Lean Six Sigma and statistical tools for engineers and engineering managers /
This book is intended to be a textbook for advanced undergraduate students, graduate students in engineering, and mid-career engineering professionals. It can also be a reference book, or be used to prepare for the Six Sigma Green Belt and Black Belt certifications by organizations such as American...
Clasificación: | Libro Electrónico |
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Autores principales: | , |
Formato: | Electrónico eBook |
Idioma: | Inglés |
Publicado: |
New York [New York] (222 East 46th Street, New York, NY 10017) :
Momentum Press,
2016.
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Edición: | First edition. |
Colección: | Engineering management collection.
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Temas: | |
Acceso en línea: | Texto completo |
Tabla de Contenidos:
- 1. Introduction
- 1.1 History of Lean Six Sigma
- 1.2 Optimal quality cost
- 1.3 Benefits of Lean Six Sigma.
- 2. Probability and statistics
- 2.1 Why is statistics relevant to engineers?
- 2.2 Probability, sampling, and random variables
- 2.3 Set theory
- 2.4 Calculus of probabilities
- 2.5 System probability as a function of subsystem probabilities
- 2.6 Law of total probability and Bayes' theorem
- 2.7 Probability distributions and cumulative distribution functions
- 2.8 Expected value and variance
- 2.9 Probability distributions
- 2.10 The central limit theorem
- 2.11 Statistical data analysis
- 2.12 Graphical methods.
- 3. DMAIC: the process of Lean Six Sigma
- 3.1 Introduction
- 3.2 Six Sigma as a statistical measure
- 3.3 The DMAIC process.
- 4. Lean Six Sigma tools
- 4.1 SWOT, affinity diagram, SIPOC, VOC, CTQ
- 4.2 Cp, Cpk, GR & R, Pareto diagram, prioritization matrix, normality check, Monte Carlo analysis
- 4.3 Confidence intervals, hypothesis testing, cause-and-effect analysis, FMEA, DOE, VSM
- 4.4 RSM, regression
- 4.5 Statistical process control.
- 5. Excel, MATLAB, Minitab, and other simulation tools
- 5.1 Excel
- 5.2 MATLAB
- 5.3 Minitab
- 5.4 R and other software tools.
- 6. Lean Six Sigma projects: strategic planning and project execution
- 6.1 Strategic planning and deployment
- 6.2 Project selection
- 6.3 Lean Six Sigma team
- 6.4 Project scope and project management
- 6.5 Milestones, deliverables, and project summary.
- 7. Design for Six Sigma
- 7.1 Overview: quality at low costs
- 7.2 Process of DFSS
- 7.3 Implementing DFSS
- 7.4 Conclusions.
- 8. Case studies
- 8.1 Lean Six Sigma project, pulse width modulation control for motor speed
- 8.2 DFSS project, vehicle-occupant safety robust design for frontal impact
- 8.3 DFSS project, reliability improvement of car window regulator operation.