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检索条件"任意字段=11th International Conference on Embedded and Real-Time Computing Systems and Applications"

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Event-Driven Data Pipeline for Network Management systems

Event-Driven Data Pipeline for Network Management Systems

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international conference on computing and Networking Technology (ICCNT)

作者： Ganesan Ponnuswami Sriram Kailasam Dileep Aroor Dinesh School of Computing and Electrical Engineering Indian Institute of Technology Mandi Himachal Pradesh India

ISBN: (数字)9781728168517

ISBN: (纸本)9781728168524

Developing an event-driven applications for network management systems(NMS) requires data-wrangling operations to be performed in a data pipeline with low latency and high throughput. Data stream processing engines(SPEs) enables the pipeline to feature extract complex data in near real time. We present a low latency and high throughput data pipeline that performs operations such as data cleansing, filtering, aggregations and join of streams on pipeline stages for event-driven machine learning applications. When the data stream has imbalance in arrival of records, a standalone system handle it ineffectively that reduces the performance of data pipeline. In this work, the system powered by SPEs handle the imbalance by scaling out resources and degree of parallelism such that performance is not degraded.

关键词： Pipelines Storms Feature extraction throughput Engines real-time systems Topology

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Scheduling real-time Deep Learning Services as Imprecise Computations

Scheduling Real-time Deep Learning Services as Imprecise Com...

引用

IEEE international conference on embedded and real-time computing systems and applications (RTCSA)

作者： Shuochao Yao Yifan Hao Yiran Zhao Huajie Shao Dongxin Liu Shengzhong Liu Tianshi Wang Jinyang Li Tarek Abdelzaher University of Illinois at Urbana-Champaign VMware Pinterest

ISBN: (数字)9781728144030

ISBN: (纸本)9781728144047

the paper presents a real-time computing framework for intelligent real-time edge services, on behalf of local embedded devices that are themselves unable to support extensive computations. the work contributes to a new direction in realtime computing that develops scheduling algorithms for machine intelligence tasks that enable anytime prediction. We show that deep neural network workflows can be cast as imprecise computations, each with a mandatory part and (several) optional parts whose execution utility depends on input data. With our design, deep neural networks can be preempted before their completion and support anytime inference. the goal of the realtime scheduler is to maximize the average accuracy of deep neural network outputs while meeting task deadlines, thanks to opportunistic shedding of the least necessary optional parts. the work is motivated by the proliferation of increasingly ubiquitous but resource-constrained embedded devices (for applications ranging from autonomous cars to the Internet of things) and the desire to develop services that endow them with intelligence. Experiments on recent GPU hardware and a state of the art deep neural network for machine vision illustrate that our scheme can increase the overall accuracy by 10% ~ 20% while incurring (nearly) no deadline misses.

关键词： Task analysis Neural networks Graphics processing units real-time systems Sensors Measurement Machine learning

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Internet of things & Cloud computing Internet of things as a Service Approach

Internet of Things & Cloud Computing Internet of Things as a...

引用

international conference on Information and Communication systems (ICICS)

作者： Maison M. Othman Ali El-Mousa Hourani Elearning Center Al-Ahliyya Amman University Amman Jordan Computer Engineering Department University of Jordan Amman Jordan

ISBN: (数字)9781728162270

ISBN: (纸本)9781728162287

this paper discusses the challenges that arise from Internet of things and Cloud computing Integration. We propose a general architecture called Internet of things as a Service that address these challenges and offers a comprehensive solution for different Internet of things applications. the architecture utilizes the current cloud services or suggests adding new ones to support various applications. To validate the architecture, we apply use cases from smart city scenarios.

关键词： Cloud computing Internet of things Computer architecture Computational modeling Quality of service Sensors real-time systems

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Ventricular Assist Device in Health 4.0 Context 11th

Ventricular Assist Device in Health 4.0 Context

引用

11th Advanced Doctoral conference on computing, Electrical and Industrial systems, DoCEIS 2020

作者： Barboza, Marcelo Junqueira, Fabricio Bock, Eduardo Leão, Tarcisio Dias, Jeferson Dias, Jonatas Pessoa, Marcosiris Souza, José Ricardo dos Santos, Diolino Department of Mechatronics and Mechanical Systems Engineering Escola Politécnica da USP São Paulo Brazil Federal Institute of Technology in Sao Paulo São Paulo Brazil

ISBN: (纸本)9783030451233

In the current digital era, the physical world has a cyber-representation. Both the real and virtual worlds are connected in areas, such as informatics and manufacturing. this phenomenon is currently emerging in health applications. Health 4.0 (H4.0) refers to a group of initiatives aiming to improve medical care for patients, change the business practices of hospitals and create new insight for researchers and medical device suppliers. Increasing collaboration in terms of physicians, medical equipment, artificial organs, and biosensors is a way to facilitate H4.0. In this work, a reference architecture model for Industry 4.0 (RAMI 4.0) is used to support such collaboration in medical devices control system projects. A methodology was applied to design a ventricular assist device. the results show that RAMI 4.0 is an adequate technique for modeling a device as a H4.0 component. Future works should implement the designed control system. © IFIP international Federation for Information Processing 2020.

