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Metamodel-based simulation optimization: A systematic literature review
JVS do Amaral, JAB Montevechi… - … Modelling Practice and …, 2022 - Elsevier
Over the past few decades, modeling, simulation, and optimization tools have received
attention for their ability to represent and improve complex systems. The use of …
attention for their ability to represent and improve complex systems. The use of …
Applications of artificial intelligence on the modeling and optimization for analog and mixed-signal circuits: A review
Recently, there have been many studies attempting to take advantage of advancements in
Artificial Intelligence (AI) in Analog and Mixed-Signal (AMS) circuit design. Automated circuit …
Artificial Intelligence (AI) in Analog and Mixed-Signal (AMS) circuit design. Automated circuit …
An efficient Bayesian optimization approach for automated optimization of analog circuits
W Lyu, P Xue, F Yang, C Yan, Z Hong… - … on Circuits and …, 2017 - ieeexplore.ieee.org
The computation-intensive circuit simulation makes the analog circuit sizing challenging for
large-scale/complicated analog/RF circuits. A Bayesian optimization approach has been …
large-scale/complicated analog/RF circuits. A Bayesian optimization approach has been …
Multistage collaborative machine learning and its application to antenna modeling and optimization
A multistage collaborative machine learning (MS-CoML) method that can be applied to
efficient multiobjective antenna modeling and optimization is proposed. Machine learning …
efficient multiobjective antenna modeling and optimization is proposed. Machine learning …
An efficient analog circuit sizing method based on machine learning assisted global optimization
Machine learning-assisted global optimization methods for speeding up analog integrated
circuit sizing is attracting much attention. However, often a few typical analog integrated …
circuit sizing is attracting much attention. However, often a few typical analog integrated …
Comparative analysis of commonly used machine learning approaches for Li-ion battery performance prediction and management in electric vehicles
The significant role of Li-ion batteries (LIBs) in electric vehicles (EVs) emphasizes their
advantages in terms of energy density, being lightweight, and being environmentally …
advantages in terms of energy density, being lightweight, and being environmentally …
An artificial neural network assisted optimization system for analog design space exploration
Y Li, Y Wang, Y Li, R Zhou, Z Lin - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
This article presents a new analog circuit optimization system for automated sizing of analog
integrated circuits. It consists of a genetic algorithm (GA)-based global optimization engine …
integrated circuits. It consists of a genetic algorithm (GA)-based global optimization engine …
Analog circuit sizing based on evolutionary algorithms and deep learning
A Lberni, MA Marktani, A Ahaitouf, A Ahaitouf - Expert Systems with …, 2024 - Elsevier
The use of machine learning-based techniques has expanded to many areas that require
optimization. One of such area is Integrated Circuit (IC) design and sizing optimization …
optimization. One of such area is Integrated Circuit (IC) design and sizing optimization …
GASPAD: A general and efficient mm-wave integrated circuit synthesis method based on surrogate model assisted evolutionary algorithm
B Liu, D Zhao, P Reynaert… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
The design and optimization (both sizing and layout) of mm-wave integrated circuits (ICs)
have attracted much attention due to the growing demand in industry. However, available …
have attracted much attention due to the growing demand in industry. However, available …
[HTML][HTML] Automated circuit sizing with multi-objective optimization based on differential evolution and Bayesian inference
C Vişan, O Pascu, M Stănescu, ED Şandru… - Knowledge-Based …, 2022 - Elsevier
Manual sizing of analog circuit specifications has become challenging owing to their ever-
increasing complexity. Especially for innovative, large-scale circuit designs with numerous …
increasing complexity. Especially for innovative, large-scale circuit designs with numerous …