2022 25th Euromicro Conference on Digital System Design (DSD)最新文献

筛选
英文 中文
On the Characterization of Jitter in Ring Oscillators using Allan variance for True Random Number Generator Applications 用Allan方差表征环振抖动在真随机数发生器中的应用
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00077
L. Benea, M. Carmona, Florian Pebay-Peyroula, R. Wacquez
{"title":"On the Characterization of Jitter in Ring Oscillators using Allan variance for True Random Number Generator Applications","authors":"L. Benea, M. Carmona, Florian Pebay-Peyroula, R. Wacquez","doi":"10.1109/DSD57027.2022.00077","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00077","url":null,"abstract":"The description of the physical noise source is of utmost importance for any TRNG certification. In the case of ring oscillators, Allan variance is a reliable and comprehensive tool which enables the distinction between the jitter coming from flicker noise (autocorrelated) and from thermal noise (random). In this paper, we realize measurements directly on the analog source of numerous TRNG structures: a ring oscillator. Our data, along with evidence from the literature, indicates the presence of a third noise source. The quantization noise has not been so far taken into consideration, but is unquestionably present in all TRNG reliant on jitter. Its importance is key to an accurate estimation of thermal noise contribution, which can be shadowed by it. Measurements presented in this paper show that insufficient sampling (i.e. higher quantization noise) can lead to an overestimation of jitter coming from thermal noise and therefore an overestimation of the calculated entropy. The latter is the only type of noise considered reliable in currently existing ring oscillator-based TRNG models. As a rule of thumb, three orders of magnitude between the sampling and the sampled signal are necessary in order to determine the thermal noise jitter correctly.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131855064","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Attention-based Skin Cancer Classification Through Hyperspectral Imaging 基于关注的高光谱成像皮肤癌分类
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00122
M. L. Salvia, E. Torti, M. Gazzoni, E. Marenzi, Raquel León, S. Ortega, H. Fabelo, G. Callicó, F. Leporati
{"title":"Attention-based Skin Cancer Classification Through Hyperspectral Imaging","authors":"M. L. Salvia, E. Torti, M. Gazzoni, E. Marenzi, Raquel León, S. Ortega, H. Fabelo, G. Callicó, F. Leporati","doi":"10.1109/DSD57027.2022.00122","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00122","url":null,"abstract":"In recent years, hyperspectral imaging has been employed in several medical applications, targeting automatic diagnosis of different diseases. These images showed good performance in identifying different types of cancers. Among the methods used for classification, machine learning and deep learning techniques emerged as the most suitable algorithms to handle these data. In this paper, we propose a novel hyperspectral image classification architecture exploiting Vision Transformers. We validated the method on a real hyperspectral dataset containing 76 skin cancer images. Obtained results clearly highlight that the Vision Transforms are a suitable architecture for this task. Measured results outperform the state-of-the-art both in terms of false negative rates and of processing times. Finally, the attention mechanism is evaluated for the first time on medical hyperspectral images.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130818729","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Design Space Exploration for Distributed Cyber-Physical Systems: State-of-the-art, Challenges, and Directions 分布式信息物理系统的设计空间探索:最新技术、挑战和方向
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00090
Marius Herget, Faezeh Sadat Saadatmand, Martin C. Bor, Ignacio Gonzalez Alonso, T. Stefanov, B. Akesson, A. Pimentel
{"title":"Design Space Exploration for Distributed Cyber-Physical Systems: State-of-the-art, Challenges, and Directions","authors":"Marius Herget, Faezeh Sadat Saadatmand, Martin C. Bor, Ignacio Gonzalez Alonso, T. Stefanov, B. Akesson, A. Pimentel","doi":"10.1109/DSD57027.2022.00090","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00090","url":null,"abstract":"Industrial Cyber-Physical Systems (CPS) are com-plex heterogeneous and distributed computing systems, typically integrating and interconnecting a large number of subsystems and containing a substantial number of hardware and software components. Producers of these distributed Cyber-Physical Systems (dCPS) face serious challenges with respect to designing the next generations of these machines and require proper support in making (early) design decisions to avoid expensive and time consuming oversights. This calls for efficient and scalable system-level Design Space Exploration (DSE) methods for dCPS. In this position paper, we review the current state of the art in DSE, and argue that efficient and scalable DSE technology for dCPS is more or less non-existing and constitutes a largely unchartered research area. Moreover, we identify several re-search challenges that need to be addressed and discuss possible directions for targeting such DSE technolozy for dCPS.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"04 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127244202","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
PosAx-O: Exploring Operator-level Approximations for Posit Arithmetic in Embedded AI/ML PosAx-O:探索嵌入式AI/ML中位置算法的算子级近似
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00037
Amritha Immaneni, Salim Ullah, S. Nambi, Siva Satyendra Sahoo, Akash Kumar
