Deep reinforcement learning for analog circuit sizing with an electrical design space and sparse rewards
Y Uhlmann, M Essich, L Bramlage, J Scheible… - Proceedings of the …, 2022 - dl.acm.org
There is still a great reliance on human expert knowledge during the analog integrated
circuit sizing design phase due to its complexity and scale, with the result that there is a very …
circuit sizing design phase due to its complexity and scale, with the result that there is a very …
Multistage Op Amp design space exploration by sampling and symbolic design equations
Q Xie, G Shi - International Journal of Circuit Theory and …, 2024 - Wiley Online Library
Multiple‐stage complementary metal‐oxide‐semiconductor (CMOS) operational amplifiers
(Op Amps) have been extensively studied in the literature; often, each new design reports …
(Op Amps) have been extensively studied in the literature; often, each new design reports …
Differentiable Neural Network Surrogate Models for gm/ID-based Analog IC Sizing Optimization
Y Uhlmann, T Moldenhauer… - 2023 ACM/IEEE 5th …, 2023 - ieeexplore.ieee.org
Analog integrated circuit sizing still relies heavily on human expert knowledge as previous
automation approaches have not found wide-spread acceptance in industry. One strand, the …
automation approaches have not found wide-spread acceptance in industry. One strand, the …
A Review of Design Methodologies for Power Electronics and the Bridge to VLSI EDA
T Moldenhauer, Y Uhlmann… - 2024 IEEE Design …, 2024 - ieeexplore.ieee.org
Research in design automation for power electronics (DAPE) is a growing subject propelled
by the demand for power electronics in the light of electrification. This paper explains and …
by the demand for power electronics in the light of electrification. This paper explains and …
Review on Analog Circuit Optimization Using Deep Learning Algorithm
AA Elwehili, DB Aissa - 2023 22nd Mediterranean Microwave …, 2023 - ieeexplore.ieee.org
Within many circumstances, analog circuits are made up of intricate pairings of op-amps,
resistors, capacitors, and several other fundamental electrical devices. Making anything as …
resistors, capacitors, and several other fundamental electrical devices. Making anything as …
Integrating Multiple Knowledge-based Automation Methodologies into the A/MS IC Design Flow
B Prautsch, R Sommer, J Scheible… - … and Applications to …, 2024 - ieeexplore.ieee.org
Analog and mixed-signal (A/MS) IC design is still a largely manual process. It lags far behind
its digital counterpart were synthesis methods automate many key design steps. This …
its digital counterpart were synthesis methods automate many key design steps. This …
Procedural-and reinforcement-learning-based automation methods for analog integrated circuit sizing in the electrical design space
Y Uhlmann, M Brunner, L Bramlage, J Scheible… - Electronics, 2023 - mdpi.com
Analog integrated circuit sizing is notoriously difficult to automate due to its complexity and
scale; thus, it continues to heavily rely on human expert knowledge. This work presents a …
scale; thus, it continues to heavily rely on human expert knowledge. This work presents a …
Optimizer-Free Sizing of OpAmps Leveraging Structural and Functional Properties
M Leibl, H Graeb - … and Simulation Methods and Applications to …, 2024 - ieeexplore.ieee.org
Finding appropriate parameters for a circuit via optimization is time-consuming and can fail
for certain initial points. In this work, we use machine learning methods to entirely skip the …
for certain initial points. In this work, we use machine learning methods to entirely skip the …
Extending C/ID Methodology for Optimal Implementation of Single-Stage Discrete-Time Amplifiers
S Kalidasan, A Tajalli - 2023 19th International Conference on …, 2023 - ieeexplore.ieee.org
A flow to develop single-stage Discrete-Time (DT) amplifiers based on a set of given
requirements, including speed and noise specifications, will be introduced. To reduce the …
requirements, including speed and noise specifications, will be introduced. To reduce the …
Intelligent Circuit Optimization for a Wireless Power Transfer System Based on L2CL-LCL Compensation
Designing circuits with the help of Artificial Intelligence (AI) has fascinated us for a long time.
It would be very useful for having an open-source circuit optimization software that …
It would be very useful for having an open-source circuit optimization software that …