Recently, with the development of urbanization, the enhancement efficiency of contactless, real-time features and high data transmission rate in supply chain management are widely discussed. The cold chain is one part of the supply chain, and especially the temperature monitoring plays a vital role in cold chain system. In this paper, we apply EWMA control chart and artificial neural network technologies to monitor temperature data. The back-propagation neural network is used to predict temperature shifts and trend. EWMA control chart is adopted to monitor temperature variation. As there’re something wrong happened, the control center of an enterprise can do some actions immediately to prevent further disaster. Finally, we construct a system with back-propagation neural network and statistical process control chart. A simulations and demonstrations environment using LEGO® bricks is also implemented.
Skip Nav Destination
ASME 2009 International Manufacturing Science and Engineering Conference
October 4–7, 2009
West Lafayette, Indiana, USA
Conference Sponsors:
- Manufacturing Engineering Division
ISBN:
978-0-7918-4361-1
PROCEEDINGS PAPER
Applying BPN and EWMA SPC Chart to Cold Chain Temperature Monitoring
Kai-Ying Chen,
Kai-Ying Chen
National Taipei University of Technology, Taipei, Taiwan
Search for other works by this author on:
Yi-Cheng Shaw,
Yi-Cheng Shaw
National Taipei University of Technology, Taipei, Taiwan
Search for other works by this author on:
Mu-Chen Chen,
Mu-Chen Chen
National Chiao Tung University, Taipei, Taiwan
Search for other works by this author on:
Teh-Chang Wu
Teh-Chang Wu
Industrial Technology Research Institute, Hsinchu, Taiwan
Search for other works by this author on:
Kai-Ying Chen
National Taipei University of Technology, Taipei, Taiwan
Yi-Cheng Shaw
National Taipei University of Technology, Taipei, Taiwan
Mu-Chen Chen
National Chiao Tung University, Taipei, Taiwan
Teh-Chang Wu
Industrial Technology Research Institute, Hsinchu, Taiwan
Paper No:
MSEC2009-84209, pp. 247-256; 10 pages
Published Online:
September 20, 2010
Citation
Chen, K, Shaw, Y, Chen, M, & Wu, T. "Applying BPN and EWMA SPC Chart to Cold Chain Temperature Monitoring." Proceedings of the ASME 2009 International Manufacturing Science and Engineering Conference. ASME 2009 International Manufacturing Science and Engineering Conference, Volume 1. West Lafayette, Indiana, USA. October 4–7, 2009. pp. 247-256. ASME. https://doi.org/10.1115/MSEC2009-84209
Download citation file:
13
Views
Related Proceedings Papers
Related Articles
Statistical Process Control Based Supervisory Generalized Predictive Control of Thin Film Deposition Processes
J. Manuf. Sci. Eng (February,2006)
Energy Management Techniques for Small- and Medium-Sized Companies (ESDA2006-95808)
J. Energy Resour. Technol (March,2008)
Capability Estimation of Geometrical Tolerance With a Material Modifier by a Hasofer–Lind Index
J. Manuf. Sci. Eng (April,2012)
Related Chapters
Tolerance Stack-Up Analysis
Geometric Dimensioning and Tolerancing Handbook: Applications, Analysis & Measurement
Tolerance Stack-Up Analysis
Geometric Dimensioning and Tolerancing: Applications, Analysis, Gauging and Measurement [per ASME Y14.5-2018]
Revolutionizing Semiconductor Material Specifications
Semiconductor Fabrication: Technology and Metrology