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Efficient Realization of Decision Trees for Real-Time Inference
For timing-sensitive edge applications, the demand for efficient lightweight machine learning solutions has increased recently. Tree …
Kuan-Hsun Chen, ChiaHui Su, Christian Hakert, Sebastian Buschjäger, Chao-Lin Lee, Jenq-Kuen Lee, Katharina Morik, Jian-Jia Chen
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HEART: Hybrid Memory and Energy-Aware Real-Time Scheduling for Multi-Processor Systems

Dynamic power management (DPM) reduces the power consumption of a computing system when it idles, by switching the system into a low …

Mario Günzel, Christian Hakert, Kuan-Hsun Chen, Jian-Jia Chen
DOI
FeFET-based Binarized Neural Networks Under Temperature-dependent Bit Errors
Ferroelectric FET (FeFET) is a highly promising emerging non-volatile memory (NVM) technology, especially for binarized neural network …
Mikail Yayla, Sebastian Buschjäger, Aniket Gupta, Jian-Jia Chen, Jörg Henkel, Katharina Morik, Kuan-Hsun Chen, Hussam Amrouch
DOI
MODES: model-based optimization on distributed embedded systems
The predictive performance of a machine learning model highly depends on the corresponding hyper-parameter setting. Hence, …
Junjie Shi, Jiang Bian, Jakob Richter, Kuan-Hsun Chen, Jörg Rahnenführer, Haoyi Xiong, Jian-Jia Chen
DOI
FeFET and NCFET for Future Neural Networks: Visions and Opportunities
The goal of this special session paper is to introduce and discuss different emerging technologies for logic circuitry and memory as …
Mikail Yayla, Kuan-Hsun Chen, Georgios Zervakis, Jörg Henkel, Jian-Jia Chen, Hussam Amrouch
DOI
Project-based CPS education: A Case Study of an Autonomous Driving Student Project
Competences required for designing cyber-physical systems cannot be acquired in classical lecture-based education. This article …
Niklas Ueter, Kuan-Hsun Chen, Jian-Jia Chen
DOI
Softwear: Software-only in-memory wear-leveling for non-volatile main memory
Several emerging technologies for byte-addressable non-volatile memory (NVM) have been considered to replace DRAM as the main memory in …
Christian Hakert, Kuan-Hsun Chen, Paul R Genssler, Georg Von Der Brüggen, Lars Bauer, Hussam Amrouch, Jian-Jia Chen, Jörg Henkel
DOI
Towards explainable bit error tolerance of resistive ram-based binarized neural networks
Non-volatile memory, such as resistive RAM (RRAM), is an emerging energy-efficient storage, especially for low-power machine learning …
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
DOI
End-to-end timing analysis of sporadic cause-effect chains in distributed systems

A cause-effect chain is used to define the logical order of data dependent tasks, which is independent from the execution order of the …

Marco Dürr, Georg Von Der Brüggen, Kuan-Hsun Chen, Jian-Jia Chen
DOI
Nanoparticle classification using frequency domain analysis on resource-limited platforms
A mobile system that can detect viruses in real time is urgently needed, due to the combination of virus emergence and evolution with …
Mikail Yayla, Anas Toma, Kuan-Hsun Chen, Jan Eric Lenssen, Victoria Shpacovitch, Roland Hergenröder, Frank Weichert, Jian-Jia Chen
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