Course Summary
This course will teach you advanced manufacturing process analysis techniques, including statistical process control, design of experiments, and process optimization. You'll also learn how to use simulation software to model and analyze manufacturing processes.Key Learning Points
- Learn advanced manufacturing process analysis techniques
- Understand statistical process control, design of experiments, and process optimization
- Use simulation software to model and analyze manufacturing processes
Related Topics for further study
- Statistical process control
- Design of experiments
- Process optimization
- Simulation software
- Manufacturing process analysis
Learning Outcomes
- Understand advanced manufacturing process analysis techniques
- Be able to use statistical process control, design of experiments, and process optimization
- Be able to use simulation software to model and analyze manufacturing processes
Prerequisites or good to have knowledge before taking this course
- Basic knowledge of manufacturing processes
- Familiarity with statistical concepts
Course Difficulty Level
IntermediateCourse Format
- Online
- Self-paced
- Video lectures
Similar Courses
- Advanced Manufacturing Processes
- Lean Manufacturing
Related Education Paths
Notable People in This Field
- CEO of Tesla and SpaceX
- Former CEO of PepsiCo
Related Books
Description
Variability is a fact of life in manufacturing environments, impacting product quality and yield. Through this course, students will learn why performing advanced analysis of manufacturing processes is integral for diagnosing and correcting operational flaws in order to improve yields and reduce costs.
Outline
- Introduction to Advanced Manufacturing Process Analysis
- Introduction to Advanced Manufacturing Process Analysis
- The Data Analysis Process
- Data Collection in Different Manufacturing Settings
- DMD Dialogue 1: Discrete Part Manufacturing
- DMD Dialogue 2: Continuous Manufacturing
- Acknowledgements
- Resources: Data Analysis: Value and Process
- Resources: Manufacturing Settings and Data Collection
- Self-check
- Self-check
- Advanced Manufacturing Process Analysis- Week 1 Quiz
- Data Collection
- Big Data
- Data Collection Considerations
- Data Storage
- Data Preprocessing
- Resources: Traditional Data Sets versus Big Data
- Resources: Data Collection
- Resources: Data Storage and Organization
- Resources: Data Pre-processing
- Self-check
- Self-check
- Self-check
- Self-check
- Advanced Manufacturing Process Analysis- Week 2 Quiz
- Data Analysis: Computational Techniques and Platforms
- Sensitivity Analysis
- Anomaly Detection
- The Computational Platform
- HPC and Cloud Computing
- Your 4.0 Roadmap to Success
- Resources: Determination of Significant Variables/Factors
- Resources: Anomaly Detection
- Resources: Computing Platform, Components, Categories, and Capabilities
- Resources: High Performance and Cloud Computing
- Your 4.0 Roadmap to Success -- Resources
- Your Roadmap Project: Step 4
- Advanced Manufacturing Analysis -- Key Takeaways
- Self-check
- Self-check
- Self-check
- Self-check
- Advanced Manufacturing Process Analysis- Week 3 Quiz
Rahul Rai
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