Jun.-Prof. Dr.-Ing. Hussam Amrouch
- Research Group Leader
- room: B2-312.1
- phone: +49 721 608-45733
- fax: +49 721 608-43962
- amrouchIua7∂kit edu
- Haid-und-Neu-Str. 7
Bldg. 07.21
76131 Karlsruhe
Dr. Hussam Amrouch is a Junior Professor at the University of Stuttgart heading the Chair of Semiconductor Test and Reliability (STAR). He earned in 06.2015 his Ph.D. degree in Computer Science (Dr.-Ing.) from the Karlsruhe Institute of Technology (KIT), Germany with distinction (summa cum laude). After which, he has founded the "Dependable Hardware" research group at CES/KIT where he is still leading. Dr. Amrouch has published around 85 multidisciplinary publications, including 30 journals, covering all major research areas across the computing stack (semiconductor physics, circuit design, computer architecture, and computer-aided design). His key research interests are focused on design for reliability from device physics to systems, emerging nanotechnologies, machine learning for CAD, approximate computing, and deep neural networks.
He received seven times a "European Network of Excellence on High Performance and Embedded Architecture and Compilation" (HiPEAC) Paper Award. He also received three Best Paper Award Nominations for his work in reliability: two of them from the Design Automation Conference (DAC'17, DAC'16) and one from the Design, Automation and Test in Europe Conference (DATE'17). In January 2018, an article in the Frankfurt General Newspaper (Frankfurter Allgemeine Zeitung) was published recognizing his research and later in the same year, he was interviewed by the German public broadcasting radio (Deutschlandfunk) regarding his findings in thermal side channel attacks.
Research Interests
Dependable Hardware Research Group (click here)
- Design for Reliability:
- Device-Circuit Interaction: aging, process variation, soft errors, self-heating.
- Aging-aware and thermal-aware circuit design.
- System-level modeling and optimization.
- Emerging Technology:
- Post-CMOS technology and non-volatile memories.
- Design for Security:
- Reliability degradation-induced security threats.
- Impact of emerging technology on security.
- Advanced Cooling Solutions:
- Device and chip modeling.
- Machine Learning
- Approximate Computing
Publications
| Journals |
|---|
| Hussam Amrouch, Paul Genßler, Victor M. van Santen, Jörg Henkel On the Reliability of FeFET On-Chip Memory in IEEE Transactions on Computers, DOI, PDF, (accepted) 2021. S. Salamin, G. Zervakis, F. Klemme, H. Kattan, Y. Chauhan, J. Henkel, and H. Amrouch Impact of NCFET Technology on Eliminating the Cooling Cost and Boosting the Efficiency of Google TPU in IEEE Transactions on Computers, DOI, PDF, early access 2021. Hammam Kattan, Sung Woo Chung, Jörg Henkel, Hussam Amrouch On-demand Mobile CPU Cooling with Thin-Film Thermoelectric Array in IEEE Micro, DOI, PDF, early access 2021. Guilherme Paim, Hussam Amrouch, Eduardo A. C. da Costa, Sergio Bampi, Jörg Henkel Bridging the Gap Between Voltage Over-Scaling and Joint Hardware Accelerator-Algorithm Closed-Loop in IEEE Transactions on Circuits and Systems for Video Technology, DOI, PDF, early access 2021. Guilherme Paim, Hussam Amrouch, Leandro Mateus Giacominni Rocha, Brunno Alves Abreu, Sergio Bampi, Jörg Henkel A Framework for Crossing Temperature-Induced Timing Errors Underlying Hardware Accelerators to the Algorithm and Application Layers in IEEE Transactions on Computers, DOI, PDF, early accesss 2021. Guilherme Paim, Georgios Zervakis, Girish Pahwa, Yogesh S. Chauhan, Eduardo A. C. da Costa, Sergio Bampi, Jörg Henkel, and Hussam Amrouch On the Resiliency of NCFET Circuits against Voltage Over-Scaling in IEEE Transactions on Circuits and Systems I: Regular Papers, DOI, PDF, early access 2021. Georgios Zervakis, Iraklis Anagnostopoulos, Sami Salamin, Yogesh S. Chauhan, Jörg Henkel, Hussam Amrouch Impact of NCFET on Neural Network Accelerators in IEEE Access (Vol. 9), DOI, PDF, Mar 2021. Sami Salamin; Victor M. Van Santen; Martin Rapp; Jörg Henkel; Hussam Amrouch Minimizing Excess Timing Guard Banding Under Transistor Self-Heating Through Biasing at Zero-Temperature Coefficient in IEEEAccess, DOI, PDF, Feb 2021. Sheriff Sadiqbatcha, Jinwei Zhang, Hengyang Zhao, Hussam Amrouch, Jörg Henkel, Sheldon X-D Tan Post-Silicon Heat-Source Identification and Machine-Learning-Based Thermal Modeling Using Infrared Thermal Imaging in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), DOI, PDF, early access 2020. Sami Salamin, Martin Rapp, Anuj Pathania, Arka Maity, Jörg Henkel, Tulika Mitra, and Hussam Amrouch Power-Efficient Heterogeneous Many-Core Design with NCFET Technology in IEEE Transactions on Computers (TC), DOI, PDF, early access 2020. Victor van Santen, Fu Florian Diep, Jörg Henkel, and Hussam Amrouch Massively Parallel Circuit Setup in GPU-SPICE in IEEE Transactions on Computers (TC), DOI, PDF, early access 2020. Naman Patel, Prashanth Krishnamurthy, Hussam Amrouch, Jörg Henkel, MichaelL Shamouilian, Ramesh Karri, and Farshad Khorrami Towards a New Thermal Monitoring Based Framework for Embedded CPS Device Security in IEEE Transactions on Dependable and Secure Computing (TDSC), DOI, PDF, early access 2020. Hussam Amrouch, Georgios Zervakis, Sami Salamin, Hammam Kattan, Iraklis Anagnostopoulos and Jörg Henkel NPU Thermal Management in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), ESWEEK Special