About this course
As part of the Principles of Manufacturing MicroMasters program, this course will build on statistical process control foundations to add process modeling and optimization.Building on formal methods of designed experiments, the course develops highly applicable methods for creating robust processes with optimal quality.
We will cover the following topics:
- Evaluating the causality of inputs and parameters on the output measures
- Designing experiments for the purpose of process improvement
- Methods for optimizing processes and achieving robustness to noise inputs
- How to integrate all of these methods into an overall approach to process control that can be widely applied
- Developing a data-based statistical ability to solving engineering problems in general
The course will conclude with a capstone activity that will integrate all the Statistical Process Control topics.
Develop the engineering andmanagement skills needed for competence and competitiveness in todayβs manufacturing industry with the Principles of Manufacturing MicroMasters Credential, designed and delivered by MITβs #1-ranked Mechanical Engineering department in the world. Learners who pass the 8 courses in the program earn the MicroMasters Credential and qualify to apply to gain credit for MITβs Master of Engineering in Advanced Manufacturing & Design program.
Take this course
π‘
What you'll learn
- Multivariate regression for Input-output causality
- Design of experiments (DOE) methods to improve processes
- Response surface methods and process optimization based on DOE methods
- DOE-based methods for achieving processes that are robust to external variations
Instructors
Duane Boning
Co-Director, MIT Leaders for Global Operations Program β’ Massachusetts Institute of Technology
David Hardt
Professor of Mechanical Engineering β’ Massachusetts Institute of Technology
Who can take this course?
Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.