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A content-based intelligent mobile video censoring system 7

A content-based intelligent mobile video censoring system

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7th ieee international conference on Progress in Informatics and computing, PIC 2020

作者： Wang, Jing Yuan, Chenyu Liu, Yao Lin, Yuxuan Liang, Jian City College of Huizhou School of Mechatronics Huizhou China Hohai University College of Computer and Information Nanjing China

ISBN: (纸本)9781728170862

With the development of information technology, mobile video on-demand and live streaming prevails in the young population. But the content of mobile video may contain some bloody and violent scenes. Teenagers, among all consumers, are more susceptible the negative influence of violence in videos. the censorship targeting at the online contents including images and video is an important yet arduous task. the adoption of AI-based censoring technique can help lower the operation cost for Internet content providers and save the work labor in censorship while preventing video consumers from being affected by unhealthy information. this paper presents an embedded system for content-based video censoring based on the deep learning technique. the proposed system is capable of filtering video content automatically, where an algorithm is developed that utilizes the power of Intel IoT development suite and the Intel Neural compute stick. Efforts has been made to optimize the real-time content censoring of the system. Experimental results show that, when applied to the video-on-demand IoT applications, the proposed system can speed up the video processing significantly and it can be effective in shielding young audience from violent videos at mobile devices in a real-time manner. © 2020 ieee.

关键词： embedded systems

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Design of Data Acquisition Software for Steam Turbine Based on Qt/embedded 15th

Design of Data Acquisition Software for Steam Turbine Based ...

引用

15th international conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2019, held in conjunction with the 12th international conference on Frontiers of Information Technology, applications and Tools, FITAT 2019

作者： Zhang, Han Yin, Hongtao Fu, Ping Automatic Test and Control Institute Harbin Institute of Technology Harbin China

ISBN: (纸本)9789811397134

this paper puts emphasis on a design of data acquisition software for steam turbine. this software is developed by Qt/embedded, and it runs on the embedded computer. It aims at improving the safety of steam turbine. Operating state of steam turbine can be indicated by some physical quantities, like temperature, pressure or rotational speed of turbine blade. this software acquires data of these quantities, and analyzes it. According to acquired data, it determines whether the steam turbine is in normal state. When the steam turbine is running in abnormal state, it will be forced to do specific actions by output signals of this software. Besides, this software offers users a friendly graphic interface, on which the data and signal is shown in real time. It has been tested and verified that the design can work normally. © 2020, Springer Nature Singapore Pte Ltd.

关键词： Steam turbines

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Worst-Case Latency Analysis for the Versal NoC Network Packet Switch

Worst-Case Latency Analysis for the Versal NoC Network Packe...

引用

international Symposium on Networks-on-Chip (NOCS)

作者： Ian Lang Nachiket Kapre Rodolfo Pellizzoni University of Waterloo Waterloo Canada

ISBN: (纸本)9781665417228

the recent line of Versal FPGA devices from Xilinx Inc. includes a hard Network-On-Chip (NoC) embedded in the programmable logic, designed to be a high-performance system-level interconnect. While the target markets for Versal devices include applications with real-time constraints, such as automotive driver assist, the associated development tools only provide figures for “structural latencies” of data packets, which assume that the network is otherwise idle. In a realistic setting, this information is not enough to ensure deadlines are met, as different packets can contend for NoC switch outputs, which causes packet contents to be buffered while in transit, increasing their latency. In this work, we present a formal description of the NPS switches that compose the Versal NoC from a flit (or packet) scheduling perspective, based on the available cycle-accurate switch simulation code. We then analyze a scenario where network clients transfer data periodically over a single switch, and propose a method for calculating worst-case communication times in this scenario.

关键词： Codes Scheduling algorithms Switches Network-on-chip Tools real-time systems Field programmable gate arrays

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Efficient ECG Analysis with High F1 Score and Low Computation Complexity

Efficient ECG Analysis with High F1 Score and Low Computatio...

