
Advanced Techniques for Optimal Sizing of Analog Integrated Circuits
Quantum Computing, Machine Learning, and Bio-inspired Optimization
- 171 pages
- English
- PDF
- Available on iOS & Android
Advanced Techniques for Optimal Sizing of Analog Integrated Circuits
Quantum Computing, Machine Learning, and Bio-inspired Optimization
About this book
A novel and authoritative approach to quantum machine learning in integrated circuits design optimization
In Advanced Techniques for Optimal Sizing of Analog Integrated Circuits, a team of distinguished researchers deliver a comprehensive discussion of the theory, models, methodologies, practical implementation, and utilization of integrated circuit (IC) design. The authors explain IC design optimization, demonstrating cost-effective and time-saving design approaches, as well as techniques likely to be impactful in the near future.
The book covers major topics in the field, describing key concepts, recent advances, effective algorithms, and pressing challenges associated with analog circuit sizing optimization. It discusses using both animal and human-inspired optimization algorithms to create basic and quantum machine learning methods.
Readers will also find:
- A novel approach to quantum machine learning in integrated circuit design optimization
- A range of introductory and advanced topics suitable for students, advanced professionals, and researchers
- Detailed illustrations that clarify abstract, complicated engineering concepts
- Complete treatments of animal behavior-inspired optimization algorithms, including particle swarm optimization, firefly algorithm, cuckoo search, and bat algorithm
Perfect for researchers in engineering, computer scientists, professors, and senior undergraduate and graduate students in integrated circuit design, this book will also benefit students of machine learning, computer science, quantum computing, and optimization.
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Information
Table of contents
- Cover
- Title Page
- Copyright
- Contents
- About the Authors
- Preface
- Acronyms
- Chapter 1 Overview and Problem Formulation
- Chapter 2 Evolutionary Algorithms in Analog Circuit Sizing Optimization
- Chapter 3 AnimalāBehaviorāInspired Algorithms in Analog Circuit Sizing Optimization
- Chapter 4 HumanāBehaviorāInspired Algorithms in Analog Circuit Sizing Optimization
- Chapter 5 Machine Learning in Analog Circuit Sizing Optimization
- Chapter 6 Quantum Mechanics and Analog Circuit Sizing Optimization
- Index
- EULA