Machine Learning In VLSI Computer-Aided Design

Machine Learning In VLSI Computer-Aided Design

Contents

• A Preliminary Taxonomy for Machine Learning in VLSI CAD
• Duane S Boning, Ibrahim (Abe) M Elfadel, and Xin Li
• Machine Learning Taxonomy
• VLSI CAD Abstraction Levels
• Organization of This Book
• References
• Part I Machine Learning for Lithography and Physical Design
• Machine Learning for Compact Lithographic Process Models
• J P Shiely
• Introduction
• The Lithographic Patterning Process
• Machine Learning of Compact Process Models
• Neural Network Compact Patterning Models
• Conclusions
• References
• Machine Learning for Mask Synthesis
• Seongbo Shim, Suhyeong Choi, and Youngsoo Shin
• Introduction
• Machine LearningGuided OPC

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