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ieee international Workshop on Intelligent Data Acquisition and Advanced computing systems: Technology and applications

作者： Andrii Yavorskyi Bohdan Tyshchenko Taras Panchenko Faculty of Computer Science and Cybernetics Taras Shevchenko National University of Kyiv Kyiv Ukraine

ISBN: (纸本)9781665426060

Electrocardiograms (ECG) are important signals of the human body to analyze its state, monitor health, and even save a life when early deviations appear. Official statistics reveal that one of the major death causes is heart disease and its consequences. In this paper, the new approach to the detection of Atrial Fibrillation (AF) Arrhythmia in real-time is developed and presented. this type of cardiac arrhythmia affects many people. If it remains undetected, it could develop into chronic disability or even could result in early mortality. Also, it is hard to diagnose this disease because of its non-regular nature, especially during the early stages. Early detection is an important issue because it can help to save and extend human life. real-time non-invasive and effective approaches to detect AF are being developed, but their properties still could be improved. the performance of such models and methods depends on the data quality and feature engineering largely. ECG as a heart electrical activity record is used to monitor heart activity and to detect a broad range of heart disabilities. Our research uses the dataset of PhysioNet computing in Cardiology Challenge 2017. It consists of 8528 single-lead ECG records of heart rhythms. the proposed method and appropriate model outperform the best known State-of-the-Art results in terms of $F$ 1 score, which is the main metric of the Challenge results mentioned above. Also, the presented approach is more computationally effective and less energy-consuming. the latter allows an embedded implementation of this model.

关键词： Heart Measurement Analytical models Computational modeling Electrocardiography real-time systems Biomedical monitoring

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Development of Visible Light Communication System for Automotive applications Based on Organic Light Emitting Diode Panels 15

Development of Visible Light Communication System for Automo...

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15th international conference on Development and Application systems (DAS)

作者： Cosovanu, Lucian-Mihai Done, Adrian Stefan Cel Mare Univ Suceava Integrated Ctr Res Dev & Innovat Adv Mat Nanotech Suceava 720229 Romania Stefan Cel Mare Univ Suceava Dept Comp Elect & Automat Suceava 720229 Romania

ISBN: (纸本)9781728168708

Classical traffic light systems in various forms have served public transport for more than a hundred years now. their basic principle is to inform drivers of all types of vehicles and also pedestrians of their current active status. the number of cars has increased drastically so that it is very common to get stuck in traffic in rush hours. the road infrastructures in cities use multiple lanes and also traffic lights to direct traffic and to ensure and safety. Today traffic lights can also be used simultaneously to establish communication between vehicles and infrastructure with the help of visible light communication (VLC). this new feature could he key in attempting to diminish road accidents with the use of important information. real-time analysis of traffic information is required in order to pass relevant information to the driver. this can be gained with an interconnected infrastructure throughout the city. therefore when a certain level of traffic is reached, redirection of traffic would prevent traffic jams, and also urgent messages like an incoming ambulance/fire truck/police car in the mission would be passed to drivers to allow free passage. In this era of information, informing prevents panic and also the sudden course of action. this paper describes the development of such capable traffic light, based on OLED decorative panels. the obtained traffic light system has been tested indoor for its suitability for vehicular applications.

关键词： OLED VLC decorative lighting traffic light vehicular applications indoor testing

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An Immersive Virtual Environment for Teleoperation of Remote Robotic Agents for Everyday applications in Prohibitive Environments

An Immersive Virtual Environment for Teleoperation of Remote...

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27th ieee conference on Virtual reality and 3D User Interfaces (ieee VR)

作者： Tavakkoli, Alireza Wilson, Brandon Bounds, Matthew Univ Nevada Dept Comp Sci & Engn Reno NV 89557 USA Univ Houston Victoria Dept Comp Sci Victoria TX USA

ISBN: (纸本)9781728165325

there are currently important limitations in allowing for a more efficient man-machine collaboration in environments hostile to human presence. An immersive and intuitive user interface has the potential to bridge the gap between the human and the robot he/she is tasked to operate in the remote environment. In this work, we propose a novel architecture that allows for collecting large amount of sensory data to build models of the world and its inhabitants and present this information to the teleoperator of the robot. this environment maintain interfaces that are intuitive to the operator and accurately represents the robot's real-world state and environment. the proposed game client is capable of handling multiple users, much like a traditional multiplayer game, while visualizing multiple robotic agents operating within the real world. A set of user studies are conducted to validate the performance of the proposed architecture compared to traditional tele-robotic applications. the experimental results show significant improvements in both task completion time and task completion rate over traditional tools.