Issue, DOI, PDF, Nov 2020. Sami Salamin, Martin Rapp, Jörg Henkel, Andreas Gerstlauer and Hussam Amrouch Dynamic Power and Energy Management for NCFET-based Processors in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), ESWEEK Special Issue, DOI, PDF, Nov 2020. Virinchi Roy Surabhi, Prashanth Krishnamurthy, Hussam Amrouch, Jörg Henkel, Ramesh Karri and Farshad Khorrami Exposing Hardware Trojans in Embedded Platforms via Short-Term Aging in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), ESWEEK Special Issue, DOI, PDF, Nov 2020. Johann Knechtel, Satwik Patnaik, Mohammed Nabeel, Mohammed Ashraf, Yogesh S. Chauhan, Jörg Henkel, Ozgur Sinanoglu, and Hussam Amrouch Power Side-Channel Attacks in Negative Capacitance Transistor (NCFET) in IEEE Micro Magazine, DOI, PDF, Nov 2020. Victor M. van Santen, Hussam Amrouch, Poja Sharma and Jörg Henkel On the Workload Dependence of Self-Heating in FinFET Circuits in IEEE Transactions on Circuits and Systems II (TCAS-II), DOI, PDF, Video, Oct 2020. Jörg Henkel, Hussam Amrouch, Marilyn Wolf Introduction to the Special Issue on Machine Learning for CAD in ACM Transactions on Design Automation of Electronic Systems (TODAES, Volume 25, Issue 5), DOI, PDF, Oct 2020. Guilherme Paim, Leandro M. G. Rocha,Hussam Amrouch, Eduardo A. C. da Costa, Sergio Bampi and Jörg Henkel A Cross-layer Gate-Level-to-Application Co-simulation for Design Space Exploration of Approximate Circuits in HEVC Video Encoders in IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), DOI, PDF, Oct 2020. Om Prakash, Aniket Gupta, Girish Pahwa, Jörg Henkel, Yogesh S Chauhan, Hussam Amrouch Impact of Interface Traps on Negative Capacitance Transistor: Device and Circuit Reliability in IEEE Journal of the Electron Devices Society ( Volume: 8), DOI, PDF, Sep 2020. Zois-Gerasimos Tasoulas, Georgios Zervakis, Iraklis Anagnostopoulos, Hussam Amrouch, Jörg Henkel Weight-Oriented Approximation for Energy-Efficient Neural Network Inference Accelerators in IEEE Transactions on Circuits and Systems I: Regular Papers, DOI, PDF, Sep 2020. Hussam Amrouch, Girish Pahwa, Amol D. Gaidhane, Chetan K. Dabhi, Florian Klemme, Om Prakash and Yogesh Singh Chauhan Impact of Variability on Processor Performance in Negative Capacitance FinFET Technology in IEEE Transactions on Circuits and Systems I: Regular Papers, DOI, PDF, Sep 2020. V. Surabhi, P. Krishnamurthy, H. Amrouch, K. Basu, J. Henkel, R. Karri, and F. Khorrami Hardware Trojan Detection using Controlled Circuit Aging in IEEE Access, DOI, PDF, Apr 2020. H. Kim, J. Kim, H. Amrouch, J. Henkel, A. Gerstlauer, K. Choi, and P. Hanmin Aging Compensation with Dynamic Computation Approximation in IEEE Transactions on Circuits and Systems I: Regular Paper (TCAS-I), DOI, PDF, Apr 2020. Georgios Zervakis, Hussam Amrouch and Jörg Henkel Design Automation of Approximate Circuits With Runtime Reconfigurable Accuracy in IEEE Access (Vol. 8), DOI, PDF, Mar 2020. Hussam Amrouch, Borna Ehsani, Andreas Gerstlauer, and Jörg Henkel On the Efficiency of Voltage Overscaling under Temperature and Aging Effects in IEEE Transactions on Computers (TC'19, Vol 68, Issue 11), DOI, PDF, Nov 2019. Victor M. van Santen, Hussam Amrouch, Jörg Henkel Modeling and Evaluating the Gate Length Dependence of BTI in IEEE Trans. on Circuits and Systems (Vol 66, Issue 9), DOI, PDF, Sep 2019. Sami Salamin, Victor M. van Santen, Hussam Amrouch, Narendra Parihar, Souvik Mahapatra, and Jörg Henkel Modeling the Interdependences between Voltage Fluctuation and BTI Aging in IEEE Transactions on Very Large Scale Integration Systems (TVLSI), DOI, PDF, Jul 2019. Hussam Amrouch, Sami Salamin, Girish Pahwa, Amol Gaidhane, Jörg Henkel,Yogesh Singh Chauhan Unveiling the Impact of IR-drop on Performance Gain in NCFET-based Processors in IEEE Transactions on Electron Devices (TED), DOI, PDF, Jul 2019. Victor M. van Santen, Hussam Amrouch and Jörg Henkel Modeling and Mitigating Time-Dependent Variability from the Physical Level to the Circuit Level in IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I), DOI, PDF, Jul 2019. Victor M. van Santen, Hussam Amrouch and Jörg Henkel New Worst-Case Timing for Standard Cells under Aging Effects in IEEE Transactions on Device and Materials Reliability (T-DMR), DOI, PDF, Mar 2019. Subrat Mishra, Hussam Amrouch, Jerin Joe, Chetan K Dabhi, Karansingh Thakor, Yogesh S Chauhan, Jörg Henkel and Souvik Mahapatra Device to Circuit Framework for Activity Dependent NBTI Aging in Digital Circuits in IEEE Transactions on Electron Devices (TED), DOI, PDF, Jan 2019. Subrat Mishra, Hussam Amrouch, Jerin Joe, Chetan K Dabhi, Karansingh Thakor, Yogesh S Chauhan, Jörg Henkel and Souvik Mahapatra A Simulation Study of NBTI Impact on 14nm node FinFET Technology for Logic Applications: Device Degradation to Circuit Level Interaction in IEEE Transactions on Electron Devices (TED, Vol 66, Issue 1), DOI, PDF, Jan 2019. Behnam Khaleghi, Behzad Omidi, Hussam Amrouch, Jörg Henkel and Hossein Asadi Estimating and Mitigating Aging Effects in Routing Network of FPGAs in IEEE Transactions on VLSI Systems (TVLSI), DOI, PDF, Jan 2019. Heba Khdr, Hussam Amrouch and Jörg Henkel Dynamic Guardband Selection: Thermal-Aware Optimization for Unreliable Multi-Core Systems in IEEE Transactions on Computers (TC), DOI, PDF, Jan 2019. Hussam Amrouch, Girish Pahwa, Amol Gaidhane, Jörg Henkel, Yogesh Singh Chauhan Negative Capacitance Transistor to Address the Fundamental Limitations in Technology Scaling: Processor Performance in IEEE Access (Volume 6), DOI, PDF, Dec 2018. Heba Khdr, Hussam Amrouch and Jörg Henkel Aging-Aware Boosting in IEEE Transactions on Computers (TC, Vol 67, Issue 9), DOI, PDF, Sep 2018. Sheldon X.