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PONDEROUS: A Performance-driven Analog IC Placement Optimizer Leveraged by a ML Pipeline

Martins, R. M. ; Gusmão, A. ; Vieira, R. ; Passos, F. ; Lourenço, N. ; Horta, N.

PONDEROUS: A Performance-driven Analog IC Placement Optimizer Leveraged by a ML Pipeline, Proc IEEE International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design - SMACD, Volos, Greece, Vol. , pp. - , July, 2024.

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Abstract
Analog integrated circuit layout and its countless issues have challenged all automation attempts, and one limitative factor must be addressed to finally push automation tools into industrial environment: accurate assessment of post-layout performance degradation. This paper presents PONDEROUS, a performance-driven placement generator highly integrated with off-the-shelf tools, that promotes an exhaustive simulation-based synthesis. However, an alternative operation mode is proposed to bypass the time-consuming extractions and simulations, where a highly accurate machine learning pipeline estimates the impact of the floorplan changes in the post-layout performances. Experimental results show that a set of decision trees operating on highly compressed design space via principal component analysis allow to speed-up synthesis more than 20×, from about 12 hours to 36 minutes.