2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)最新文献_第3页

A Generative AI for Heterogeneous Network-on-Chip Design Space Pruning 异构片上网络设计空间修剪的生成式人工智能

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774721

Maxime Mirka, M. France-Pillois, G. Sassatelli, A. Gamatie

{"title":"A Generative AI for Heterogeneous Network-on-Chip Design Space Pruning","authors":"Maxime Mirka, M. France-Pillois, G. Sassatelli, A. Gamatie","doi":"10.23919/DATE54114.2022.9774721","DOIUrl":"https://doi.org/10.23919/DATE54114.2022.9774721","url":null,"abstract":"Often suffering from under-optimization, Networks-on-Chip (NoCs) heavily impact the efficiency of domain-specific Systems-on-Chip. To cope with this issue, heterogeneous NoCs are promising alternatives. Nevertheless, the design of optimized NoCs satisfying multiple performance objectives is extremely challenging and requires significant expertise. Prior works failed to combine many objectives or required an extended design space exploration time. In this paper, we propose an approach based on generative artificial intelligence to help pruning complex design spaces for heterogeneous NoCs, according to configurable performance objectives. This is made possible by the ability of Generative Adversarial Networks to learn and generate relevant design candidates for the target NoCs. The speed and flexibility of our solution enable a fast generation of optimized NoCs that fit users' expectations. Through some experiments, we show how to obtain competitive NoC designs reducing the power consumption with no communication performance or area penalty compared to a given conventional NoC design.","PeriodicalId":232583,"journal":{"name":"2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132420533","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

EventTimer: Fast and Accurate Event-Based Dynamic Timing Analysis EventTimer:快速准确的基于事件的动态时序分析

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774642

Zuodong Zhang, Zi-Jing Guo, Yibo Lin, Runsheng Wang, Ru Huang

引用次数: 6

NoCeption: A Fast PPA Prediction Framework for Network-on-Chips Using Graph Neural Network 基于图神经网络的片上网络快速PPA预测框架

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774525

Fuping Li, Ying Wang, Cheng Liu, Huawei Li, Xiaowei Li

引用次数: 2

Comprehensive and Accessible Channel Routing for Microfluidic Devices 微流控器件的综合通道路由

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774746

G. Fink, Philipp Ebner, R. Wille

引用次数: 3

Analyzing CAN's Timing under Periodically Authenticated Encryption 周期性认证加密下CAN的时序分析

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774712

Mingqing Zhang, Philip Parsch, Henry Hoffmann, Alejandro Masrur

{"title":"Analyzing CAN's Timing under Periodically Authenticated Encryption","authors":"Mingqing Zhang, Philip Parsch, Henry Hoffmann, Alejandro Masrur","doi":"10.23919/DATE54114.2022.9774712","DOIUrl":"https://doi.org/10.23919/DATE54114.2022.9774712","url":null,"abstract":"With increasing connectivity, it has become easier to remotely access in-vehicle buses like CAN (Controller Area Network). This not only jeopardizes security, but it also exposes CAN's limitations. In particular, to reject replay and spoofing attacks, messages need to be authenticated, i.e., an authentication tag has to be included. As a result, messages become larger and need to be split in at least two frames due to CAN's restrictive payload. This increases the delay on the bus and, thus, some deadlines may start being missed compromising safety. In this paper, we propose a Periodically Authenticated Encryption (PAE) based on the observation that we do not need to send authentication tags with every single message on the bus, but only with a configurable frequency that allows meeting both safety and security requirements. Plausibility checks can then be used to detect whether non-authenticated messages sent in between two authenticated ones have been altered or are being replayed, e.g., the transmitted values exceed a given range or are not in accordance with previous ones. We extend CAN's known schedulability analysis to consider PAE and analyze its timing behavior based on an implementation on real hardware and on extensive simulations.","PeriodicalId":232583,"journal":{"name":"2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127904974","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: 2

Response Time Analysis for Energy-Harvesting Mixed-Criticality Systems 能量收集混合临界系统的响应时间分析

