Deep Learning Techniques for End-to-end Deep Nanometer Analog and Radio Frequency Integrated Circuit Design Automation,
Instituto Superior Técnico,
PhD Student,
António Paiva Lapas de Gusmão,
Supervisor: R. M. Martins,
Co-supervisor: N. Horta,
abr-2020 - dez-2025
J. Domingues,
P. Vaz,
A. Gusmão,
N. Horta,
N. Lourenço,
R. M. Martins,
Speeding-Up Radio-Frequency Integrated Circuit Sizing with Neural Networks,
Springer, Cham,
Cham,
2023,
| BibTex
A. Gusmão,
N. Horta,
N. Lourenço,
R. M. Martins,
Analog IC Placement Generation via Neural Networks from Unlabeled Data,
Springer International Publishing,
Lisbon,
2020,
| BibTex
A. Gusmão,
R. Dinis,
P. Silva,
Impact of Antenna Choices on the Mobile Broadband Transmission at mm-wavw Frequencies,
Chapter in,
Mobile Multimedia Communications,
Goodman, Dand Raychaudhuri, D., eds., PLENUM PRESS,
1997
A. Gusmão,
Alves P. Alves,
N. Horta,
N. Lourenço,
R. M. Martins,
Differentiable Constraints’ Encoding for Gradient-Based Analog Integrated Circuit Placement Optimization,
Electronics,
Vol. 12,
No. 1,
pp. 110 - 110,
December,
2022
| BibTex
A. Gusmão,
N. Horta,
N. Lourenço,
R. M. Martins,
Scalable and order invariant analog integrated circuit placement with Attention-based Graph-to-Sequence deep models,
Expert Systems with Applications,
Vol. 207,
No. 1,
pp. 117954 - 117954,
November,
2022
| Full text (PDF 4 MBs)
| BibTex
A. Gusmão,
R. Vieira,
N. Horta,
N. Lourenço,
R. M. Martins,
Exploiting a Deep Learning Toolbox for Human-Machine Feedback towards Analog Integrated Circuit Placement Automation,
Electronics,
Vol. 11,
No. 23,
pp. 1 - 1,
November,
2022,
| Abstract
| BibTex
A. Gusmão,
R. P. Póvoa,
N. Horta,
N. Lourenço,
R. M. Martins,
DeepPlacer: A custom integrated OpAmp placement tool using deep models,
Applied Soft Computing Journal,
Vol. 115,
No. 1,
pp. 108188 - 108188,
January,
2022,
| Abstract
| BibTex
R. M. Martins,
A. Gusmão,
R. Vieira,
F. Passos,
N. Lourenço,
N. Horta,
PONDEROUS: A Performance-driven Analog IC Placement Optimizer Leveraged by a ML Pipeline,
IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD,
Volos,
Greece,
Vol.,
pp. -,
July,
2024,
| Abstract
| BibTex
A. Amaral,
A. Gusmão,
R. Vieira,
R. M. Martins,
N. Horta,
N. Lourenço,
An ANN-Based Approach to the Modeling and Simulation of Analog Circuits,
IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD SMACD,
Funchal,
Portugal,
Vol.,
pp. -,
July,
2023,
| Abstract
| BibTex
J. Domingues,
A. Gusmão,
N. Horta,
N. Lourenço,
R. M. Martins,
Accelerating Voltage-Controlled Oscillator Sizing Optimizations with ANN-based Convergence Classifiers and Frequency Guess Predictors,
IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD,
Sardinia,
Italy,
Vol.,
pp. -,
June,
2022,
| Abstract
| Full text (PDF 784 KBs)
| BibTex
Alves P. Alves,
A. Gusmão,
N. Horta,
N. Lourenço,
R. M. Martins,
ANN-based Analog IC Floorplan Recommender with a Broader Topological Constraints Coverage,
IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD,
Sardinia,
Italy,
Vol.,
pp. -,
June,
2022,
| Abstract
| Full text (PDF 898 KBs)
| BibTex
A. Gusmão,
N. Horta,
N. Lourenço,
R. M. Martins,
Late Breaking Results: Attention in Graph2Seq Neural Networks towards Push-Button Analog IC Placement,
ACM/IEEE Design Automation Conference (DAC),
San Francisco, CA,
United States,
December,
2021,
| Abstract
| BibTex
R. M. Martins,
A. Gusmão,
A. Canelas,
F. Passos,
N. Lourenço,
N. Horta,
An Essay on the Next Generation of Performance-driven Analog/RF IC EDA Tools: The Role of Simulation-based Layout Optimization,
IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD,
Erfurt,
Germany,
July,
2021,
| Abstract
| BibTex
A. Gusmão,
A. Canelas,
N. Horta,
N. Lourenço,
R. M. Martins,
A Deep Learning Toolbox for Analog Integrated Circuit Placement,
IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD,
Conference online,
July,
2021,
| Abstract
| BibTex
A. Gusmão,
N. Lourenço,
R. M. Martins,
N. Horta,
Bringing Structure into Analog IC Placement with Relational Graph Convolutional Networks,
IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD,
Conference online,
July,
2021,
| Abstract
| BibTex
A. Gusmão,
N. Lourenço,
R. M. Martins,
N. Horta,
F. Passos,
R. P. Póvoa,
Semi-Supervised Artificial Neural Networks towards Analog IC Placement Recommender,
IEEE International Symposium on Circuits and Systems ISCAS,
Sevilla,
Spain,
October,
2020,
| Abstract
| BibTex
