Syllabus
Unit 1:
Fundamentals of DFM and Manufacturing Constraints – Introduction to VLSI scaling and DFM importance – Process variations: inter/intra-die, random/systematic – Yield loss mechanisms and yield modeling – Lithography limitations, RET (OPC, PSM), DRC vs model-based checks
Unit 2:
DFM-Aware Layout and Cell Design – Layout techniques: redundancy, dummy fills, antenna rules – Stress-aware and CMP-aware layout – Standard cell design with DFM in mind – Routing strategies: jogs, spacing, via optimization – Density rules, IR drop, electromigration, signal integrity
Unit 3:
Variation-Aware Design and EDA Tool Integration – Statistical design and variability modeling – Corner analysis, Monte Carlo simulation – DFM-aware P&R and sign-off –
Tool flows: Calibre DFM, Synopsys IC Validator, Cadence PVS – FinFET-aware design, machine learning for DFM, DTCO
Objectives and Outcomes
Course Objectives
- Understand process technology constraints affecting VLSI design.
- Learn layout-level techniques to improve yield and performance.
- Develop skills to optimize designs for manufacturability and variability.
- Understand the impact of scaling and FinFET-era challenges on manufacturability.
Course Outcomes: At the end of the course, the student should be able to:
- CO1: Explain the impact of process variations and manufacturing constraints on VLSI design.
- CO2: Apply DFM rules and techniques to optimize physical layout for improved yield and manufacturability.
- CO3: Analyze and simulate the effects of parasitics, lithography limitations, and metal density on circuit reliability and performance.
- CO4: Evaluate DFM strategies using EDA tools and incorporate variation-aware design principles in the physical design flow.
Skills Acquired: Provide an in-depth knowledge on Design for Manufacturability
CO-PO Mapping:
CO/PO |
PO 1 |
PO 2 |
PO 3 |
PSO1 |
PSO2 |
PSO3 |
CO 1 |
3 |
2 |
1 |
2 |
1 |
– |
CO 2 |
2 |
3 |
3 |
2 |
3 |
– |
CO 3 |
3 |
3 |
2 |
3 |
3 |
– |
CO 4 |
2 |
2 |
3 |
3 |
2 |
– |