Advanced Manufacturing Process Analysis
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Advanced Manufacturing Process Analysis
This course is part of Digital Manufacturing & Design Technology Specialization
Instructor: Rahul Rai
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There are 3 modules in this course
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 manufacturingβs βFourth Revolution,β 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
The purpose of this module is to introduce the concept of advanced analysis in improvement of manufacturing processes. Also, this module will help you to understand the difference between discrete manufacturing and continuous manufacturing.
What's included
5 videos3 readings3 assignments
5 videosβ’Total 27 minutes
- Introduction to Advanced Manufacturing Process Analysisβ’3 minutes
- The Data Analysis Processβ’5 minutes
- Data Collection in Different Manufacturing Settingsβ’4 minutes
- DMD Dialogue 1: Discrete Part Manufacturingβ’8 minutes
- DMD Dialogue 2: Continuous Manufacturingβ’8 minutes
3 readingsβ’Total 35 minutes
- Acknowledgementsβ’10 minutes
- Resources: Data Analysis: Value and Processβ’10 minutes
- Resources: Manufacturing Settings and Data Collectionβ’15 minutes
3 assignmentsβ’Total 90 minutes
- Self-checkβ’30 minutes
- Self-checkβ’30 minutes
- Advanced Manufacturing Process Analysis- Week 1 Quizβ’30 minutes
Storing big data is quite different from handling traditional data. This difference is explained in this module. The purpose of this module is to introduce various steps involved in data analysis. Data Collection, Data Storage, Data Organization and Data Pre-processing concepts are explained.
What's included
4 videos4 readings5 assignments1 discussion prompt
4 videosβ’Total 17 minutes
- Big Dataβ’5 minutes
- Data Collection Considerationsβ’3 minutes
- Data Storageβ’5 minutes
- Data Preprocessingβ’4 minutes
4 readingsβ’Total 120 minutes
- Resources: Traditional Data Sets versus Big Dataβ’60 minutes
- Resources: Data Collectionβ’15 minutes
- Resources: Data Storage and Organizationβ’20 minutes
- Resources: Data Pre-processingβ’25 minutes
5 assignmentsβ’Total 150 minutes
- Self-checkβ’30 minutes
- Self-checkβ’30 minutes
- Self-checkβ’30 minutes
- Self-checkβ’30 minutes
- Advanced Manufacturing Process Analysis- Week 2 Quizβ’30 minutes
1 discussion promptβ’Total 15 minutes
- Advanced Manufacturing Process Analysis- Week 2 Reflectionβ’15 minutes
The purpose of this module is to introduce various techniques used in advanced analysis, like Determination of Significant Variables/Factors, Data Visualization, and Anomaly Detection. Also, this module will introduce various computational platforms (HPC, Cloud computing techniques) that exist for carrying out advanced analysis.
What's included
5 videos7 readings5 assignments1 discussion prompt
5 videosβ’Total 20 minutes
- Sensitivity Analysisβ’5 minutes
- Anomaly Detectionβ’2 minutes
- The Computational Platformβ’4 minutes
- HPC and Cloud Computingβ’6 minutes
- Your 4.0 Roadmap to Successβ’3 minutes
7 readingsβ’Total 175 minutes
- Resources: Determination of Significant Variables/Factorsβ’25 minutes
- Resources: Anomaly Detectionβ’30 minutes
- Resources: Computing Platform, Components, Categories, and Capabilitiesβ’30 minutes
- Resources: High Performance and Cloud Computingβ’25 minutes
- Your 4.0 Roadmap to Success -- Resourcesβ’10 minutes
- Your Roadmap Project: Step 4β’30 minutes
- Advanced Manufacturing Analysis -- Key Takeawaysβ’25 minutes
5 assignmentsβ’Total 150 minutes
- Self-checkβ’30 minutes
- Self-checkβ’30 minutes
- Self-checkβ’30 minutes
- Self-checkβ’30 minutes
- Advanced Manufacturing Process Analysis- Week 3 Quizβ’30 minutes
1 discussion promptβ’Total 10 minutes
- Your 4.0 Roadmap to Success in Digital Manufacturing and Design Technologyβ’10 minutes
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Reviewed on May 7, 2020
This course of Advance Manufacturing Process Analysis is wonderful and recommendable to all. Content is very good and easy to understand. It helps in my current role as well.
Reviewed on Jan 4, 2019
Thank you for the training course. This course will be very helpful in analyzing & improving stamping process in Press shop, that will help us to deliver superior quality product to our customer.
Reviewed on Jul 1, 2020
Very good This course is Designed. Interesting, with good Videos and Good Langues which is very easy to Understand. I really thanks to the Course Instructor Regards
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