-D. Tan, Hussam Amrouch, Taeyoung Kim, Zeyu Sun, Chase Cook, Jörg Henkel Recent Advances in EM and BTI induced Reliability Modeling, Analysis and Optimizatio (invited) in Integration, the VLSI Journal, 60, DOI, PDF, Jan 2018. Victor M. van Santen, Javier Martin-Martinez, Hussam Amrouch, Montserrat Nafria, Jörg Henkel Reliability in Super- and Near-Threshold Computing: A Unified Model of RTN, BTI and PV in IEEE Transactions on Circuits and Systems I (TCAS-I, Vol 65, Issue 1, DOI, PDF, Jan 2018. Hussam Amrouch, Victor M. van Santen, Jörg Henkel Interdependencies of Degradation Effects and their Impact on Computing in IEEE Design & Test, Vol.34, Issue 3, DOI, PDF, Jun 2017. Hussam Amrouch, Thomas Ebi, Jörg Henkel RESI: Register-Embedded Self-Immunity for Reliability Enhancement in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), Vol. 33, Issue 5, DOI, PDF, May 2014. |
| Conferences |
|---|
Control Variate Approximation for DNN Accelerators in 58th Design Automation Conference (DAC), (accepted) July 11-15 2021. Mikail Yayla, Kuan-Hsun Chen, Georgios Zervakis, Jörg Henkel, Jian-Jia Chen, and Hussam Amrouch FeFET and NCFET for Future Neural Networks: Visions and Opportunities (special session) in 24th Design, Automation and Test in Europe Conference (DATE'21), Virtual Conference, Feb 1-5 2021. Sami Salamin, Georgios Zervakis, Ourania Spantidi, Iraklis Anagnostopoulos, Jörg Henkel and Hussam Amrouch Reliability-Aware Quantization for Anti-Aging NPUs in IEEE/ACM 24th Design, Automation and Test in Europe Conference (DATE'21), Virtual Conference, Feb 1-5 2021. Georgios Zervakis, Hassaan Saadat, Hussam Amrouch, Andreas Gerstlauer, Sri Parameswaran, and Jörg Henkel Approximate Computing for ML: State-of-the-art, Challenges and Visions (special session) in 26th Asia and South Pacific Design Automation Conference (ASPDAC ’21), DOI, PDF, Jan 18-21 2021. Florian Klemme, Jannik Prinz, Victor M. van Santen, Jörg Henkel, Hussam Amrouch Modeling Emerging Technologies using Machine Learning: Challenges and Opportunities in IEEE/ACM 39th International Conference On Computer Aided Design (ICCAD), Virtual Conference, DOI, PDF, 2 -5 Nov 2020. Florian Klemme, Yogesh Chauhan, Jörg Henkel, and Hussam Amrouch Cell Library Characterization using Machine Learning for Design Technology Co-Optimization in IEEE/ACM 39th International Conference On Computer Aided Design (ICCAD), Virtual Conference, DOI, Nov 2-5 2020. G. Bajpai, A. Gupta, O. Prakash, G. Pahwa, J. Henkel, Y. Chauhan, and H. Amrouch Impact of Radiation on Negative Capacitance FinFET in Proceedings of the IEEE 58th International Reliability Physics Symposium (IRPS'20), Dallas, Texas, USA, DOI, PDF, Apr 28 - May 30 2020. Victor M. van Santen, S. Thomann, C. Pasupuleti, P. Genssler, N. Gangwar, U. Sharma, J. Henkel, S. Mahapatra, and H. Amrouch BTI and HCD Degradation in a Complete 32X64 bit SRAM Array including Sense Amplifyers and Write Drivers under Processor Activity in Proceedings of the IEEE 58th International Reliability Physics Symposium (IRPS'20), Dallas, Texas, USA, DOI, PDF, Apr 2020. Om Prakash, Aniket Gupta, Girish Pahway, Jörg Henkel, Yogesh S. Chauhany and Hussam Amrouch Impact of Interface Traps Induced Degradation on Negative Capacitance FinFET in IEEE Electron Devices Technology & Manufacturing Conference (EDTM), Penang, Malaysi, DOI, PDF, Mar 16-18 2020. Om Prakash, S. Manhas, Jörg Henkel and Hussam Amrouch Impact of NBTI Aging on Self-Heating in Nanowire FET in IEEE/ACM 23rd Design, Automation and Test in Europe Conference (DATE'20), Grenoble, France, DOI, PDF, Mar 9-13 2020. Sami Salamin, Martin Rapp, Hussam Amrouch, Andreas Gerstlauer and Jörg Henkel Energy Optimization in NCFET-based Processors (IP) in IEEE/ACM 23rd Design, Automation and Test in Europe Conference (DATE'20), Grenoble, France, DOI, PDF, Mar 9-13 2020. Sheriff Sadiqbatcha, Yue Zhao, Jinwei Zhang, Hussam Amrouch, Jörg Henkel, Sheldon Tan Machine Learning Based Online Full-Chip Heatmap Estimation in 25th Asia and South Pacific Design Automation Conference, ASP-DAC, Beijing, China, DOI, PDF, Jan 13-16 2020. Victor M. van Santen, Paul R. Genssler, Om Prakash, Simon Thomann, Jörg Henkel and Hussam Amrouch Impact of Self-Heating on Performance, Power and Reliability in FinFET Technology (special session) in 25th Asia and South Pacific Design Automation Conference, ASP-DAC, Beijing, China, DOI, PDF, Jan 13-16 2020. Hussam Amrouch, Victor M. van Santen, Girish Pahwa, Yogesh Chauhan and Jörg Henkel NCFET to Rescue Technology Scaling: Opportunities and Challenges (special session) in 25th Asia and South Pacific Design Automation Conference, ASP-DAC, Beijing, China, DOI, PDF, Jan 13-16 2020. Jörg Henkel, Hussam Amrouch, Martin Rapp, Sami Salamin, Dayane Reis, Di Gao , Xunzhao Yin, Michael Niemier, Cheng Zhuo, X. Sharon Hu, Hsiang-Yun Cheng, Chia-Lin Yang The Impact of Emerging Technologies on Architectures and System-level Management (special session) in IEEE/ACM 38th International Conference on Computer-Aided Design (ICCAD),Westminster, CO, DOI, PDF, Nov 4-7 2019. Lei Han, Hussam Amrouch, Zili Shao, Jörg Henkel