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2019 11th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)最新文献

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Design and Implementation of a Home Automation System 一个家庭自动化系统的设计与实现
Marian-Bogdan Bodea, P. Anghelescu, Bogdan-Mihai G. Gavriloaia, N. Vizireanu
Given that the society we live in is continuously moving and expanding and that most people have access to the Internet and thus to information, more and more people rely on safety systems such as “Home Automation”. In this paper we will describe the design and implementation of such a system. Several types of sensors, a controller, a wi-fi connection and a NodeMCU module have been used in the design of the system. All the sensors are connected to a controller and the internet connection is enabled by interconnection between the module NodeMCU and the Arduino Mega 2560 controller. The paper sets out experimental results stemming from various working scenarios.
鉴于我们所生活的社会不断发展和扩大,大多数人都可以访问互联网,从而获得信息,越来越多的人依赖于安全系统,如“家庭自动化”。在本文中我们将描述这样一个系统的设计和实现。在系统的设计中使用了几种类型的传感器、控制器、wi-fi连接和NodeMCU模块。所有传感器都连接到控制器上,通过模块NodeMCU和Arduino Mega 2560控制器之间的互连实现互联网连接。本文列出了各种工作场景下的实验结果。
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引用次数: 0
Automatic recognition of hand gestures 自动识别手势
C. Mocanu, G. Suciu
Developing and implementing a software algorithm for detecting, recognizing and interpreting hand gestures. The project involves an automatic realtime image analysis system that recognizes several predefined movements. The analysis system first involves locating and separating the areas of the image associated with the hand, followed by the motion classification (recognition). These movements will be transposed into commands to an integrated device.
开发和实现用于检测、识别和解释手势的软件算法。该项目涉及一个自动实时图像分析系统,该系统可以识别几个预定义的运动。分析系统首先涉及定位和分离与手相关的图像区域,然后是运动分类(识别)。这些动作将被转换成对集成设备的命令。
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引用次数: 0
More technologized is not more educated 技术水平越高并不意味着教育程度越高
Alexandru Mărchidan
This paper focuses mainly on the dangers of new communication technologies for the intellectual and cultural development of young people. Although these technologies also have some advantages for information and communication, however, the disadvantages are much greater. As such, we will analyze their effects structurally (neuro-physically), psychosocially and morally, and in the end we will try to find out what can be done to limit these negative effects.
这篇论文主要集中在新的通信技术对年轻人的智力和文化发展的危险。虽然这些技术对信息和通信也有一些好处,然而,缺点要大得多。因此,我们将从结构上(神经生理上)、社会心理上和道德上分析它们的影响,最后我们将试图找出可以做些什么来限制这些负面影响。
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引用次数: 1
Image and Video Compression Artifact Reduction at Low Bit Rates Using Local Cosine Transform in Conjunction with Significance Map Coding 结合显著图编码的局部余弦变换在低比特率下减少图像和视频压缩伪影
H. Ilgin, A. Akbulut, Aykut Kalaycioglu
In this study, we present an image and video compression method, which is efficient at low bit rates and includes local cosine transform (LCT) and significance map coding. Low bit rate image or video coding causes distortion and artifacts such as blocking effect, which is induced by block-based discrete cosine transform (DCT). On the other hand, another block-based method, LCT, which implements DCT, decreases blocking artifact, because it folds contiguous blocks before applying DCT. Significance map coding (SMC) achieves better image/video quality and decreases artifacts when compared to the conventional DCT coding approach. We apply SMC in conjunction with LCT for further improvement as shown by the experiments.
在本研究中,我们提出了一种在低比特率下高效的图像和视频压缩方法,该方法包括局部余弦变换(LCT)和显著性图编码。低比特率的图像或视频编码会引起失真和诸如块效应的伪影,这是由基于块的离散余弦变换(DCT)引起的。另一方面,另一种基于块的方法LCT实现了DCT,它减少了块伪影,因为它在应用DCT之前折叠了连续的块。与传统的DCT编码方法相比,SMC编码可以获得更好的图像/视频质量并减少伪影。实验结果表明,我们将SMC与LCT结合起来进一步改进。
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引用次数: 1
Number-plate recognition and examination of requirements for public Romanian roads usage 罗马尼亚公共道路使用要求的车牌识别和检查
Anamaria-Loredana Chiva, G. Suciu
The increasing number of cars brings upon itself the need of rapidly check the lawfulness of the drivers. When travelling, there are several legal obligations a driver have to fulfill according to the law. In Romania, the authorities enforce the presence of legal documents such vignette, RCA (civil liability) and PTI/ITP (periodical technical inspection) when being subject to a routine control. This article aims to present a solution to ease the process of verification through a software solution which identifies the number-plate and then verifies in a unified database the availability of the above-mentioned legal documents. This solution is implemented in Matlab, using correlation factor between the identified number-plate and a set of characters (the alphabet) to determine the letters from the plate number. The program is connected to a database in which are saved the details (vignette, RCA, PTI) of the identified number, this being used by the authorities to verify the validity of the drivers' documents.
