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training duration icon R - Statistical Quality Control using R

Duration: 2 Days
Delivery Type: Classroom
Target Audience: Engineers, Quality Assurance
Course Number: 1000021
Method: Lecture with examples and exercises.
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Topicsss

A. Modern Quality Management And Improvement

[Duration: 0.125 Days] The Meaning of Quality and Quality Improvement - Statistical Methods for Quality Control and Improvement - Management Aspects of Quality Improvement - The DMAIC Problem Solving Process

B. Data Summary and Presentation

[Duration: 0.125 Days] Describing Variation: The Stem-and-Leaf Plot, The Histogram, Numerical Summary of Data, The Box Plot, Probability Distributions - Important Discrete Distributions - Important Continuous Distributions - Probability Plots

C. Statistical Inference In Quality Control and Improvement

[Duration: 0.25 Days] Statistics and Sampling Distributions - Point Estimation of Process Parameters - Statistical Inference for a Single Sample - Statistical Inference for Two Samples - The Analysis of Variance (ANOVA)

D. Variables Control Charts

[Duration: 0.5 Days] Control Charts for –x and R: Statistical Basis of the Charts, Development and Use of –x and R Charts, Charts Based on Standard Values, Interpretation of –x and R Charts, The Operating-Characteristic Function, The Average Run Length for the –x Chart - Control Charts for –x and s: Construction and Operation of –x and s Charts, The –x and s Control Charts with Variable Sample Size, The s² Control Chart - The Shewhart Control Chart for Individual Measurements

E. Attribute Control Charts

[Duration: 0.5 Days] The Control Chart for Fraction Nonconforming: Development and Operation of the Control Chart, Variable Sample Size, Applications in Transactional and Service Businesses, The Operating-Characteristic Function and Average Run Length Calculations - Control Charts for Nonconformities (Defects): Procedures with Constant Sample Size, Procedures with Variable Sample Size, Demerit Systems, The Operating-Characteristic Function, Dealing with Low Defect Levels - Choice Between Attributes and Variables Control Charts

F. Determining Process And Measurement Systems Capability

[Duration: 0.125 Days] Process Capability Analysis Using a Histogram or a Probability Plot - Process Capability Ratios - Process Capability Analysis Using a Control Chart - Process Capability Analysis with Attribute Data - Gauge and Measurement System Capability Studies

G. Designed Experiments In Process and Product Improvement

[Duration: 0.25 Days] Factorial Experiments: Statistical Analysis, Residual Analysis - The 2k Factorial Design: The 2² Design, The 2k Design for 3 and more Factors, Blocking and Confounding in the 2k Design - Fractional Replication of the 2k Design - Fractional Replication of the 2k: The One-Half Fraction of the 2k Design, The 2k–p Fractional Factorial Design

H. Sampling Procedures

[Duration: 0.125 Days] The Acceptance-Sampling Problem - Single-Sampling Plans for Attributes - Double, Multiple, and Sequential Sampling - Acceptance Sampling by Variables - Chain Sampling - Continuous Sampling

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For trainings with hands-on labs you are kindly requested to bring your own laptop with the required software. Alternatively, you can use our virtual machines (VMWare) for the MS Windows OS.
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