Rebirth-FTL: Lifetime optimization via Approximate Storage for NAND Flash in IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA), Hangzhou, China, DOI, PDF, Aug 18-21 2019. Sami Salamin, Martin Rapp, Hussam Amrouch, Girish Pahwa, Yogesh S. Chauhan, and Jörg Henkel NCFET-Aware Voltage Scaling in IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED'19), Lausanne, Switzerland, DOI, PDF, Jul 29-31 2019. Hussam Amrouch, Victor M. van Santen, Om Prakash, Hammam Kattan, Sami Salamin, Simon Thomann, and Jörg Henkel Reliability Challenges with Self-Heating and Aging in FinFET Technology in IEEE 25th International Symposium on On-Line Testing And Robust System Design (IOLTS'19), (special session), Rhodes Island, Greece, DOI, PDF, Jul 1-3 2019. Martin Rapp, Sami Salamin, Hussam Amrouch, Girish Pahwa, Yogesh S. Chauhan and Jörg Henkel Performance, Power and Cooling Trade-Offs with NCFET-based Many-Cores in ACM/EDAC/IEEE 56th Design Automation Conference (DAC), Las Vegas, USA, DOI, PDF, Jun 2-6 2019. Frank Sill Torres, Hussam Amrouch, Jörg Henkel and Rolf Drechsler Impact of NBTI on Increasing the Susceptibility of FinFET to Radiation in IEEE 56th International Reliability Physics Symposium (IRPS), CA, USA, DOI, PDF, Mar 31-Apr 4 2019. Jongho Kim, Heesu Kim, Hussam Amrouch, Jörg Henkel, Andreas Gerstlauer, Kiyoung Choi Aging Gracefully with Approximation in IEEE International Symposium on Circuits and Systems (ISCAS), Japan, DOI, PDF, Mar 26-29 2019. Sami Salamin, Hussam Amrouch and Jörg Henkel Selecting the Optimal Energy Point in Near-Threshold Computing (regular) in IEEE/ACM 22nd Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy, DOI, PDF, Mar 25-29 2019. Sheriff Sadiqbatcha, Hengyang Zhao, Hussam Amrouch, Jörg Henkel and Sheldon Tan Hot Spot Identification and System Parameterized Thermal Modeling for Multi-Core Processors Through Infrared Thermal Imaging (regular) in IEEE/ACM 22nd Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy, DOI, PDF, Mar 25-29 2019. Hussam Amrouch, Victor M. van Santen and Jörg Henkel Estimating and Optimizing BTI Aging Effects: From Physics to CAD (Special Session) in IEEE/ACM 37th International Conference on Computer-Aided Design (ICCAD), San Diego, CA, DOI, PDF, Nov 5-8 2018. Jörg Henkel, Jürgen Teich, Stefan Wildermann and Hussam Amrouch Dynamic Resource Management for Heterogeneous Many-Cores (Special Session) in IEEE/ACM 37th International Conference on Computer-Aided Design (ICCAD), San Diego, CA, DOI, PDF, Nov 5-8 2018. Behzad Boroujerdian, Hussam Amrouch, Jörg Henkel and Andreas Gerstlauer Trading off temperature guardbands via adaptive approximations in International Conference on Computer Design (ICCD), Florida, USA, DOI, PDF, Oct 7-10 2018. Victor M. van Santen, Hussam Amrouch and Jörg Henkel Reliability Estimations of Large Circuits in Massively-Parallel GPU-SPICE (Special Session) in 24th IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS), Costa Brava, Spain, DOI, PDF, Jul 2-4 2018. Heba Khdr, Hussam Amrouch and Jörg Henkel Aging-Constrained Performance Optimization for Multi Cores in ACM/EDAC/IEEE 55th Design Automation Conference (DAC), San Francisco, CA, USA, DOI, PDF, Jun 24-28 2018. Victor M. van Santen, Javier Diaz-Fortuny, Hussam Amrouch, Javier Martin-Martinez,Rosana Rodriguez, Rafael Castro-Lopez, Elisenda Roca, Francisco V. Fernandez, Jörg Henkel and Montserrat Nafria Weighted Time Lag Plot Defect Parameter Extraction and GPU-based BTI Modeling for BTI Variability in IEEE 55th International Reliability Physics Symposium (IRPS), San Francisco , CA, USA, DOI, PDF, Mar 11-15 2018. Hussam Amrouch, Jörg Henkel Containing Guardbands (Special Session Paper) in 22nd IEEE/ACM Asia and South Pacific Design Automation Conference (ASP-DAC'17), Chiba/Tokyo, Japan, DOI, PDF, Jan 16-19 2017. Hussam Amrouch, Prashanth Krishnamurthy, Naman Patel, Jörg Henkel, Ramesh Karri, Farshad Khorrami Emerging (Un-)Reliability Based Security Threats and Mitigations for Embedded Systems in IEEE/ACM International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES'17), DOI, PDF, Oct 15-20 2017. Hussam Amrouch, Behnam Khaleghi, Andreas Gerstlauer, Jörg Henkel Towards Aging-Induced Approximations in Design Automation Conference (DAC), Austin, Texax, USA, DOI, PDF, Jun 18-22 2017. BestPaper Nomination Hussam Amrouch, Subrat Mishra, Victor M. van Santen, Souvik Mahapatra, Jörg Henkel Impact of BTI on Dynamic and Static Power: From the Physical to Circuit Level in IEEE/ACM 20th Design, Automation and Test in Europe Conference (DATE'17), Lausanne, Switzerland, DOI, PDF, Mar 27-31 2017. Hussam Amrouch, Behnam Khaleghi, Jörg Henkel Optimizing Temperature Guardbands in IEEE/ACM 20th Design, Automation and Test in Europe Conference (DATE'17), Lausanne, Switzerland, DOI, PDF, Mar 27-31 2017. BestPaper Nomination Jörg Henkel, Santiago Pagani, Hussam Amrouch, Lars Bauer, Farzad Samie Ultra-Low Power and Dependability for IoT Devices (special session paper) in IEEE/ACM 20th Design, Automation and Test in Europe Conference (DATE'17), Lausanne, Switzerland, DOI, PDF, Mar 27-31 2017. Paul Bogdan, Partha Pratim Pande, Hussam Amrouch, Muhammad Shafique, Jörg Henkel Power and Thermal Management in Massive Multicore Chips: Theoretical Foundation meets Architectural Innovation and Resource Allocation (special session paper) in IEEE/ACM International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES'16), Pittsburgh, PA, USA, DOI, PDF, Oct 