
M.Sc. Martin Rapp
- Scientist
- room: B2-313.3
- phone: +49 721 608-47639
- fax: +49 721 608-43962
- martin rappEbm1∂kit edu
- Haid-und-Neu-Str. 7
Bldg. 07.21
76131 Karlsruhe
Short Bio
Martin Rapp joined the Chair for Embedded Systems in November 2017 as a research assistant. He received a B.Sc. degree - with distinction - and M.Sc. degree - with distinction - in Computer Science from the Karlsruhe Institute of Technology in 2014 and 2016, respectively. Currently, he is pursuing his PhD under the supervision of Prof. Dr. Jörg Henkel.
Publications
Journals |
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Martin Rapp, Anuj Pathania, Tulika Mitra, and Jörg Henkel Neural Network-based Performance Prediction for Task Migration on S-NUCA Many-Cores in IEEE Transactions on Computers (TC), 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. Behnaz Pourmohseni, Michael Glaß, Jörg Henkel, Heba Khdr, Martin Rapp, Valentina Richthammer, Tobias Schwarzer, Fedor Smirnov, Jan Spieck, Jürgen Teich, Andreas Weichslgartner, Stefan Wildermann Hybrid Application Mapping for Composable Many-Core Systems: Overview and Future Perspective Journal of Low Power Electronics and Applications (Vol. 10, Issue 4), DOI, PDF, Nov 2020. Mark Sagi, Nguyen Anh Vu Doan, Martin Rapp, Thomas Wild, Jörg Henkel and Andreas Herkersdorf A Lightweight Nonlinear Methodology to Accurately Model Multi-Core Processor Power 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. Martin Rapp, Mark Sagi, Anuj Pathania, Andreas Herkersdorf, Jörg Henkel Power- and Cache-Aware Task Mapping with Dynamic Power Budgeting for Many-Cores in IEEE Transactions on Computers (TC, Vol. 69, Issue 1), DOI, PDF, Video, Jan 2020. |
Conferences |
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Long Short-Term Memory Neural Network-based Power Forecasting of Multi-Core Processors in IEEE/ACM 24th Design, Automation and Test in Europe Conference (DATE'21), Virtual Conference, Feb 1-5 2021. 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. 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. 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. 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 56rd Design Automation Conference (DAC), Las Vegas, USA, DOI, PDF, Jun 2-6 2019. Jörg Henkel, Heba Khdr, Martin Rapp Smart Thermal Management for Heterogeneous Multicores (Special Session) in IEEE/ACM 22nd Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy, DOI, PDF, Mar 25-29 2019. Martin Rapp, Anuj Pathania, Tulika Mitra and Jörg Henkel Prediction-Based Task Migration on S-NUCA Many-Cores (IP) in IEEE/ACM 22nd Design, Automation and Test in Europe Conference (DATE'19), Florence, Italy, DOI, PDF, Mar 25-29 2019. Martin Rapp, Anuj Pathania and Jörg Henkel Pareto-Optimal Power- and Cache-Aware Task Mapping for Many-Cores with Distributed Shared Last-Level Cache in ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED'18), Bellevue, Washington, USA, DOI, PDF, Jul 23-25 2018. |
Books / Book Chapter |
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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, 2020. Marvin Damschen, Martin Rapp, Lars Bauer, Jörg Henkel i-Core: A runtime-reconfigurable processor platform for cyber-physical systems Chapter in Embedded, Cyber-Physical, and IoT Systems: Smart Cameras, Hardware/Software Co-Design, and Multimedia — Essays Dedicated to Marilyn Wolf on the Occasion of Her 60th Birthday, Springer International Publishing, DOI, PDF, 2020. |
Workshops |
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Towards NN-based Online Estimation of the Full-Chip Temperature and the Rate of Temperature Change 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. 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. |
arXiv |
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Distributed Learning on Heterogeneous Resource-Constrained Devices in arXiv, PDF, Jun 2020. |
Student Theses
Abbreviation: D - Diploma Thesis, M - Master Thesis, S - Student Work, B - Bachelor Thesis.
Topic | Type of work | Mentor |
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Machine Learning-based Resource Management for Many-Core Processors ( PDF ) | M | Rapp, Martin / Khdr, Heba |
Name | Type of work |
Title | Mentor |
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Drehwald, Manuel | Hiwi | Distributed Machine Learning with Resource Constraints | Rapp, Martin |
Krohmer, Nikita | Master thesis | ML-Supported Resource Management | Rapp, Martin / Khdr, Heba |
Name | Type of work | Title | Mentor | Completion date |
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Krohmer, Nikita | Hiwi | Accelerated Online Machine Learning | Rapp, Martin | 20-11-30 |
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 |
Petrovski, Stefan | Bachelor thesis | Analyzing a Processor Thermal Map from Infrared Measurements Using Machine Learning | Rapp, Martin / Amrouch, Hussam | 20-04-10 |
Paramadathil, Aiswarya | Master thesis | Task Rotation on S-NUCA Many-Cores | Rapp, Martin | 19-07-31 |