随着汽车数量的增加,需要迅速检查司机的合法性。在旅行时,司机必须依法履行几项法律义务。在罗马尼亚,当局在接受例行管制时强制提供法律文件,如小插图、民事责任和定期技术检查。本文旨在通过软件解决方案,通过识别车牌,然后在统一的数据库中验证上述法律文件的可用性,从而简化验证过程。该方案在Matlab中实现,利用识别的车牌号码与一组字符(字母表)之间的相关因子来确定车牌号码中的字母。该程序连接到一个数据库,其中保存了识别号码的详细信息(vignette, RCA, PTI),这被当局用来验证驾驶员文件的有效性。
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引用次数: 0
Fast Automatic Exposure Adjustment Method for Iris Recognition System 虹膜识别系统的快速自动曝光调节方法
V. Gnatyuk, S. Zavalishin, X. Petrova, G. Odinokikh, A. Fartukov, Alexey Danilevich, V. Eremeev, Ju-Hee Yoo, Kwanghyun Lee, Heejun Lee, Daekyu Shin, I. Solomatin
In this paper, we propose a novel algorithm for automatic camera parameter adjustment, which is exploited for getting the correct image exposure required for iris recognition. We use two-step processing, where the first step adjusts the camera parameters on the basis of a single shot, and the second step applies precise iterative adjustment. In order to get the correct iris exposure, we use a weighted mask, which is constructed offline using a set of face images. In contrast to the existing algorithms, our method does not need to be calibrated for a particular camera sensor. We show that the proposed method significantly decreases false rejection rate caused by incorrect image exposure and reduces recognition time.
本文提出了一种新的相机参数自动调整算法,用于获得虹膜识别所需的正确图像曝光。我们采用两步处理,第一步在单镜头的基础上调整相机参数,第二步采用精确的迭代调整。为了获得正确的虹膜曝光,我们使用加权掩模,该掩模是使用一组人脸图像离线构建的。与现有的算法相比,我们的方法不需要针对特定的相机传感器进行校准。结果表明,该方法显著降低了由于不正确的图像曝光而导致的误拒率,缩短了识别时间。
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引用次数: 2
Intelligent solutions - based framework for digital public services. A case study for smart transportation 基于智能解决方案的数字公共服务框架。智能交通的案例研究
M. Ianculescu, Lidia Bajenaru, Ion Alexandru Marinescu, C. Dobre
Digital technology landscape is continuously improving, dragging along both the transformation of public services and new demands of citizens. Emerging new technologies like Artificial Intelligence, Machine Learning, Deep Learning or Internet of Things provide tremendous means to implement intelligent solutions for reshaping digital public services. This paper aims to disclose the most important features of several intelligent technologies and of these types of public services that can be integrated for providing new capabilities. An AI-based architecture for supporting digital public services in the smart transportation sector is presented in order to demonstrate the highlighted ideas and concepts.
数码科技环境不断改善,既带动了公共服务的转变,也带动了市民的新需求。人工智能、机器学习、深度学习、物联网等新兴技术为实现重塑数字公共服务的智能解决方案提供了巨大的手段。本文旨在揭示几种智能技术和这些类型的公共服务的最重要特征,这些公共服务可以集成以提供新功能。提出了一个基于人工智能的架构,用于支持智能交通领域的数字公共服务,以展示突出的想法和概念。
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引用次数: 2
Reliable FPGA-based Camera Sensor for NCS 可靠的基于fpga的NCS相机传感器
Hadeer Ahmed, G. Alkady, Hassan H. Halawa, R. Daoud, H. Amer, I. Adly, T. Refaat, Manar N. Shaker
Networked Control Systems (NCSs) form an interesting architecture for industrial applications. They are composed of smart sensors, actuators and controllers. Also, FPGAs have recently been progressively used in industry. One of the main advantages of FPGAs is the feature of Dynamic Partial Reconfiguration (DPR) which is used to repair some failures without interrupting system operation. This paper combined both NCS and FPGAs in a new architecture that has several advantages. First, it includes an image storing capability which is very important in certain applications. Second, the architecture has several fault-tolerant features in order to prolong system lifetime. Third, even in the case of failure, raw video is never sent over the network. A case study is presented to quantify the increase in reliability of the presented system. Markov models were developed and the SHARPE package was used to compare the reliability of the proposed system to that of a comparable system in the literature; the results indicate that the proposed system is more reliable.