关键词： Control systems

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embedded Partitioning real-time Operating System Based on Microkernel 22

Embedded Partitioning Real-time Operating System Based on Mi...

引用

22nd IEEE international conference on Computational Science and Engineering (IEEE CSE) / 17th IEEE international conference on embedded and Ubiquitous computing (IEEE EUC)

作者： Chen, Tanhong Li, Huiyong Niu, Jianwei Ren, Tao Xu, Guizhou Beihang Univ Sch Comp Sci Beijing Peoples R China Beihang Univ Beijing Adv Innovat Ctr Big Data & Brain Comp Beijing Peoples R China Beijing Acoinfo Technol Co Ltd Beijing Peoples R China Beihang Univ Hangzhou Innovat Inst Beijing Peoples R China

ISBN: (纸本)9781728116648

the embedded partitioning operating system is active in security-related fields such as avionics and automotive embedded software. the temporal and spatial isolation of the partition is the guarantee of system security. In addition, as these areas become more demanding for applications, improving the real-time performance of partitioning operating systems has become a trend. To reach this goal, we propose a solution that leverages the microkernel architecture in the embedded partitioning operating system. the microkernel ensures the determinacy of real-time scheduling policies and system calls by simplifying kernel functionality and preserving the most basic resources. Partitions built on top of the microkernel enable low-cost communication, fast context switching and mixed task scheduling. Based on the microkernel, we developed a complete real-time partitioning operating system. the system supports multi-core processors to take full advantage of the high performance of existing embedded processors. On different hardware platforms, we conducted two types of tests about interrupt response time and latency. the results show that our proposed architecture exhibits high real-time performance.

关键词： isolation partitioning microkernel real-time embedded system multi-core

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Exploiting Simultaneous Multithreading in Priority-Driven Hard real-time systems

Exploiting Simultaneous Multithreading in Priority-Driven Ha...

引用

IEEE international conference on embedded and real-time computing systems and applications (RTCSA)

作者： Sims Hill Osborne Shareef Ahmed Saujas Nandi James H. Anderson University of North Carolina Chapel Hill North Carolina U.S.A.

ISBN: (数字)9781728144030

ISBN: (纸本)9781728144047

Simultaneous multithreading (SMT) has the ability to dramatically improve real-time scheduling, but existing methods are cumbersome, frequently need specialized hardware, or are limited to producing table-based schedules. Here, an easily portable method for quickly applying SMT to priority-driven hard real-time systems is given. Using a combination of integer linear programming and heuristic bin-packing, a partitioned earliest-deadline-first (EDF) scheduler that takes advantage of SMT is produced. the integer linear programming and partitioning are done offline, but generally require only a few seconds, even given over a hundred tasks. A large-scale schedulability study is conducted, showing that compared to partitioned scheduling without SMT, the schedulable utilization for the considered hardware platform is nearly doubled in the best cases.

关键词： Schedules Multithreading Heuristic algorithms Integer linear programming Tools real-time systems Hardware

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Wearable ECG for real time Complex P-QRS-T Detection and Classification of Various Arrhythmias 11

Wearable ECG for Real Time Complex P-QRS-T Detection and Cla...

引用

11th international conference on Communication systems & Networks (COMSNETS)

作者： Mishra, Biswajit Arora, Neha Vora, Yash DA IICT VLSI & Embedded Syst Res Grp Gandhinagar 382007 India

ISBN: (纸本)9781538679029

An ECG signal carries vital information that can be used for detecting various arrhythmia conditions. In this work, we have developed an algorithm to detect the R peaks of the ECG signal based on the Pan Tompkins Algorithm. Further, the work has been extended to a first level approximation to detect various arrhythmia conditions. Further to compute the QRS complex, the Q and S points based on the R-peaks are detected. To validate the effectiveness of the proposed algorithm, the MIT/BIH arrhythmia database is used as a source for the ECG signals and the reference for R peak annotations. the algorithm provides the metric of False Detection Rate (FDR) to be 1.289%, Sensitivity to be 99.492% and Positive Predictivity to be 99.293%. After detecting the complete QRS complex, the entire QRS complex is set to zero in order to detect the P and T waves from the signal. Hence, this work provides a specific approach of P, Q, R, S and T wave detection of an ECG signal in a real-time environment. the algorithm is further ported to a low-cost ECG monitoring wearable patch to show the effectiveness of the approach.