2-7 2016. Behnam Khaleghi, Behzad Omidi, Hussam Amrouch, Jörg Henkel, Hossein Asadi Stress-Aware Routing to Mitigate Aging Effects in SRAM-based FPGAs in International Conference on Field-Programmable Logic and Applications (FPL), Lausanne, Switzerland, DOI, PDF, Aug 29-Sep 2 2016. Hussam Amrouch, Behnam Khaleghi, Andreas Gerstlauer, Jörg Henkel Reliability-Aware Design to Suppress Aging in ACM/EDAC/IEEE 53rd Design Automation Conference (DAC'16), Austin, TX, USA, DOI, PDF, Jun 5-9 2016. Alok Prakash, Hussam Amrouch, Shafique Muhammad, Tulika Mitra, Jörg Henkel Improving Mobile Gaming Performance through Cooperative CPU-GPU Thermal Management in ACM/EDAC/IEEE 53rd Design Automation Conference (DAC'16), Austin, TX, USA, DOI, PDF, Jun 5-9 2016. Best Paper Nomination Victor M. van Santen, Hussam Amrouch, Javier Martin-Martinez, Montserrat Nafria, Jörg Henkel Designing Guardbands for Instantaneous Aging Effects in ACM/EDAC/IEEE 53rd Design Automation Conference (DAC'16), Austin, TX, USA, DOI, PDF, Jun 5-9 2016. Victor M. van Santen, Hussam Amrouch, Narendra Parihar, Souvik Mahapatra, Jörg Henkel Aging-Aware Voltage Scaling in IEEE/ACM 19th Design, Automation and Test in Europe Conference (DATE'16), Dresden, Germany, DOI, PDF, Mar 14-18 2016. Hussam Amrouch, Jörg Henkel Reliability Degradation in the Scope of Aging – From Physical to System Level (invited talk) in 10th IEEE International Design & Test Symposium (IDT'15), Dead Sea, Jordan, DOI, PDF, Dec 14-16 2015. Hussam Amrouch, Jörg Henkel Lucid Infrared Thermography of Thermally-Constrained Processors in ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED'15), Rome, Italy, DOI, PDF, Jul 22-24 2015. Hussam Amrouch, Javier Martin-Martinez, Victor M. van Santen, Miquel Moras, Rosana Rodriguez, Montserrat Nafria and Jörg Henkel Connecting the Physical and Application Level Towards Grasping Aging Effects in IEEE 53rd International Reliability Physics Symposium (IRPS), Monterey, CA, USA, DOI, PDF, Apr 19-23 2015. Hussam Amrouch, Victor M. van Santen, Thomas Ebi, Volker Wenzel, Jörg Henkel Towards Interdependencies of Aging Mechanisms in IEEE/ACM 33rd International Conference on Computer-Aided Design (ICCAD), San Jose, CA, USA, DOI, PDF, Nov 3-6 2014. Heba Khdr, Thomas Ebi, Muhammad Shafique, Hussam Amrouch, Jörg Henkel mDTM: Multi-Objective Dynamic Thermal Management for On-Chip Systems in IEEE/ACM 17th Design Automation and Test in Europe Conference (DATE´14), Dresden, Germany, DOI, PDF, Mar 24-28 2014. Daniel Palomino, Muhammad Shafique, Hussam Amrouch, Altamiro Susin, Jörg Henkel hevcDTM: Application-Driven Dynamic Thermal Management for High Efficiency Video Coding in IEEE/ACM 17th Design Automation and Test in Europe Conference (DATE´14), Dresden, Germany, DOI, PDF, Mar 24-28 2014. Hussam Amrouch, Thomas Ebi, Josef Schneider, Sridevan Parameswaran, Jörg Henkel Analyzing the Thermal Hotspots in FPGA-based Embedded Systems in 23rd International Conference on Field Programmable Logic and Applications (FPL), Porto, Portugal, DOI, PDF, Sep 2-4 2013. Hussam Amrouch, Thomas Ebi, Jörg Henkel Stress Balancing to Mitigate NBTI Effects in Register Files in The 43rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN'13), Budapest, Hungary, DOI, PDF, Jun 24-27 2013. Abdulazim Amouri, Hussam Amrouch, Thomas Ebi, Jörg Henkel and Mehdi Tahoori Accurate Thermal-Profile Estimation and Validation for FPGA-Mapped Circuits in The 21st IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM'13), Seattle, Washington, USA, DOI, PDF, Apr 28-30 2013. Jörg Henkel, Thomas Ebi, Hussam Amrouch, Heba Khdr Thermal Management for Dependable on-chip Systems in 18th Asia and South Pacific Design Automation Conference (ASP-DAC’13), Yokohama, Japan, DOI, PDF, Jan 22-25 2013. Ebi, T.; Amrouch, H.; Henkel, J. COOL: Control-based Optimization Of Load-balancing for Thermal Behavior in IEEE International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS'12), Tampere, Finland, DOI, PDF, Oct 7-12 2012. Amrouch, H.; Henkel, J. Self-Immunity Technique to Improve Register File Integrity against Soft Errors in 24th International Conference on VLSI Design (VLSID'11), Chennai, India, DOI, PDF, Jan 2011. |
| Workshops |
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Towards NN-based Online Estimation of the Full-Chip Temperature and the Rate of Temperature Change in Proceedings of the 2020 ACM/IEEE Workshop on Machine Learning for CAD, DOI, PDF, Nov 2020. Martin Rapp, Hussam Amrouch, Marilyn Wolf, Jörg Henkel Machine Learning Techniques to Support Many-Core Resource Management: Challenges and Opportunities in ACM/IEEE Workshop on Machine Learning for CAD (MLCAD), Canmore, Canada, DOI, PDF, Sep 3-4 2019. Christian Hakert, Mikail Yayla, Kuan-Hsun Chen, Georg von der Brüggen, Jian-Jia Chen, Sebastian Buschjäger, Katharina Morik, Paul R Genssler, Lars Bauer, Hussam Amrouch, Jörg Henkel Stack Usage Analysis for Efficient Wear Leveling in Non-Volatile Main Memory Systems in 2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD), DOI, PDF, Sep 3-4 2019. Victor M. van Santen, Hussam Amrouch, Jörg Henkel Modeling Short and Long-term Effects of Aging from the Defect to Application Level (invited presentation) in Workshop on System-to-Silicon Performance Modeling and Analysis at the ACM/EDAC/IEEE 53rd Design Automation Conference (DAC) , June 5-9 2016. Sami Salamin, Martin Rapp, Jörg Henkel und Hussam Amrouch Negative Capacitance Transistor to Rescue Technology Scaling Workshop Testmethoden und Zuverlässigkeit von Schaltungen und Systemen (TuZ 2020), 2020. |
