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Location: Ballroom D
Date: Thursday, January 30
Time: 12:00pm - 12:45pm
Track: 14. Machine Learning for Microelectronics, Signaling & System Design
Format: Technical Session
Pass Type: 2-Day Pass, All-Access Pass, Alumni All-Access Pass - Get your pass now!
Vault Recording: TBD
Audience Level: All
Most EDA tools on the market today are not able to deal with complex SoC interposer layout due to stringent routing constraints, rapid changing technology, and irregular routing patterns. Therefore, the routing has to be done manually to achieve satisfactory results. To address this challenge, we propose a new approach based on machine learning that utilizes advanced neural networks and genetic algorithms to leverage the parallel processing power of modern computing hardware. The process uses a heuristic approach to find the optimal solutions to new problems by learning from past designs and drastically reduces the layout time and resources.
Machine learning-based smart router can accelerate PCB layout process efficiency and drastically reduce routing time and resources.