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774646

Kankan Wang, Yuhan Lin, Qingxu Deng

引用次数: 1

A Novel Neuromorphic Processors Realization of Spiking Deep Reinforcement Learning for Portfolio Management 一种新的神经形态处理器在投资组合管理中的峰值深度强化学习实现

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.48550/arXiv.2203.14159

S. Saeidi, Forouzan Fallah, Soroush Barmaki, Hamed Farbeh

{"title":"A Novel Neuromorphic Processors Realization of Spiking Deep Reinforcement Learning for Portfolio Management","authors":"S. Saeidi, Forouzan Fallah, Soroush Barmaki, Hamed Farbeh","doi":"10.48550/arXiv.2203.14159","DOIUrl":"https://doi.org/10.48550/arXiv.2203.14159","url":null,"abstract":"The process of constantly reallocating budgets into financial assets, aiming to increase the anticipated return of assets and minimizing the risk, is known as portfolio management. Processing speed and energy consumption of portfolio management have become crucial as the complexity of their real-world applications increasingly involves high-dimensional observation and action spaces and environment uncertainty, which their limited onboard resources cannot offset. Emerging neuromorphic chips inspired by the human brain increase processing speed by up to 500 times and reduce power consumption by several orders of magnitude. This paper proposes a spiking deep reinforcement learning (SDRL) algorithm that can predict financial markets based on unpredictable environments and achieve the defined portfolio management goal of profitability and risk reduction. This algorithm is optimized for Intel's Loihi neuromorphic processor and provides 186x and 516x energy consumption reduction compared to a high-end processor and GPU, respectively. In addition, a 1.3x and 2.0x speed-up is observed over the high-end processors and GPUs, respectively. The evaluations are performed on cryptocurrency market benchmark between 2016 and 2021.","PeriodicalId":232583,"journal":{"name":"2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129209469","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: 10

SDK4ED: One-click platform for Energy-aware, Maintainable and Dependable Applications SDK4ED:一键平台的能源意识，可维护和可靠的应用程序

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774586

C. Marantos, Miltiadis G. Siavvas, D. Tsoukalas, Christos P. Lamprakos, Lazaros Papadopoulos, Pawel Boryszko, Katarzyna Filus, J. Domańska, Apostolos Ampatzoglou, A. Chatzigeorgiou, Erol Gelenbe, Dionysios Kehagias, D. Soudris

{"title":"SDK4ED: One-click platform for Energy-aware, Maintainable and Dependable Applications","authors":"C. Marantos, Miltiadis G. Siavvas, D. Tsoukalas, Christos P. Lamprakos, Lazaros Papadopoulos, Pawel Boryszko, Katarzyna Filus, J. Domańska, Apostolos Ampatzoglou, A. Chatzigeorgiou, Erol Gelenbe, Dionysios Kehagias, D. Soudris","doi":"10.23919/DATE54114.2022.9774586","DOIUrl":"https://doi.org/10.23919/DATE54114.2022.9774586","url":null,"abstract":"Developing modern secure and low-energy applications in a short time imposes new challenges and creates the need of designing new software tools to assist developers in all phases of application development. The design of such tools cannot be considered a trivial task, as they should be able to provide optimization of multiple quality requirements. In this paper, we introduce the SDK4ED platform, which incorporates advanced methods and tools for measuring and optimizing maintainability, dependability and energy. The presented solution offers a com-plete tool-flow for providing indicators and optimization meth-ods with emphasis on embedded software. Effective forecasting models and decision-making solutions are also implemented to improve the quality of the software, respecting the constraints imposed on maintenance standards, energy consumption limits and security vulnerabilities. The use of the SDK4ED platform is demonstrated in a healthcare embedded application.","PeriodicalId":232583,"journal":{"name":"2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125402206","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

