A Neural Network Model for Quality Prediction in the Automotive Industry

被引：1
|
作者：
Risan, Anders [1 ]
Msakni, Mohamed Kais [1 ]
Schutz, Peter [1 ]
机构：
[1] Norwegian Univ Sci & Technol, Dept Ind Econ & Technol Management, N-7491 Trondheim, Norway
来源：
ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: ARTIFICIAL INTELLIGENCE FOR SUSTAINABLE AND RESILIENT PRODUCTION SYSTEMS, PT V | 2021年 / 634卷
关键词：
Neural network; Quality control; Machine learning; Manufacturing;
D O I：
10.1007/978-3-030-85914-5_60
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, we present a machine learning application for the automotive industry. We study the use of neural networks to predict the location of milled holes in a bumper beam using historical measurement data. The overall goal of the study is to reduce the time needed for quality control procedures as the predictions can supplement manual control measurements. Our preliminary results indicate that the neural network can generally capture the production process variations, but underestimates larger deviations from the specified location.
引用
收藏
页码：567 / 575
页数：9
相关论文
共 50 条
  • [21] Water quality anomaly detection approach based on a neural network prediction model
    Liu, Wei
    Tan, Lisha
    Xu, Qicheng
    Gao, Zhijun
    [J]. DESALINATION AND WATER TREATMENT, 2018, 121 : 351 - 356
  • [22] WQ-NET: A DEEP NEURAL NETWORK MODEL FOR WATER QUALITY PREDICTION
    Palkar, Shubham
    Usgaonkar, Somendranath
    Ansari, Sadaf
    [J]. OCEANS 2022, 2022,
  • [23] RBF neural network model for machining quality prediction in CNC turning process
    Dhas, J. Edwin Raja
    Stalin, R. S.
    Rajeesh, J.
    [J]. INTERNATIONAL JOURNAL OF MODELLING IDENTIFICATION AND CONTROL, 2013, 20 (02) : 174 - 180
  • [24] Hierarchical Neural Network Model for Water Quality Prediction in Wastewater Treatment Plants
    Cong, Qiumei
    Yu, Wen
    Chai, Tianyou
    [J]. ADVANCES IN COMPUTATIONAL INTELLIGENCE, 2009, 61 : 155 - +
  • [25] A hybrid neural network and ARIMA model for water quality time series prediction
    Faruk, Durdu Oemer
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2010, 23 (04) : 586 - 594
  • [26] The prediction model of worsted yarn quality based on CNN–GRNN neural network
    Zhenlong Hu
    Qiang Zhao
    Jun Wang
    [J]. Neural Computing and Applications, 2019, 31 : 4551 - 4562
  • [27] The optimization of wire bonding parameters and Quality prediction model Based on Neural Network
    Guan, Xiao Dan
    Chen, Gang
    Liang, Wan Lei
    [J]. AUTOMATIC MANUFACTURING SYSTEMS II, PTS 1 AND 2, 2012, 542-543 : 976 - 980
  • [28] A Prediction of Groundwater Quality Using Grey System Neural Network United Model
    Zhu, Changjun
    Hao, Zhen Chun
    Ju, Qin
    [J]. CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 3216 - +
  • [29] A Neural Network Model for Photosynthesis Prediction
    Salazar, Raquel
    Rojano, Abraham
    Lopez, Irineo
    [J]. 2009 EIGHTH MEXICAN INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2009, : 140 - 143
  • [30] A neural network model for bankruptcy prediction
    Chen, X
    Qi, H
    Li, W
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2003, : 230 - 237
12345