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Recent Developments and Perspectives on Optimization Design Methods for Analog Integrated Circuits

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Опубліковано в::Symmetry vol. 17, no. 4 (2025), p. 529
Автор: Yang, Yunqi
Інші автори: Su Jiaming, Lai Xiaoran, Chen, Dongdong, Li, Di, Yang Yintang
Опубліковано:
MDPI AG
Предмети:
Particle swarm optimization
Analog circuits
Efficiency
Design specifications
Automation
Machine learning
Transistors
Heuristic
Pareto optimum
Design techniques
Business metrics
Simulation
Design improvements
Integrated circuits
Performance measurement
Genetic algorithms
Neural networks
Information industry
Methods
Computer aided design > CAD
Artificial intelligence
Design optimization
Optimization algorithms
Software
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Короткий огляд:As the cornerstone of the modern information industry, designing a high-performance circuit is crucial. Due to the influence of external environmental and asymmetric arrangements, non-ideal factors in analog integrated circuits (ICs) cannot be ignored, which makes the design process heavily reliant on human experience, and the design efficiency is low. Recently, scholars have conducted extensive research on optimization design methods for analog ICs by combining artificial intelligence and optimization algorithms. In this article, the developments and perspectives on optimization design methods for analog ICs are reviewed. In traditional design methods, particle swarm optimization (PSO), the genetic algorithm (GA), and reinforcement learning (RL) have been applied with different computer-aided design (CAD) tools. A variety of circuit simulation software have been developed, such as Cadence, Ngspice, Pspice, etc. Due to its high precision, comprehensive functionality, and full-process simulation, Cadence has been widely used in the design of analog ICs. These methods can improve the design efficiency to a certain extent. In the iterative process, running the simulation software to obtain performance metrics can waste a lot of time. Thus, efficient optimization design methods have been proposed to improve the design efficiency by establishing a proxy model of the circuit, which can replace simulation software. Accordingly, three research directions in this field are proposed. In summary, this article can aid scholars in quickly understanding the current status of optimization design methods for analog ICs and provide guidance for future research.
ISSN:2073-8994
DOI:10.3390/sym17040529
Джерело:Engineering Database