Intelligent Methods for Test and Reliability 智能测试和可靠性方法

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774526

H. Amrouch, J. Anders, S. Becker, M. Betka, G. Bleher, P. Domanski, N. Elhamawy, T. Ertl, A. Gatzastras, P. Genssler, S. Hasler, M. Heinrich, A. van Hoorn, H. Jafarzadeh, I. Kallfass, F. Klemme, S. Koch, R. Küsters, A. Lalama, Raphael Latty, Y. Liao, N. Lylina, Z. Haghi, D. Pflüger, I. Polian, J. Rivoir, M. Sauer, Denis Schwachhofer, S. Templin, C. Volmer, S. Wagner, D. Weiskopf, H. Wunderlich, B. Yang, M. Zimmermann

{"title":"Intelligent Methods for Test and Reliability","authors":"H. Amrouch, J. Anders, S. Becker, M. Betka, G. Bleher, P. Domanski, N. Elhamawy, T. Ertl, A. Gatzastras, P. Genssler, S. Hasler, M. Heinrich, A. van Hoorn, H. Jafarzadeh, I. Kallfass, F. Klemme, S. Koch, R. Küsters, A. Lalama, Raphael Latty, Y. Liao, N. Lylina, Z. Haghi, D. Pflüger, I. Polian, J. Rivoir, M. Sauer, Denis Schwachhofer, S. Templin, C. Volmer, S. Wagner, D. Weiskopf, H. Wunderlich, B. Yang, M. Zimmermann","doi":"10.23919/DATE54114.2022.9774526","DOIUrl":"https://doi.org/10.23919/DATE54114.2022.9774526","url":null,"abstract":"Test methods that can keep up with the ongoing increase in complexity of semiconductor products and their underlying technologies are an essential prerequisite for maintaining quality and safety of our daily lives and for continued success of our economies and societies. There is a huge potential how test methods can benefit from recent breakthroughs in domains such as artificial intelligence, data analytics, virtual/augmented reality, and security. The Graduate School on “Intelligent Methods for Semiconductor Test and Reliability” (GS-IMTR) at the University of Stuttgart is a large-scale, radically interdisciplinary effort to address the scientific-technological challenges in this domain. It is funded by Advantest, one of the world leaders in automatic test equipment. In this paper, we describe the overall philosophy of the Graduate School and the specific scientific questions targeted by its ten projects.","PeriodicalId":232583,"journal":{"name":"2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"379 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126726492","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: 4

A Composable Design Space Exploration Framework to Optimize Behavioral Locking 优化行为锁定的可组合设计空间探索框架

2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) Pub Date : 2022-03-14 DOI: 10.23919/DATE54114.2022.9774602

L. Collini, R. Karri, C. Pilato

{"title":"A Composable Design Space Exploration Framework to Optimize Behavioral Locking","authors":"L. Collini, R. Karri, C. Pilato","doi":"10.23919/DATE54114.2022.9774602","DOIUrl":"https://doi.org/10.23919/DATE54114.2022.9774602","url":null,"abstract":"Globalization of the integrated circuit (IC) supply chain exposes designs to security threats such as reverse engineering and intellectual property (IP) theft. Designers may want to protect specific high-level synthesis (HLS) optimizations or micro-architectural solutions of their designs. Hence, protecting the IP of ICs is essential. Behavioral locking is an approach to thwart these threats by operating at high levels of abstraction instead of reasoning on the circuit structure. Like any security protection, behavioral locking requires additional area. Existing locking techniques have a different impact on security and overhead, but they do not explore the effects of alternatives when making locking decisions. We develop a design-space exploration (DSE) framework to optimize behavioral locking for a given security metric. For instance, we optimize differential entropy under area or key-bit constraints. We define a set of heuristics to score each locking point by analyzing the system dependence graph of the design. The solution yields better results for 92% of the cases when compared to baseline, state-of-the-art (SOTA) techniques. The approach has results comparable to evolutionary DSE while requiring 100× to 400× less computational time.","PeriodicalId":232583,"journal":{"name":"2022 Design, Automation & Test in Europe Conference & Exhibition (DATE)","volume":"73 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123117625","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: 4