ESI4221 Industrial Statistics / Quality Control | |
Hui Yang
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Textbook: Douglas C. Montgomery, Introduction to Statistical Quality Control, 6th Edition, 2008, John Wiley & Sons, Inc |
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References: |
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K.S. Krishnamoorthi and V. Ram Krishnamoorthi, A First Course in Quality Engineering, 2nd Edition, 2011, CRC Press Douglas C. Montgomery and George C. Runger, Applied Statistics and Probability for Engineers, 5th Edition, 2010, John Wiley & Sons, Inc., New York. |
Course Objectives: |
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To understand the basic concepts of quality monitoring. To understand the statistical underpinnings of quality monitoring. To learn various available statistical tools of quality monitoring. To learn the statistical and economical design issues associated with the monitoring tools. To demonstrate the ability to design and implement these tools through laboratory experiments. |
Topics: |
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Introduction to Statistical Quality Control (Deming, Six Sigma, DMAIC) |
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Quality Concepts and Statistical Analysis Software (Excel and Matlab) |
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Modeling Process Quality (statistical measures, discrete distributions, continuous distribution, probability plotting) |
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Inferences about Process Quality (Hypothesis testing, statistical estimation and linear regression) |
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Methods and Philosophy of SPC |
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Control Chart for Variables (x-bar and R charts, x-bar and S charts) |
Control Charts for Attributes (p chart, np chart, c chart) | |
Process and Measurement System Capability Analysis | |
CUSUM and EWMA Control Charts | |
Laboratory and Problem Sessions | |
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Grading Policy |
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Exam 1 - 35%
Grading scale will be used: A: 90+; B: 80+; C: 70+; D: 60+, F: <60 (College of Engineering Rule: Only grades of C or better will be accepted in all Math, Science, and Engineering courses). |
Excel Demos of Statistical Control Charts |
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Control charts for variables: (Xbar
and R charts,
Xbar and MR charts) |
Examples of Manufacturing Processes |
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Battery Manufacturing Quality Control
(http://www.youtube.com/watch?v=u0x_y18lcns) |
Software |
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EXCEL and MATLAB will be used for some homework assignments in this class. It is available in College of Engineering computer laboratories, or obtain the student version for use at home. |
Matlab Tutorial |
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http://www.mathworks.com/academia/student_center/tutorials/launchpad.html
http://www.math.ufl.edu/help/matlab-tutorial/ |