网络控制系统(NCSs)为工业应用形成了一个有趣的体系结构。它们由智能传感器、执行器和控制器组成。此外,fpga最近已逐步应用于工业。fpga的主要优点之一是动态部分重构(DPR)特性,它可以在不中断系统运行的情况下修复某些故障。本文将NCS和fpga结合在一个新的体系结构中,该体系结构具有几个优点。首先,它包含了在某些应用中非常重要的图像存储功能。其次,该体系结构具有一些容错特性,以延长系统生命周期。第三,即使在故障的情况下,原始视频也不会通过网络发送。给出了一个案例研究来量化系统可靠性的提高。开发了马尔可夫模型,并使用SHARPE软件包将所提出系统的可靠性与文献中可比系统的可靠性进行比较;结果表明,该系统具有较高的可靠性。
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引用次数: 0
L0 Regularization based Fine-grained Neural Network Pruning Method 基于L0正则化的细粒度神经网络剪枝方法
Qixin Xie, Chao Li, Boyu Diao, Zhulin An, Yongjun Xu
Deep neural networks have made remarkable achievements in many tasks. However, we are not able to deploy such successful but heavy models on mobile devices directly due to the limited power and computing capacity. Thus, an obvious solution to tackle this problem is to compress neural network by pruning useless weights in neural networks. The point is how to remove these redundancies while maintain the performance of neural networks. In this work, we propose a novel neural network pruning method: guiding the weights of a neural network to be sparse by introducing LO regularization during the training stage, which can effectively resist the damage on the performance while pruning as well as dramatically reduce the time overhead of retraining stage. Experiment results on MNIST with LeNet and CIFAR-10 with VGG-16 demonstrate the effectiveness of this method to the classic method.
深度神经网络在许多任务中取得了显著的成就。然而,由于有限的功率和计算能力,我们无法直接在移动设备上部署如此成功但笨重的模型。因此,解决这一问题的一个显而易见的解决方案是通过修剪神经网络中的无用权值来压缩神经网络。关键是如何在保持神经网络性能的同时消除这些冗余。本文提出了一种新的神经网络剪枝方法:在训练阶段引入LO正则化,引导神经网络的权值变得稀疏,既能有效抵抗剪枝对性能的损害,又能显著减少再训练阶段的时间开销。基于LeNet的MNIST和基于VGG-16的CIFAR-10的实验结果表明,该方法与经典方法相比是有效的。
{"title":"L0 Regularization based Fine-grained Neural Network Pruning Method","authors":"Qixin Xie, Chao Li, Boyu Diao, Zhulin An, Yongjun Xu","doi":"10.1109/ECAI46879.2019.9041962","DOIUrl":"https://doi.org/10.1109/ECAI46879.2019.9041962","url":null,"abstract":"Deep neural networks have made remarkable achievements in many tasks. However, we are not able to deploy such successful but heavy models on mobile devices directly due to the limited power and computing capacity. Thus, an obvious solution to tackle this problem is to compress neural network by pruning useless weights in neural networks. The point is how to remove these redundancies while maintain the performance of neural networks. In this work, we propose a novel neural network pruning method: guiding the weights of a neural network to be sparse by introducing LO regularization during the training stage, which can effectively resist the damage on the performance while pruning as well as dramatically reduce the time overhead of retraining stage. Experiment results on MNIST with LeNet and CIFAR-10 with VGG-16 demonstrate the effectiveness of this method to the classic method.","PeriodicalId":285780,"journal":{"name":"2019 11th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"135 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127594320","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
FPGA Implementation of Multichannel FIR Filters 多通道FIR滤波器的FPGA实现
Cihan Aydin, I. Sefa
Latest generation FPGAs determine the future usage of FIR filters. Their DSP blocks are able to implement fixed-point data types for efficient computations. The systolic multiply-accumulate architecture is utilized for various order and parallel multiple channel to efficiently handle resource and timing considerations. Implementing various order filter taps, resource and latency of the particular architecture of Xilinx Artix-7 (XC7A100T-1CSG324C) series with the clock frequency of 100 MHz and 12 bit input and 12 bit output is observed. The proposed design also shows that this design is suitable for multichannel parallel implementation such as power electronics applications in smart grids.
最新一代的fpga决定了FIR滤波器的未来使用。他们的DSP块能够实现定点数据类型,以实现高效的计算。对不同顺序和并行多通道采用收缩乘累积结构,有效地处理资源和时间问题。观察了Xilinx Artix-7 (XC7A100T-1CSG324C)系列在时钟频率为100mhz, 12位输入和12位输出的特定架构下实现各种顺序滤波器分频、资源和延迟。该设计还表明,该设计适用于多通道并行实现,如智能电网中的电力电子应用。
{"title":"FPGA Implementation of Multichannel FIR Filters","authors":"Cihan Aydin, I. Sefa","doi":"10.1109/ECAI46879.2019.9042037","DOIUrl":"https://doi.org/10.1109/ECAI46879.2019.9042037","url":null,"abstract":"Latest generation FPGAs determine the future usage of FIR filters. Their DSP blocks are able to implement fixed-point data types for efficient computations. The systolic multiply-accumulate architecture is utilized for various order and parallel multiple channel to efficiently handle resource and timing considerations. Implementing various order filter taps, resource and latency of the particular architecture of Xilinx Artix-7 (XC7A100T-1CSG324C) series with the clock frequency of 100 MHz and 12 bit input and 12 bit output is observed. The proposed design also shows that this design is suitable for multichannel parallel implementation such as power electronics applications in smart grids.","PeriodicalId":285780,"journal":{"name":"2019 11th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115667053","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
期刊
2019 11th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)
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