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PhD student Han Zhou successfully defended her thesis

Ph.D. student, Han Zhou successfully defensed her thesis titled "Electromigration-Aware On-Chip Power Grid Design and Optimization". Han joined the VSCLAB in 2016 and she worked on the EM power grid optimization. Han will join Synopsys's IC compiler group as a senior engineer after graduation. We wish her the best for her future endeavors.

Two DAC 2021 papers accepted

Two DAC 2021 paper from VSCLAB have been accepted. The first paper, led by PhD student Shyuan Yu, proposes a new approximate multiple using improved stochastic computing (called counter-based SC) techniques and showed significant advantages over existing state of the art approximate adders on DNN network applications. Congratulations on Shuyuan. COSAIM: Counter-based Stochastic-behaving Approximate Integer...

One DATE 2021 paper published

Our recent work based on the physics-constrained deep learning framework for electrostatics analysis was published in DATE 2021. In this work, we developed a label free self-learning method to solve differential equations for electrostatic analysis, which is important for reliability and capacitance extraction method. W. Jin, S. Peng, and S. X.-D. Tan, “Data-driven electrostatics analysis...

Two papers published in MLCAD 2020

Two papers were published in MLCAD, the new ACM/IEEE conference focusing on the machine learning techniques for design automation techniques. The first paper by Ph.D. student Shaoyi Peng developed an auto-encoder/decoder like DNN networks for analysis TDDB reliability effects. The second paper by Ph.D. student Jinwei Zhang developed an efficient reinforcement learning based hotspot-aware task...

Three ICCAD 2021 published and one nominated for Best Paper Award

Three papers from our lab have been published recently. The first paper/work exploits the differential natural of DNN networks to significantly speedup the gradient based optimization method for power grid networks subject to electromigration constraints. This work was led by Ph.D. student Han Zhou and it also was nominated as the Best Paper Award. H...

ICCD paper on GAN based analysis for electromigration has been nominated as Best Paper Award

Our recent paper published in ICCD 2021 has been nominated as the Best Paper Award. Ph.D. student Wentian Jin developed new GAN (Generative Adversary Network) based analysis method for solving the partial differential equations for electromigration. W. Jin, S. Sadiqbatcha, Z. Sun, H. Zhou and S. X.-D. Tan, “EM-GAN: Data-driven fast stress analysis for multi-segment...

CASES'20 paper (ESWEEK 2020) published.

Our recent work for using stochastic computing for dynamic reliability and power management has been accepted by the top embedded conference, CASES'20 (ESWEEK 2020). This is the first work to explore the dynamic reliability management using the improved stochastic computing method. The work is led by Ph.D. student Shuyuan Yu. S. Yu, H. Zhou, H...

2019 CiteScore and Impact Factor for Integration released

Elsevier just released the new CiteScore and Impact Factor for the Integration, the VLSI Journal, the CiteScore (CS) is 2.6, Impact Factor (IF) is 1.214. This is a good improvement from 2.2 for CS and 1.15 for IF from 2018. Prof. Tan was the Editor in Chief for Integration since 2016. CiteScore of a journal...

Three PhD students accepted into 2020 DAC Young Fellows Program

Three PhD students from VSCLAB, Mohammadamir Kavousi, Yibo Liu and Maliha Tasnim, were accepted into the DAC Young Fellows Program. They will attend the first virtual 57th Design Automation Conferences in July, 2020. Congratulations on them.

VSCLAB students head for interns for summer 2020

Most of senior PhD students in VSCLAB headed to industry intern jobs in summer 2020. Have funs and enjoy! Sheriff Sadiqbatcha will work for Intel Corp, Shaoyi Peng will work Cerebras System, an AI chip startup, Han Zhou will work for PrimePower group in Synopsys, Jinwei Zhang will work for Spectre group in Cadence, Wentian...