{"title":"PosAx-O: Exploring Operator-level Approximations for Posit Arithmetic in Embedded AI/ML","authors":"Amritha Immaneni, Salim Ullah, S. Nambi, Siva Satyendra Sahoo, Akash Kumar","doi":"10.1109/DSD57027.2022.00037","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00037","url":null,"abstract":"The quest for low-cost embedded AI/ML applications has motivated innovations across multiple abstractions of the computation stack. Novel approaches for arithmetic operations have primarily involved quantization, precision-scaling, approximations, and modified data representation. In this context, Posit has emerged as an alternative to the IEEE-754 standard as it offers multiple benefits, primarily due to its dynamic range and tapered precision. However, the implementation of Posit arithmetic operations tends to result in high resource utilization and power dissipation. Consequently, recent works have delved into the idea of exploiting the error resilience of machine learning algorithms by using low-precision Posit arithmetic. However, limiting the exploration to precision-scaling limits the scope for application-specific optimizations for embedded AI/ML applications. To this end, we explore operator-level optimizations and approximations for low-precision Posit numbers. Specifically, we identify and eliminate redundant operations in state-of-the-art Posit arithmetic operator designs and provide a modular framework for exploring approximations in various stages of the computation. We also present a novel framework for behaviorally testing the corresponding Posit approximate designs in Artificial Neural Networks. The proposed optimizations and approximations exhibit considerable resource improvements with a small error in many cases. For instance, a Posit-based multiplier with 1-bit reduced precision shows a 33% improvement in power and utilization, with only a 0.2% degradation in overall accuracy.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114327184","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SmartDelta: Automated Quality Assurance and Optimization in Incremental Industrial Software Systems Development SmartDelta:增量工业软件系统开发中的自动化质量保证和优化
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00106
Mehrdad Saadatmand, Eduard Paul Enoiu, H. Schlingloff, M. Felderer, W. Afzal
{"title":"SmartDelta: Automated Quality Assurance and Optimization in Incremental Industrial Software Systems Development","authors":"Mehrdad Saadatmand, Eduard Paul Enoiu, H. Schlingloff, M. Felderer, W. Afzal","doi":"10.1109/DSD57027.2022.00106","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00106","url":null,"abstract":"A common phenomenon in software development is that as a system is being built and incremented with new features, certain quality aspects of the system begin to deteriorate. Therefore, it is important to be able to accurately analyze and determine the quality implications of each change and increment to a system. To address this topic, the multinational SmartDelta project develops automated solutions for quality assessment of product deltas in a continuous engineering environment. The project will provide smart analytics from development artifacts and system executions, offering insights into quality degradation or improvements across different product versions, and providing recommendations for next builds.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"10 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123831203","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Real-Time Polling Task: Design and Analysis 实时轮询任务:设计与分析
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00089
Benoit Varillon, D. Doose
{"title":"Real-Time Polling Task: Design and Analysis","authors":"Benoit Varillon, D. Doose","doi":"10.1109/DSD57027.2022.00089","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00089","url":null,"abstract":"Usually, robotic systems must be designed as reactive systems because they must be able to react and adapt to their environment and also communicate with some other systems. However, the reactive behavior, because of its non-deterministic nature, is difficult to analyze and prevents designers to perform a proper real-time analysis which is usually needed for critical robotic systems. In this paper, we propose a deterministic task model to handle the reactive behavior as well as the necessary tools to analyze it and verify the respect of real-time constraints. An implementation of this model, which is used in a ROS2 patch, is also presented.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"150 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122572087","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimizing Lattice-based Post-Quantum Cryptography Codes for High-Level Synthesis 高阶合成中基于格子的后量子密码码优化
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00109
Andrea Guerrieri, Gabriel Da Silva Marques, F. Regazzoni, A. Upegui
{"title":"Optimizing Lattice-based Post-Quantum Cryptography Codes for High-Level Synthesis","authors":"Andrea Guerrieri, Gabriel Da Silva Marques, F. Regazzoni, A. Upegui","doi":"10.1109/DSD57027.2022.00109","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00109","url":null,"abstract":"High-level synthesis is a mature Electronics Design Automation (EDA) technology for building hardware design in a short time. It produces automatically HDL code for FPGAs out of C/C++, bridging the gap from algorithm to hardware. Nevertheless, sometimes the QoR (Quality of Results) can be sub-optimal due to the difficulties of HLS in handling general-purpose software code. In this paper, we explore the current difficulties of HLS while synthesizing Lattice-based Post-Quantum Cryptog-raphy (PQC) algorithms. We propose code-level optimizations to overcome the limitations of high-level synthesis increasing the QoR of generated hardware. We analyzed and improved the results for the algorithms competing in the 3rd round of the NIST standardization process. We show how, starting from the original reference code submitted for the competition, original performance and resource utilization can be improved, in some cases with a speedup factor up to $200times$ or an area reduction of 80%.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"06 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129430102","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mobile Systems Secure State Management 移动系统安全状态管理