| Books / Book Chapter |
|---|
Impact of Negative Capacitance Field-Effect Transistor (NCFET) on Many-Core Systems Chapter in A Journey of Embedded and Cyber-Physical Systems - Essays Dedicated to Peter Marwedel on the Occasion of His 70th Birthday, Springer International Publishing, DOI, PDF, 2021. Hussam Amrouch, Heba Khdr and Jörg Henkel Aging Effects: From Physics to CAD Chapter in Harnessing Performance Variability in Embedded and High-performance Many/Multi-core Platforms, Springer International Publishing AG, DOI, PDF, 2019. Victor M. van Santen, Hussam Amrouch, Thomas Wild, Jörg Henkel, Andreas Herkersdorf Thermal Management and Communication Virtualization for Reliability Optimization in MPSoCs Chapter in "Dependable Embedded Systems", Springer International Publishing, DOI, PDF, 2020. |
| Other |
|---|
Voltage Adaptation under Temperature Variation (Special Session) in 15th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD), Prague, Czech Republic, DOI, PDF, Jul 2-5 2018. Vasileios Tenentes, Charles Leech, Graeme M. Bragg, Geo Merrett, Bashir M. Al-Hashimi, Hussam Amrouch, Jörg Henkel, Shidhartha Das Hardware and Software Innovations in Energy-Efficient System-Reliability Monitoring Special Session Paper) in IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems (DFT), DOI, PDF, Oct 23-25 2017. Hussam Amrouch and Jörg Henkel Evaluating and Mitigating Degradation Effects in Multimedia Circuits (invited) in IEEE Symposium on Embedded Systems for Real-Time Multimedia (ESTIMedia'17), October 15-20, Seoul, South Korea, DOI, PDF, Oct 2017. Hussam Amrouch, Jörg Henkel Containing Guardbands: From the Macro to Micro Time Domain in 20. Workshop „Methoden und Beschreibungssprachen zur Modellierung und Verifikation von Schaltungen und Systemen (MBMV'17)”, Haus der Wissenschaft, Bremen, Germany, Feb 8-9 2017. |
Abbreviation: D - Diploma Thesis, M - Master Thesis, S - Student Work, B - Bachelor Thesis.
| Topic | Type of work | Mentor |
|---|
| Name | Type of work |
Titel | Mentor |
|---|---|---|---|
| Balaskas, Konstantinos | Master thesis | Approximate Computing | Amrouch, Hussam / Zervakis, Georgios |
| List, Leon Felix | Bachelor thesis | Improved Aging Modeling for Circuit Reliability Evaluations | van Santen, Victor / Amrouch, Hussam |
| Roman Ballesteros, Isai | Internship | Deep Neural Network | Amrouch, Hussam / Zervakis, Georgios |
| Schillinger, Linda | Master thesis | The Impact of Self-Heating on Circuits | van Santen, Victor / Amrouch, Hussam |
| Name | Type of work | Titel | Mentor | Completion date |
|---|---|---|---|---|
| Thomann, Simon | Hiwi | Circuit Reliability in Emerging Technologies | Amrouch, Hussam | 21-02-28 |
| Fernengel, Natascha | Hiwi | Impact of Advanced and Emerging Technology on Power | Amrouch, Hussam | 20-12-31 |
| Bücher, Tim | Master thesis | Convolutional Neural Networks for Temperature Sensor Mapping | Amrouch, Hussam | 20-08-25 |
| Elfatairy, Omar | Bachelor thesis | Towards Continuous Full-Chip Thermal Map Estimation using Neural Network-based Predictions of the Temperature Gradient | Rapp, Martin / Amrouch, Hussam | 20-07-31 |
| Abdelhamid, Mohamed | Bachelor thesis | Machine Learning | Amrouch, Hussam / Zervakis, Georgios | 20-07-31 |
| El-Sherif, Ahmed | Bachelor thesis | Reliability-Aware Circuit Design | Amrouch, Hussam / Zervakis, Georgios | 20-07-31 |
| Elfeky, Lujine | Bachelor thesis | Machine Learning | Amrouch, Hussam / Zervakis, Georgios | 20-07-31 |
| Fuhrmann, Sven | Student helper | Non-Volatile Memory | Amrouch, Hussam | 20-07-31 |
| Sill, Frank | Internship | Reliability | Amrouch, Hussam | 20-07-31 |
| Jayasinghe, Darshana | Student helper | Security | Amrouch, Hussam | 20-07-31 |
| Prinz, Jannik | Master thesis | Inferring Transistor Compact Models with Neural Networks | Amrouch, Hussam / van Santen, Victor | 20-05-27 |
| Petrovski, Stefan | Bachelor thesis | Analyzing a Processor Thermal Map from Infrared Measurements Using Machine Learning | Rapp, Martin / Amrouch, Hussam | 20-04-10 |
| Aqqad, Rami | Master thesis | Hardware Implementation for Neuronal Network Accelerator | Amrouch, Hussam | 20-02-21 |
| Bajpai, Govind | Student helper | Device Modeling | Amrouch, Hussam | 19-12-31 |
| Gupta, Aniket | Internship | Device Modeling | Amrouch, Hussam | 19-12-31 |
| Walner, Albert | Master thesis | Just-In-Time Compilation for the Circuit Simulator GPU-SPICE on the CUDA platform | van Santen, Victor / Amrouch, Hussam | 19-09-27 |
| Thomann, Simon | Bachelor thesis | Reliability Analysis of SRAM Circuits in Conventional and Emerging Technologies | van Santen, Victor / Amrouch, Hussam | 19-09-12 |
| Bera, Arkid | Internship | Machine Learning | Amrouch, Hussam | 19-06-30 |
| Meinschäfer, Michael | Bachelor thesis | Modeling Self-Heating Dependencies in FinFET Transistors | van Santen, Victor / Amrouch, Hussam | 19-05-17 |
| Paim, Guilherme | Internship | Approximate Computing for Video Encoders | Amrouch, Hussam | 19-03-31 |
| Bakhshalipour, Mohammad | Internship | Thermal Modeling of O-Chip Systems with 3D Stack Memories | Amrouch, Hussam | 19-03-31 |
| Banscher, Florian | Bachelor thesis | Modeling Self-Heating Effects in FinFET Technology | van Santen, Victor / Amrouch, Hussam | 19-02-28 |