关键词： Electrocardiography Feature extraction Biomedical monitoring Monitoring Databases Approximation algorithms Signal processing algorithms

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Subjective Quality Evaluation of Underground BPL-PLC Voice Communication System 1

引用

15th international conference on Dependability of Computer systems (DepCoS-RELCOMEX)

作者： Debita, Grzegorz Falkowski-Gilski, Przemyslaw Habrych, Marcin Miedzinski, Bogdan Polnik, Bartosz Wandzio, Jan Jedlikowski, Przemyslaw Gen Tadeusz Kosciuszko Mil Univ Land Forces PL-51147 Wroclaw Poland Gdansk Univ Technol Fac Elect Telecommun & Informat PL-80233 Gdansk Poland Wroclaw Univ Sci & Technol Fac Elect Engn PL-50370 Wroclaw Poland KOMAG Inst Min Technol PL-44101 Gliwice Poland KGHM Polska Miedz SA PL-59301 Lubin Poland Wroclaw Univ Sci & Technol Fac Elect PL-50370 Wroclaw Poland

ISBN: (数字)9783030482565

ISBN: (纸本)9783030482558;9783030482565

Designing a reliable voice transmission system is not a trivial task. Wired media, thanks to their resistance to mechanical damage, seem an ideal solution. the BPL-PLC (Broadband over Power Line - Power Line Communication) cable is resilient to electricity stoppage and partial damage of phase conductors. It maintains continuity of transmission in case of an emergency situation, including paramedic rescue operations. these features make it an ideal solution for delivering data, e.g. in an underground mine environment. this paper describes a subjective quality evaluation of such a system. the solution was designed and tested in real-time operating conditions. It involved two types of coupling, namely: induction-inductive and capacitive-inductive, as well as two transmission modes (Mode 1 and Mode 11 operating in the 2-7.5 MHz frequency range). the tested one-way transmission system was designed to deliver clear and easily understandable voice messages. the study involved signal samples in three languages: English (both British and American dialects), German, and Polish, processed in three bitrates: 8, 16, and 24 kbit/s, with the Ogg Vorbis codec. Obtained results confirmed the usefulness of the BPL-PLC technology for voice communication purposes. Results of this study may be of interest to professionals from the mining and oil industry.

关键词： Communication applications Signal processing Quality of service

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Interrupting real-time IoT Tasks: How Bad Can It Be to Connect Your Critical embedded System to the Internet?

Interrupting Real-Time IoT Tasks: How Bad Can It Be to Conne...

引用

IEEE international conference on Performance, computing and Communications (IPCCC)

作者： Ilja Behnke Lukas Pirl Lauritz thamsen Robert Danicki Andreas Polze Odej Kao Technische Universität Berlin Germany Hasso Plattner Institute Germany

ISBN: (数字)9781728198293

ISBN: (纸本)9781728198309

embedded systems have been used to control physical environments for decades. Usually, such use cases require low latencies between commands and actions as well as a high predictability of the expected worst-case delay. To achieve this on small, low-powered microcontrollers, real-time Operating systems (RTOSs) are used to manage the different tasks on these machines as deterministically as possible. However, with the advent of the Internet of things (IoT) in industrial applications, the same embedded systems are now equipped with networking capabilities, possibly endangering critical real-time systems through an open gate to *** paper presents our initial study of the impact network connections can have on real-time embedded systems. Specifically, we look at three aspects: the impact of network-generated interrupts, the overhead of the related networking tasks, and the feasibility of sharing computing resources between networking and real-time tasks. We conducted experiments on two setups: One treating NICs and drivers as black boxes and one simulating network interrupts on the machines. the preliminary results show that a critical task performance loss of up to 6.67% per received packet per second could be induced where lateness impacts of 1% per packet per second can be attributed exclusively to ISR-generated delays.

关键词： Performance evaluation embedded systems Microcontrollers real-time systems Delays Internet of things Task analysis

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Delay Jitter Analysis for Uplink Traffic in LTE systems 11

Delay Jitter Analysis for Uplink Traffic in LTE Systems

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11th international conference on Communication systems & Networks (COMSNETS)

作者： Sahu, Megha Indian Inst Technol Bhilai Dept Elect Engn Raipur Madhya Pradesh India

ISBN: (纸本)9781538679029

In LTE technology, study of system performance for a given uplink channel condition is necessary to understand the system behaviour in terms of delay jitter for real time applications. While transmission of High Definition (HD) video stream from a mobile system, depending on the resource block assignment by LTE network, Packet Data Convergence Protocol (PDCP) queue evolution can be analysed for different scenarios. We evaluate the system performance for a special case by analysing the evolution of PDCP queue for a given User Equipment(UE) and validated the analysis by sharing simulation results obtained using Network Simulator (NS3). the extension to our work is also discussed for more general cases as in work in progress.

关键词： Jitter Delays Resource management Uplink IP networks Long Term Evolution Zinc

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