Search Results for author: Tianliang Ma

Found 2 papers, 0 papers with code

Fast System Technology Co-Optimization Framework for Emerging Technology Based on Graph Neural Networks

no code implementations10 Apr 2024 Tianliang Ma, Guangxi Fan, Xuguang Sun, Zhihui Deng, Kainlu Low, Leilai Shao

This paper proposes a fast system technology co-optimization (STCO) framework that optimizes power, performance, and area (PPA) for next-generation IC design, addressing the challenges and opportunities presented by novel materials and device architectures.

Graph Neural Network

Fast Cell Library Characterization for Design Technology Co-Optimization Based on Graph Neural Networks

no code implementations20 Dec 2023 Tianliang Ma, Guangxi Fan, Zhihui Deng, Xuguang Sun, Kainlu Low, Leilai Shao

Our model achieves precise predictions, with absolute error $\le$3. 0 ps for WNS, percentage errors $\le$0. 60% for leakage power, and $\le$0. 99% for dynamic power, when compared to golden reference.

Graph Neural Network

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