关键词： Human-centered computing Interaction paradigms Virtual reality embedded and cyber-physical systems Robotics External interfaces for robotics

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Cutting the Unnecessary Deadlines in EDF 25

Cutting the Unnecessary Deadlines in EDF

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25th ieee international conference on embedded and real-time computing systems and applications (RTCSA)

作者： Bini, Enrico Univ Turin Turin Italy

ISBN: (纸本)9781728131979

Together with Fixed Priority Scheduling, Earliest Deadline First (EDF) is the second leg on top of which a large portion of the research on real-time systems stands. At the heart of the EDF exact schedulability test, a pivotal role is played by the demand bound function test, which requires to evaluate whether the amount of work required to complete a set of jobs is less than or equal to the amount of time available. Such a test is checked over a set of time instants. In this paper, it is proposed a method that cuts drastically the set of constraints to be checked. Such a method is applicable also to tasks with release offset. Notably, it is proved that such a reduced set of constraints is minimal: it is not possible to reduce the set any further without losing the sufficiency of the test. the code to make this reduction is publicly available on Github.

关键词： real-time systems Earliest Deadline First demand bound function convex hull sensitivity analysis linear programming

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Evaluating Software Diversity in Branch Prediction Analyses for static WCET Estimation 25

Evaluating Software Diversity in Branch Prediction Analyses ...

引用

25th ieee international conference on embedded and real-time computing systems and applications (RTCSA)

作者： Fellmuth, Joachim Zell, Jonas Glesner, Sabine Tech Univ Berlin Software & Embedded Syst Engn Berlin Germany Tech Univ Berlin Berlin Germany Tech Univ Berlin Software & Embedded Syst Berlin Germany

ISBN: (纸本)9781728131979

Static worst-case execution time analysis enables to obtain guaranteed timing bounds for programs, which is required for safety-critical hard real-time systems. this comprises micro-architectural analyses that rely on full knowledge of the executed program. An example are current approaches to statically bound the time penalty of mispredicted branches in systems using static or dynamic branch predictors. On the other hand, in artificial software diversity, uncertainty in program aspects is used to render code-reuse attacks useless, making the system considerably more secure. We solve this conflict by proposing adapted static analyses for static and dynamic branch prediction that are able to cope with diversity, and by quantifying the impact of diversity onto the analysis results through extensive evaluation.

关键词： WCET static analysis branch prediction artificial diversity

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EDF-Based Mixed-Criticality Scheduling with Graceful Degradation by Bounded Lateness 25

EDF-Based Mixed-Criticality Scheduling with Graceful Degrada...

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25th ieee international conference on embedded and real-time computing systems and applications (RTCSA)

作者： Yang, Kecheng Guo, Zhishan Texas State Univ San Marcos TX 78666 USA Univ Cent Florida Orlando FL 32816 USA

ISBN: (纸本)9781728131979

Mixed-criticality (MC) scheduling has been proposed for embedded real-time systems to alleviate the dilemma between runtime resource utilization and worst-case temporal guarantees for critical functions. the approach of dropping all low-criticality tasks upon a mode switch has been criticized for potentially over-degraded performance. In this paper, we focus on the graceful degradation for MC scheduling by providing bounded lateness for certain low-critical tasks. We define MCQOS-schedulability that massages the required bounded lateness into the definition of conventional MC-schedulability. A virtual deadline based scheduler (EDF-VDS) is proposed with utilization-based MCQOS-schedulability test and and closed-form lateness bounds.

关键词： real-time systems mixed-criticality scheduling graceful degradation lateness bounds server task

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A New Clustering-Based Technique for the Acceleration of Deep Convolutional Networks 19

A New Clustering-Based Technique for the Acceleration of Dee...

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19th ieee international conference on Machine Learning and applications, ICMLA 2020

作者： Vasilis Pikoulis, Erion Mavrokefalidis, Christos Lalos, Aris S. Industrial Systems Institute Greece

ISBN: (纸本)9781728184708

Deep learning and especially the use of Deep Neural Networks (DNNs) provides impressive results in various regression and classification tasks. However, to achieve these results, there is a high demand for computing and storing resources. this becomes problematic when, for instance, real-time, mobile applications are considered, in which the involved (embedded) devices have limited resources. A common way of addressing this problem is to transform the original large pre-trained networks into new smaller models, by utilizing Model Compression and Acceleration (MCA) techniques. Within the MCA framework, we propose a clustering-based approach that is able to increase the number of employed centroids/representatives, while at the same time, have an acceleration gain compared to conventional, k-means based approaches. this is achieved by imposing a special structure to the employed representatives, which is enabled by the particularities of the problem at hand. Moreover, the theoretical acceleration gains are presented and the key system hyper-parameters that affect that gain, are identified. Extensive evaluation studies carried out using various state-of-the-art DNN models trained in image classification, validate the superiority of the proposed method as compared for its use in MCA tasks. © 2020 ieee.

关键词： Deep neural networks

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