Prediction of IC engine performance and emission parameters using machine learning: A review

K Karunamurthy, AA Janvekar, PL Palaniappan… - Journal of Thermal …, 2023 - Springer
The human kind is facing various natural calamities such as Elnino, forest fires, climate
change, etc., due to environmental degradation and pollution. The United Nations has come …

Machine learning in advanced IC design: A methodological survey

T Chen, GL Zhang, B Yu, B Li… - IEEE Design & …, 2022 - ieeexplore.ieee.org
The increasing complexity and size of design space poses significant challenges for
integrated circuit (IC) design. This article discusses the potential of machine learning (ML) …

GNN-based hierarchical annotation for analog circuits

K Kunal, T Dhar, M Madhusudan… - … on Computer-Aided …, 2023 - ieeexplore.ieee.org
Analog designs consist of multiple hierarchical functional blocks. Each block can be built
using one of several design topologies, where the choice of topology is based on circuit …

Machine Learning for Analog Layout

SM Burns, H Chen, T Dhar, R Harjani, J Hu… - … Learning Applications in …, 2022 - Springer
The performance of analog circuits is critically dependent on layout parasitics, but layout has
traditionally been a manual and time-consuming task. Recent advances in ML have enabled …

Graph Attention-Based Symmetry Constraint Extraction for Analog Circuits

Q Xu, L Wang, J Wang, L Cheng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
In recent years, analog circuits have received extensive attention and are widely used in
many emerging applications. The high demand for analog circuits necessitates shorter …

A charge flow formulation for guiding analog/mixed-signal placement

T Dhar, S Ramprasath, J Poojary… - … , Automation & Test …, 2022 - ieeexplore.ieee.org
An analog/mixed-signal designer typically performs circuit optimization, involving intensive
SPICE simulations, on a schematic netlist and then sends the optimized netlist to layout …

The ALIGN Automated Analog Layout Engine: Progress, Learnings, and Open Issues

SS Sapatnekar - Proceedings of the 2023 International Symposium on …, 2023 - dl.acm.org
The ALIGN (Analog Layout, Intelligently Generated from Netlists) project [1, 2] is a joint
university-industry effort to push the envelope of automated analog layout through a …

Machine Learning Techniques in Analog Layout Automation

T Dhar, K Kunal, Y Li, Y Lin, M Madhusudan… - Proceedings of the …, 2021 - dl.acm.org
The quality of layouts generated by automated analog design have traditionally not been
able to match those from human designers over a wide range of analog designs. The ALIGN …