A Bayesian Approach to Process Model Evaluation in Short Run SPC

Research Area: Volume 7,Issue 2, March 2018 Year: 2018
Type of Publication: Article Keywords: Bayesian Statistics, Big Data, Quality Assurance, Statistical Process Control, Short Run SPC
Authors:
  • Eike Permin
  • Christoph Voigtmann
  • Robert Schmitt
Journal: IJEIR Volume: 7
Number: 2 Pages: 92-97
Month: March
ISSN: 2277-5668
Abstract:
With the availability of Big Data in manufacturing, historical data to initially characterize a process is available in abundance. In fact, evaluating and selecting the best-fitted data set replaces data availability as major concern for setting up a short run SPC. We argue that due to the constant rise in computing power, it might not always be necessary to decide on one specific data set for a priori process characterization and modelling, but instead do most of the evaluation a posteriori. Thus, we introduce a new method to combine expert knowledge and Bayesian statistics for short run SPC in data-rich manufacturing environments. After a discussion on the methodology, its applicability and convergence, its application to turbine blade manufacturing is presented

Indexed By:

Our Journals

IJECCE
International Journal of Electronics Communication and Computer Engineering
ISSN(Online): 2249 - 071X
ISSN (Print) : 2278 – 4209
www.ijecce.org
Submissions open
IJAIR
International Journal of Agriculture Innovations and Research
ISSN(Online) : 2319 – 1473
www.ijair.org
Submissions open
IJISM
International Journal of Innovation in Science and Mathematics
ISSN : 2347 – 9051
www.ijism.org
Submissions open
IJEIR
International Journal of Engineering Innovations and Research
ISSN(Online) : 2277 – 5668
www.ijeir.org
Submissions are open.

IJAIM
International Journal of Artificial Intelligence and Mechatronics
ISSN(Online) : 2320 – 5121
www.ijaim.org
Submissions open
IJRAS
International Journal of Research in Agricultural Sciences
ISSN(Online) : 2348 – 3997
www.ijras.org
Submissions open

Submission Open

"Submissions Open For Volume 7,Issue 5,Sept.-Oct.,2018"

Click here to submit article.........

Impact Factor (SJIF) : 3.121

UIF : 1.1094 , ICV = 75.71

Latest Updates

Submissions open

Submissions open

For

"Submissions Open For Volume 7,Issue 5,

Sept.-Oct.,2018"


 
Published Papers

Accepted Papers are published in

1. Recently Published Issue.

"Volume 7,Issue 5,Sept.-Oct.,2018"

Impact Factor (SJIF) : 3.121


 

Dear Authors

Once author receives paper id, please always mention it in subject of your mail.

"Submissions Open For Volume 7,Issue 5,Sept.-Oct.,2018"

Message for Authors