| Brandt, Nicholas-Philip | Student helper | Thermal Signoff of Chip | Amrouch, Hussam | 18-12-31 |
| Stapelbroek, Lukas | Bachelor thesis | Predicting Degration-induces Timing Errors Using Machine Learning | Amrouch, Hussam | 18-11-09 |
| Ehsani, Borna | Internship | Impact of Degradation Effects on GPGPUs | Amrouch, Hussam | 18-09-30 |
| Hamada, Islam | Bachelor thesis | High Performance Circuit Simulations | van Santen, Victor / Amrouch, Hussam | 18-08-24 |
| Joe, Jerin | Internship | Dependable Hardware | Amrouch, Hussam / van Santen, Victor | 18-05-31 |
| Klemme, Florian | Master thesis | Reliability Analysis of Circuits under Variability Effects | van Santen, Victor / Amrouch, Hussam | 18-05-14 |
| Schneider, Nathanael | Bachelor thesis | High Performance Circuit Simulations | van Santen, Victor / Amrouch, Hussam | 18-04-30 |
| Sharma, Pooja | Internship | Analyzing Workload-induced Aging Stress | Amrouch, Hussam | 18-03-31 |
| Prasad, Saran | Internship | Aging Effects in Microprocessors | Amrouch, Hussam | 18-03-31 |
| Fortuny, Javier Diaz | Internship | Analyzing RTN and BTI Effects in MOSFETs | Amrouch, Hussam | 17-12-31 |
| Mishra, Subrat | Internship | Dependable Hardware | Amrouch, Hussam / van Santen, Victor | 17-12-31 |
| Kattan, Hammam | Master thesis | Thermal Management | Hussam Amrouch | 17-11-30 |
| Rostek, Daniela | Diploma thesis | Design for Reliability in FPGAs | Amrouch, Hussam | 17-10-31 |
| Diep, Fu Lam Florian | Diploma thesis | High Performance Reliability Estimation of Circuits with CUDA | van Santen, Victor / Amrouch, Hussam | 17-09-30 |
| Roether, Sebastian | Diploma thesis | A Novel Approach to Standard Cell Simulation in SPICE using Equivalence Classes | van Santen, Victor / Amrouch, Hussam | 17-09-30 |
| Stapelbroek, Lukas | Student research project | Impact of Degradation effects on System Level | Amrouch, Hussam | 17-09-30 |
| Goyal, Prince | Internship | Reliability | Amrouch, Hussam | 17-08-31 |
| Brinkmann, Sven | Diploma thesis | Fast, yet Accurate BTI Variability Evaluation at the Physical and Device Levels | van Santen, Victor / Amrouch, Hussam | 17-07-06 |
| Nabavi, Saber | Internship | Reliability in Embedded Systems | Amrouch, Hussam | 17-06-30 |
| Bücher, Tim | Bachelor thesis | Measuring Aging-induced Degradation in Microprocessors | Amrouch, Hussam / van Santen, Victor | 17-05-09 |
| Qattan, Mohamad | Bachelor thesis | Power, Temperature and Realibility Measurements in FPGA-based Systems | Amrouch, Hussam | 17-05-08 |
| Milev, Dimitar | Master thesis | GPU-based Implementation for State-of-the-Art MOSFET Compact Modelling | Amrouch, Hussam / van Santen, Victor | 17-05-08 |
| Saleh, Hussien | Student research project | Dependable Hardware | Amrouch, Hussam | 16-10-10 |
| Naqvi, Syed Mohsin Ali | Master thesis | Circuits Reliability | Amrouch, Hussam / van Santen, Victor | 16-10-01 |
| Rostek, Daniela Jacinta | Student research project | Graphical User Interface for Reliability Estimation Tool | van Santen, Victor / Amrouch, Hussam | 16-09-30 |
| Aazmi, Abdellatif | Internship | Evaluating Aging in Circuits | Amrouch, Hussam / van Santen, Victor | 16-08-31 |
| Kübler, Carina | Bachelor thesis | Reliability and Performance Optimizations for Circuits | Amrouch, Hussam | 16-08-19 |
| Eisele, Max Camillo | Bachelor thesis | Fast, yet Accurate Implementation for Advanced Reliability Modeling | Amrouch, Hussam / van Santen, Victor | 16-08-11 |
| Lang, Matthias | Internship | Low Power Processor Design | Amrouch, Hussam | 16-04-30 |
| Skinder, Michael | Master thesis | Evaluating the Mutual Influence between the Application and Physical Level on Reliability | Amrouch, Hussam / van Santen, Victor | 16-03-07 |
| List, Christian | Diploma thesis | Evaluating the Impact of Applications on Simulating Aging Effects | Amrouch, Hussam / van Santen, Victor | 16-03-07 |
| Bhat, Rajesh | Internship | CUDA Programming for Rapid Reliability Estimations | Amrouch, Hussam / van Santen, Victor | 16-02-29 |
| Aqqad, Rami | Master thesis | OpenCL Programming for Circuits Reliability | Amrouch, Hussam / van Santen, Victor | 15-12-01 |
| Khaleghi, Behnam | Internship | Reliability of Complex Circuits under Aging Effects | Amrouch, Hussam | 15-10-15 |
| Eshratifar, Amir Erfan | Internship | Impact of Voltage Scaling on Reliability | Amrouch, Hussam | 15-10-01 |
| Khaleghi, Behnam | Internship | Reliability of SRAM Cells under different Physical Phenomena | Amrouch, Hussam / van Santen, Victor | 14-09-30 |
| van Santen, Victor | Diploma thesis | Modeling and Evaluating the Impact of Aging Phenomena on Reliability | Amrouch, Hussam | 14-06-30 |
| Cerny, Florian | Student research project | Thermal Management in Multi-Core Architectures | Amrouch, Hussam / Ebi, Thomas | 13-11-25 |
| Yuh, Derick Beng | Diploma thesis | Evaluating and Mitigating the Thermal HotSpot in FPGA-based Embedded Systems | Amrouch, Hussam / Ebi, Thomas | 13-08-31 |
| Dong, Yun Peng | Bachelor thesis | Calibration of Thermal Sensors on the Intel SCC | Amrouch, Hussam / Ebi, Thomas | 13-04-03 |
| Bähr, Steffen | Student research project | Thermal Simulation of FPGA and ASIC Micro-architecture | Amrouch, Hussam / Ebi, Thomas | 13-01-15 |
Teaching Experience
Supervision
- Supervising Master/Diploma/Bachelor/Internee/HiWi Students
since summer semster 2009. Total Number of Students (completed & ongoing): 45.
