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Course Detail

Course Name SQC and Reliability Theory
Course Code 24ASD601
Program M.Sc. in Applied Statistics and Data Analytics
Semester 3
Credits 4
Campus Coimbatore , Kochi

Syllabus

Unit I

Basic concept of quality control, process control and product control, Statistical process control, theory of control charts, Shewhart control charts for variables: X-bar, R and s charts – Shewhart control charts for attributes: p, np, c, u charts, modified control charts.

Unit II

Performance of control charts – operating characteristic (OC) curves and average run lengths (ARL) of control charts, moving average control charts, EWMA charts, CUSUM charts, – two sided and one sided procedures – V – mask technique, process capability analysis, process capability indices – Cp and Cpk, Six Sigma quality metrics.

Unit III

Acceptance sampling plans for attributes, single sampling plans, double sampling plans – performance of the sampling plans- operating characteristic (OC) curves, acceptable quality level – lot tolerance proportion defective (LTPD), average outgoing quality (AQL) and average time for inspection (ATI) –curves based on these characteristics.

Unit IV

Introduction to Reliability and its needs; Different Approaches to Reliability Analysis, Application Areas, State Variable, Time to Failure, Failure Rate Function, Hazard rate function – Mean Time to Failure, Relationship between the Functions F(t), f'(t), R(t), and z(t), Bath tub curve, Mean time to failure, Residual time.

Unit V

Parametric families of some common life distributions –Exponential, Weibull and Gamma and its Characterization-Reliability estimation of parameters in these models. Fault Tree Analysis, Reliability Block Diagrams, Systems of Independent Components -System Reliability, Nonrepairable Systems, Quantitative Fault Tree Analysis, Reliability of Maintained Systems -Types of Maintenance, Downtime and Downtime Distributions, System Availability Assessment

Objectives and Outcomes

Course Outcomes:

CO1: To understand the basic concepts of quality control and to construct variable and attribute

control charts.

CO2: To understand and construct EWMA and CUSUM charts, analyse the process capability

and Six Sigma quality metrics.

CO3: To gain knowledge about acceptance sampling methods and their properties

CO4: To gain knowledge about reliability and properties

CO5: To study reliability distributions and analyse reliability of systems and maintenance

CO-PO Mapping:

PO1

PO2

PO3

PO4

PO5

PO5

PO6

PO7

PO8

PO9

PO10

PO11

PO12

CO1

3

3

2

2

2

2

3

1

CO2

3

2

2

2

2

2

3

1

CO3

3

2

2

2

2

3

3

1

CO4

3

2

1

2

2

2

3

1

CO5

2

2

2

2

2

2

2

1

Text Books / References

Text Books/References Books:

  1. Montgomery D. C. (2005) Introduction to Statistical Quality control, 5th edition, Wiley.
  2. Ravichandran, J. Probability and Statistics for engineers, First Reprint Edition, Wiley India, 2012.
  3. Schilling E. G. (1982) Acceptance Sampling in Quality Control, Marcel Decker.
  1. Marvin Rausand and Arnljot Hoyland ,(2003): System Reliability Theory : Models, Statistical methods and applications, 2nd edition, John Wiley and Sons Inc., publications.

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