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Advanced Manufacturing Process Analysis

Approx. 13 hours to complete

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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

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

Intermediate

Course 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.

Gain insights into the best ways to collect, prepare and analyze data, as well as computational platforms that can be leveraged to collect and process data over sustained periods of time. Become better prepared to participate as a member of an advanced analysis team and share valuable inputs on effective implementation. Main concepts of this course will be delivered through lectures, readings, discussions and various videos. This is the fourth course in the Digital Manufacturing & Design Technology specialization that explores the many facets of manufacturing’s “Fourth Revolution,” aka Industry 4.0, and features a culminating project involving creation of a roadmap to achieve a self-established DMD-related professional goal. To learn more about the Digital Manufacturing and Design Technology specialization, please watch the overview video by copying and pasting the following link into your web browser: https://youtu.be/wETK1O9c-CA

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
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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
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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
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Advanced Manufacturing Process Analysis- Week 3 Quiz

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