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00081
P. Amato, Niccolò Izzo, Carlo Meijer
{"title":"Mobile Systems Secure State Management","authors":"P. Amato, Niccolò Izzo, Carlo Meijer","doi":"10.1109/DSD57027.2022.00081","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00081","url":null,"abstract":"Today's mobile devices are equipped with sophis-ticated chain-of-trust mechanisms, able to successfully mitigate tampering of critical software components. However, this tech-nology, on the one hand, hinders the permanence of malware, thus raising the complexity for developing rootkits. On the other hand, the freedom of the end-user is limited. In fact, with all the security features enabled, one could not run any privileged code without it being signed by the Original Equipment Manufacturer; modifying any component of the root partition would cause a device read error and small modifications could be even rolled back automatically. Original Equipment Manufacturers typically provide mechanisms to (partially) disable these security features. However, they usually require two conditions: every unlock request must be approved by them, e.g. for warranty implications; secondly, to preserve the device security level, each time a security feature is disabled, the user data must be completely erased. We analyze several bootloader related vulnerabilities which allow to bypass these two requirements by exploiting design and implementation flaws in smartphones from different vendors. We then propose a novel architecture for secure device status storage and management. Our proposal relies only on commodity hardware features, which can be found on most mobile platforms. Furthermore, differently from many commercial implementations, we do not consider the storage device firmware as trusted, this makes our attack surface smaller than all of the examined alternatives.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127578865","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
FP-SLIC: A Fully-Pipelined FPGA Implementation of Superpixel Image Segmentation FP-SLIC:一种全流水线FPGA实现的超像素图像分割
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00024
A. Ghaderi, C. Ahlberg, Magnus Östgren, F. Ekstrand, Mikael Ekström
{"title":"FP-SLIC: A Fully-Pipelined FPGA Implementation of Superpixel Image Segmentation","authors":"A. Ghaderi, C. Ahlberg, Magnus Östgren, F. Ekstrand, Mikael Ekström","doi":"10.1109/DSD57027.2022.00024","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00024","url":null,"abstract":"A superpixel segment is a group of pixels that carry similar information. The Simple Linear Iterative Clustering (SLIC) is a well-known algorithm for generating superpixels that offers a good balance between accuracy and efficiency. Nevertheless, due to its high computational requirements, the algorithm does not meet the demands of real-time embedded applications in terms of speed and resources. This paper proposes a fully-pipelined FPGA architecture based on SLIC, dubbed FP-SLIC, that exhibits 1) a simplified and efficient algorithm of reduced computational complexity that facilitates algorithm development for FPGAs, 2) a fully pipelined FPGA design operating at 40MHz with a throughput of one pixel per cycle, and 3) a memory-efficient architecture that eliminates the requirement for external memory. FP-SLIC shows promising BSDS500 benchmark results, especially considering boundary recall for less than 1000 superpixels, where it performs better than related works, while, at the same time, accomplishing a throughput of 259 frames per second (fps).","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"49 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128298233","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MEDA Biochip based Single- Target Fluidic Mixture Preparation with Minimum Wastage 基于MEDA生物芯片的单目标流体混合物制备的最小浪费
2022 25th Euromicro Conference on Digital System Design (DSD) Pub Date : 2022-08-01 DOI: 10.1109/DSD57027.2022.00113
Debraj Kundu, Sudip Roy
{"title":"MEDA Biochip based Single- Target Fluidic Mixture Preparation with Minimum Wastage","authors":"Debraj Kundu, Sudip Roy","doi":"10.1109/DSD57027.2022.00113","DOIUrl":"https://doi.org/10.1109/DSD57027.2022.00113","url":null,"abstract":"Sample preparation is an inherent procedure of many biochemical applications, and digital microfluidic biochips (DMBs) proved to be very effective in performing such a procedure. In a single mixing step, conventional DMBs can mix two droplets in 1:1 ratio only. Due to this limitation, DMBs suffer from heavy fluid wastage and large number of mixing steps. However, the next generation DMBs, i.e., micro-electrode-dot-array (MEDA) biochips can realize multiple mixing ratios and are able to overcome a lot of those limitations. In this paper, we present a heuristic-based sample preparation algorithm, specifically a mixing algorithm called Division by Factor Method for Mixing that exploits the mixing models of MEDA biochips. We propose another mixing algorithm for MEDA biochips called Single Target Waste Minimization (STWM), which minimizes the wastage of fluids and determines an optimized mixing graph. Simulation results confirm that the proposed STWM method outperforms the state-of-the-art method in terms of minimizing the number of waste fluids, reducing the total reagent usage, and minimizing the number of mixing operations.","PeriodicalId":211723,"journal":{"name":"2022 25th Euromicro Conference on Digital System Design (DSD)","volume":"72 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117115901","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信