Yield Science and Failure Analysis

This course delves into the complex interdependencies influencing semiconductor manufacturing yield, from process variation to defect mechanisms. Students will learn quantitative yield modeling, statistical process control, and advanced metrology techniques used in the industry. The curriculum also provides in-depth instruction on physical and electrical failure analysis methodologies, equipping graduates to diagnose root causes of device and circuit failures. Emphasis is placed on practical application for process optimization and product reliability improvements.

Course outline

Lectures, virtual labs, and graded assignments — completed in your browser.

01Introduction to Semiconductor Yield and Manufacturing Challengeslecture

02Fundamentals of Semiconductor Manufacturing Processes and Defectslecture

03Basic Yield Models and Statistical Process Control (SPC)lecture

04Advanced Yield Modeling: Critical Area Analysis and Defect Densitylecture

05Metrology Techniques for Process Monitoring and Defect Detectionlecture

06Design for Manufacturability (DFM) and Yield Optimizationlecture

07Introduction to Failure Analysis (FA) Methodologies and Toolslecture

08Electrical Characterization and Fault Isolation Techniqueslecture

09Physical Failure Analysis: Microscopy and Cross-Sectioninglecture

10Advanced FA Techniques: EDX, FIB, and AFMlecture

11Environmental Testing and Reliability Physicslecture

12Data Analysis and Root Cause Identification in FAlecture

13Case Studies in Yield Improvement and Failure Analysislecture

14Future Trends in Yield Management and AI for FAlecture

Syllabus

This 14-week online course delivers content asynchronously, with weekly modules typically releasing on Mondays. Students are expected to engage with lectures, readings, and complete assignments, including quizzes, problem sets, and case studies, by Sunday evening. Collaborative discussions and virtual lab simulations will reinforce theoretical concepts and practical skills. Regular participation is vital, with timely submission of all coursework critical for success. Late submissions may incur penalties unless prior arrangements are made with the instructor. Academic integrity is paramount and will be strictly enforced.