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Advanced Manufacturing Process Analysis
  • Level Foundation
  • المدة 14 ساعات hours
  • الطبع بواسطة University at Buffalo
  • Offered by

عن

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

الوحدات

Course Introduction

    • 1 Videos
    • 1 Readings
Show info about module content

1 Videos

  • Introduction to Advanced Manufacturing Process Analysis

1 Readings

  • Acknowledgements

1. Data Analysis: Process

    • 1 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Self-check

1 Videos

  • The Data Analysis Process

1 Readings

  • Resources: Data Analysis: Value and Process

2. Manufacturing Settings and Data Collection

    • 3 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Self-check

3 Videos

  • Data Collection in Different Manufacturing Settings
  • DMD Dialogue 1: Discrete Part Manufacturing
  • DMD Dialogue 2: Continuous Manufacturing

1 Readings

  • Resources: Manufacturing Settings and Data Collection

Week 1 Evaluation

    • 1 Assignment
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1 Assignment

  • Advanced Manufacturing Process Analysis- Week 1 Quiz

1. Traditional Data Sets vs Big Data

    • 1 Videos
    • 1 Readings
    • 1 Assignment
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1 Assignment

  • Self-check

1 Videos

  • Big Data

1 Readings

  • Resources: Traditional Data Sets versus Big Data

2. Data Collection

    • 1 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Self-check

1 Videos

  • Data Collection Considerations

1 Readings

  • Resources: Data Collection

3. Data Storage and Organization

    • 1 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Self-check

1 Videos

  • Data Storage

1 Readings

  • Resources: Data Storage and Organization

4. Data Preprocessing

    • 1 Videos
    • 1 Readings
    • 1 Assignment
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1 Assignment

  • Self-check

1 Videos

  • Data Preprocessing

1 Readings

  • Resources: Data Pre-processing

Week 2 Evaluation

    • 1 Discussion
    • 1 Assignment
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1 Assignment

  • Advanced Manufacturing Process Analysis- Week 2 Quiz

1 Discussions

  • Advanced Manufacturing Process Analysis- Week 2 Reflection

1. Determination of Significant Variables/Factors

    • 1 Videos
    • 1 Readings
    • 1 Assignment
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1 Assignment

  • Self-check

1 Videos

  • Sensitivity Analysis

1 Readings

  • Resources: Determination of Significant Variables/Factors

2. Anomaly Detection

    • 1 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Self-check

1 Videos

  • Anomaly Detection

1 Readings

  • Resources: Anomaly Detection

3. Computing Platform, Components, Categories and Capabilities

    • 1 Videos
    • 1 Readings
    • 1 Assignment
Show info about module content

1 Assignment

  • Self-check

1 Videos

  • The Computational Platform

1 Readings

  • Resources: Computing Platform, Components, Categories, and Capabilities

4. High Performance and Cloud Computing

    • 1 Videos
    • 1 Readings
    • 1 Assignment
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1 Assignment

  • Self-check

1 Videos

  • HPC and Cloud Computing

1 Readings

  • Resources: High Performance and Cloud Computing

Week 3 Evaluation

    • 1 Assignment
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1 Assignment

  • Advanced Manufacturing Process Analysis- Week 3 Quiz

Specialization Project

    • 1 Videos
    • 2 Readings
    • 1 Discussion
Show info about module content

1 Discussions

  • Your 4.0 Roadmap to Success in Digital Manufacturing and Design Technology

1 Videos

  • Your 4.0 Roadmap to Success

2 Readings

  • Your 4.0 Roadmap to Success -- Resources
  • Your Roadmap Project: Step 4

Course Key Takeaways

    • 1 Readings
Show info about module content

1 Readings

  • Advanced Manufacturing Analysis -- Key Takeaways

Auto Summary

Explore the dynamic world of manufacturing with the "Advanced Manufacturing Process Analysis" course, designed for science and engineering enthusiasts. This engaging program delves into the importance of analyzing manufacturing processes to enhance product quality and operational efficiency. Learners will acquire skills in data collection, preparation, and analysis using advanced computational platforms, ensuring they are well-equipped to contribute to advanced analysis teams. The course employs a mix of lectures, readings, discussions, and videos to deliver its content effectively. As the fourth installment in the Digital Manufacturing & Design Technology specialization, it offers a comprehensive view of Industry 4.0, culminating in a project that helps learners achieve a personal professional goal in digital manufacturing and design. Presented by Coursera, this foundational course spans approximately 840 minutes and is available through Starter and Professional subscription plans. Ideal for individuals looking to deepen their understanding of modern manufacturing challenges and solutions, this course prepares participants to tackle variability and drive improvements in yield and cost efficiency. Join now to become part of the manufacturing revolution!

Rahul Rai
Instructor

Rahul Rai