Research work on machine-learning based thermal hotspot modeling has been accepted for TCAD

Sheriff Sadiqbatcha and Jinwei Zhang's work on machine learning based hotspot identification for commercial multi-core processors has been accepted by IEEE Transaction on CAD, the primary journal in EDA area. This work presents a significant advance for transient hotspot identifications using latest recurrent neural networks for commercial multi-core processors. The method can be used for...

Coupled analysis of electromigration and thermomigration work accepted by TCAD

Visiting Ph.D. student, Liang Chen's work on new semi-analytic solution for combined electromigration and thermomigration for general multi-segment interconnect wires has been accepted by IEEE Transaction on Computer-Aided Design. This work show the thermomigration can plays a significant roles on EM-failure and we developed a new approach to consider the Joule heating induced temperature spatial...

NSF funded research using machine learning for VLSI reliability modeling and robust chip design

Prof. Sheldon Tan received a three-year $500K award (CCF-2007135) from National Science Foundation for exploring data-driven and deep learning based approaches to addressing the VLSI reliability and robust chip design. Recently machine learning, especially deep learning is gaining much attention due to the breakthrough performance in various cognitive applications. Machine learning for electronic design automation...

VSCLAB released EMspice -- coupled EM-IR drop analysis tool for full-chip EM and IR check and sign-off

VSCLAB released the EMspice -- coupled EM-IR drop analysis tool for full-chip EM and IR check and sign-off . This is first tool to perform the full-chip EM-IR drop co-simulation to assess the EM-induced IR drop at specific targeted lifetime. The research work, leaded by Ph.D. student Zeyu Sun, has been published recently in IEEE...

Ph.D. student Sheriff Sadiqbatcha won the DYP award from UCR graduate division

April 23, 2020, Ph.D. student Sheriff Sadiqbatcha won the prestigious Dissertation Year ProgramFellowship award from UCR graduate division to support his Ph.D. study at UCR. The award will provide one quarter stipend support for Sheriff. This is highly competitive award for UCR phd graduate students.

VSCLAB launched the COVID-19 pandemic projection

We recently developed a new real-time differential virus transmission model , which can give more accurate and robust short-term predictions of COVID-19 transmitted infectious disease with benefits for near-term projection. The new model is based on well-accepted enhanced Susceptible-Exposed-Infected-Removed (SEIR) virus transmission model. But as the parameters of the improved SEIR models are trained by...

PhD student Zeyu Sun successfully defended his thesis!

3/12/2020 , Ph.D. student Zeyu Sun successfully defended his thesis titled "Physics-based Electromigration Modeling, Analysis and Optimization"! Congratulations on Zeyu. Zeyu published several important works on the EM modeling such as new voltage based EM immortality checking and EM saturation volume estimation methods. He is also the developer of EMSpice for coupled EM-IR analysis for...

GLU 3.0 paper accepted for publication

The GLU 3.0 solver, which is the GPU-based parallel sparse LU solver and was developed by Ph.D. student Shaoyi Peng, has been accepted to publish in IEEE Design and Test , which is one of top journals in the electronic design automation area. This paper introduced the latest version of GLU solver, GLU 3.0, which...
ASPDAC Prolific Award

Prof. Tan won Prolific Author Award from ASPDAC 2020

Prof. Sheldon Tan won the ASPDAC Prolific Author Award in the IEEE/ACM Asia and South Pacific Design Automation Conference (ASPDAC) 2020 in Beijing. This award is for authors who have published more 25 papers in ASPDAC. Prof. Tan published 37 papers since 1999, which ranked him as #6 in the prolific author list at http://aspdac-hall.nics.cc...

Ph.D. student Chase Cook passed his Ph.D. defenses

Ph.D. student Chase Cook successfully defended his Ph.D. thesis titled "Simulation for Reliability, Hardware Security, and Ising Computing in VLSI Chip Design". Chase will join Intel Corporation after graduation. Congratulation on his hard works and successful defenses and we wish him the best in his feature endeavor.