
    Kim, Kwang Gi
    SURGICAL INNOVATION, 2022, 29 (05) : 677 - 680
  • [29] APLOSE: A web-based annotation platform for underwater passive acoustic monitoring
    Dubus, Gabriel
    Torterotot, Maelle
    Beesau, Julie
    Dupont, Mathieu
    Gros-Martial, Anatole
    Michel, Mathilde
    Morin, Elodie
    Duc, Paul Nguyen Hong
    Raumer, Pierre-Yves
    Adam, Olivier
    Samaran, Flore
    Cazau, Dorian
    SOFTWAREX, 2025, 29
  • [30] Web-based Collaborative Big Data Analytics on Big Data as a Service Platform
    Park, Kyounghyun
    Minh Chau Nguyen
    Won, Heesun
    2015 17TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY (ICACT), 2015, : 564 - 567