Internee and HiWi: 17, Bachelor: 14, Master/Diploma: 14. - Lecture: Low Power Embedded Systems,
- New from summer semster 2019.
- Praktika: Software-Entwicklung (PSE)
- New from winter semester 2016.
- Laboratory: Entwurf von eingebetteten applikationsspezifischen Prozessoren
- Each semester since summer term 2009.
- Seminar: Security in Internet of Things (IoT)
- New from winter semester 2016.
- Seminar: Dependability in Internet of Things (IoT)
- Each semester since summer term 2009.
- Seminar: Thermal-aware Embedded Systems
- New from winter semester 2015.
Professional Services
- Associate Editor:
- Technical Program Committee (TPC) member:
- International Conference On Computer Aided Design (ICCAD): 2017, 2018, 2019.
- International Asia and South Pacific Design Automation Conference (ASP-DAC): 2018, 2019.
- IEEE Computer Society Annual Symposium on VLSI (ISVLSI): 2019
- International Design and Test Symposium (IDT): 2015 and 2016.
- Reviewer for International Journals:
- IEEE Transactions on Electron Devices (TED): 2018, 2019.
- IEEE Transactions on Circuits and Systems I: Regular Papers: 2019.
- IEEE Transactions on Computers (TC): 2018.
- IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD): 2014, 2015, 2016, 2017, 2018.
- IEEE Transactions on VLSI Systems (TVLSI): 2017, 2018, 2019.
- ACM Transactions on Design Automation of Electronic Systems (TODAES), 2016, 2018, 2019.
- IEEE Embedded Systems Letters (ESL): 2017.
- Reviewer for International Conferences (by myself or on behalf of Prof. Jörg Henkel): DATE, ICCD, ISPLED, DAC, CODES+ISSS, CASES, ISVLSI, ARCS, IESS, NOC, MSCOPES and other circuit and CAD conferences.
International Invited Talks
- University of New South Wales, Sydney, Australia (UNSW), February, 2019.
- New York University (NYU), Abu Dhabi, UAE, February, 2019.
- National Chiao Tung University, Hsinchu, Taiwan (NCTU), March, 2019.
- Macronix Company, Taipei, Taiwan, March, 2019.
- Tsinghua University, Beijing, China, March, 2019.
- Universidade Federal do Rio Grande do Sul, Brazil (UFRGS), scheduled in April, 2019.
- Microelectronics Summer School, Pelotas, Brazil, scheduled in April, 2019.
- Silvaco, Inc., Grenoble, France, April, 2018.
- Korea University, Seoul, August, 2018.
Tutorials Held
- “Design for Reliability in the Nano-CMOS Era: New Holistic Methodologies for Reliability Modeling and Optimization” in the International Asia and South Pacific Design Automation Conference (ASP-DAC), Japan, January, 2019.
- “Design for Reliability: From Devices to Systems” in the 15th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD), Czech Republic, July, 2018.
- “Reliability: From Physics to CAD” in Design, Automation and Test in Europe (DATE), Germany, March, 2018.
Invited Talked at Workshops
- “Reliable and Energy Efficient Guardbanding for Circuits Aging,” at the International Workshop on Cross-layer Resilience (IWRC), Seoul, South Korea, 2017.
- “Containing Guardbands: From the Macro to Micro Time Domain,” at the Methoden und Beschreibungssprachen zur Modellierung und Verifikation von Schaltungen und Systemen (MBMV) Workshop, Bremen, Germany, 2017.
- “Interdependencies of Aging Mechanisms,” at the International Workshop on Crosslayer Resilience (IWRC), Munich, Germany, 2015.
Special Session and Workshop Organization
- Special Session: “A Journey from Physics to System Level on the Reliability Tracks” at the International Conference On Computer Aided Design (ICCAD), 2018.
- Special Session: “Latest advances in variability impact on devices and circuits functionality” Special Session at the 15th International Conference on Synthesis, Modeling, Analysis and Simulation Methods and Applications to Circuit Design (SMACD), Czech Republic, July, 2018.
- Workshop on Machine Learning for CAD at the Design, Automation and Test in Europe (DATE), Florence, Italy, March, 2019.
Awards
- Ph.D. was distinguished as “Summa cum laude” (mit Auszeichnung): around 5% of candidates may get it at the Computer Science department, KIT.
- Seven European Network of Excellence on High Performance and Embedded Architecture and Compilation (HiPEAC) Paper Awards for FCCM13, DAC16, DAC17, DAC18, DAC19.
- Top Student Award (First Rank) when receiving the B.Sc. degree (2007).
