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2021 18th International Multi-Conference on Systems, Signals & Devices (SSD)最新文献

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CNN for human exons and introns classification CNN用于人类外显子和内含子分类
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429303
FE Nasr, A. Oueslati
Modeling properties and functions associated with DNA sequences is a very complex task in genomics. This task is more and more difficult when it concerns the human genome. This genome is composed with coding and non-coding regions which are not yet fully identified. Difficulties seen in this context are particularly related to the fact that 98% of the human genome is made up of non-coding zones. Therefore it seems evident that a powerful predictive model can have a huge advantage in advancing the exploration of the human genome. In this paper, we started from text representation of the DNA sequence to the representation of exons and introns by images to classify them. Here we are introducing a convolutional neural network model to classify human exons and introns. Our model has shown very good results concerning classification learning and testing rate which exceed 90%.
在基因组学中,与DNA序列相关的特性和功能建模是一项非常复杂的任务。当涉及到人类基因组时,这项任务变得越来越困难。该基因组由尚未完全鉴定的编码区和非编码区组成。在这种情况下看到的困难与98%的人类基因组由非编码区组成的事实特别相关。因此,似乎很明显,一个强大的预测模型可以在推进人类基因组的探索中具有巨大的优势。本文从DNA序列的文本表示到外显子和内含子的图像表示进行分类。在这里,我们引入了一个卷积神经网络模型来分类人类的外显子和内含子。我们的模型在分类学习和测试率方面都取得了很好的效果,测试率超过90%。
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引用次数: 3
Design and Implementation of a Band-Pass SD Modulator Model with Non-Idealities using Simplorer VHDL 基于simplover VHDL的非理想带通SD调制器模型设计与实现
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429456
Nejmeddine Sifi, R. Maghrebi
This paper describes an implementation of a band-pass sigma-delta modulator behavioral model in Simplorer VHDL AMS. The model includes most of the non-idealities which affect the performance of the component, such as sampling jitter, kT/C noise and operational amplifier parameters. A comparison with another model, implemented in MATLAB SIMULINK by Brigati et al., is made to highlight and validate the proposed model. The spectrum plot and the Power Spectral Density of the output signal are also presented to evaluate the characteristics of the modulator model. Simulation results obtained using a second-order band-pass sigma-delta modulator demonstrate the validity of the model by the mean of estimating signal-to-noise and distortion ratios and some non-linearity errors such as differential non-linearity and integral non-linearity.
本文描述了一个带通σ - δ调制器行为模型在simplovervhdl AMS中的实现。该模型包含了影响器件性能的大部分非理想因素,如采样抖动、kT/C噪声和运放参数。与Brigati等人在MATLAB SIMULINK中实现的另一个模型进行了比较,以突出和验证所提出的模型。并给出了输出信号的频谱图和功率谱密度来评价调制器模型的特性。利用二阶带通σ - δ调制器进行的仿真结果通过估计信噪比和失真比以及一些非线性误差(如微分非线性和积分非线性)的均值验证了该模型的有效性。
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引用次数: 0
A Composite Moving Average Algorithm for Predicting Energy in Solar Powered Wireless Sensor Nodes 太阳能无线传感器节点能量预测的复合移动平均算法
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429440
M. Al-Omary, R. Aljarrah, Aiman Albatayneh, M. Jaradat
Recently, the operation of solar supplied wireless sensor nodes became dependent basically on implementing prediction algorithms for the expected harvested solar energy. These prediction algorithms contribute to saving energy. Thus, extending the lifetime of that sensors through utilizing the saved energy later. Among different prediction algorithms, the moving average based ones are the most used for their simplicity with limited resources in systems like sensor nodes. The basic moving average algorithm, Exponentially Weighted Moving Average (EWMA), is appropriate only to predict energies for symmetric days. Thus, it shows significant prediction error at times of sudden weather fluctuations. The other moving average algorithms, Weather Condition Moving Average (WCMA) and Pro-Energy show considerable errors specifically at sunset and sunrise times with a preference for the last one. This paper proposes a new moving average algorithm, named (EWWC), to eliminate the overall daily prediction error by combining two moving average algorithms (EWMA and WCMA). For two weeks, one in summer and another in winter, EWWC shows an average prediction error of (16.3%, 20.5%) while (EWMA) and (WCMA) show (21.2%, 25.1%) and (17.9%, 22.1%), respectively. This means that EWWC has an improvement of 1.6% in both weeks. Thus, it is recommended to be used for predicting energy in solar-powered sensor nodes.
近年来,太阳能供电无线传感器节点的运行基本上依赖于对预期收获太阳能的预测算法的实现。这些预测算法有助于节约能源。因此,通过利用节省的能源,延长了传感器的使用寿命。在不同的预测算法中,基于移动平均的预测算法以其简单和有限的资源在传感器节点等系统中使用最多。基本的移动平均算法,指数加权移动平均(EWMA),只适用于预测对称日的能量。因此,在天气突然波动时,它显示出显著的预测误差。其他移动平均算法,天气条件移动平均(WCMA)和Pro-Energy显示出相当大的误差,特别是在日落和日出时间,并优先选择最后一个。本文提出了一种新的移动平均算法(EWWC),将两种移动平均算法(EWMA和WCMA)相结合,消除整体日预测误差。夏季和冬季两周,EWWC的平均预测误差分别为(16.3%,20.5%),而(EWMA)和(WCMA)的平均预测误差分别为(21.2%,25.1%)和(17.9%,22.1%)。这意味着两周的EWWC都提高了1.6%。因此,建议将其用于太阳能传感器节点的能量预测。
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引用次数: 5
Guaranteed Cost Sliding Mode Control For Discrete Uncertain T-S Fuzzy Systems With Time Delays 离散不确定时滞T-S模糊系统的保成本滑模控制
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429433
Yassine Benyazid, A. S. Nouri
In this paper, a guaranteed cost based on novel sliding mode control (SMC) for a class uncertain nonlinear time delay systems has been proposed through the T-S (Takagi and Sugeno) models. First of all, a new sliding manifold has been developed to remove the restrictive assumptions in the most of the existing fuzzy sliding mode control approaches. In addition, we took into account the delayed state in the sliding function in order to improve the performance behavior. Furthermore, a good performance can be ensured by choosing an appropriate cost function. The asymptotic stability condition of the closed loop system as well as the sliding mode controller design have been ensured based on LMIs (Linear Matrix Inequalities) formulation. Finally, the obtained simulation results prove the efficiency of the proposed control scheme.
针对一类不确定非线性时滞系统,通过T-S (Takagi和Sugeno)模型,提出了一种基于新型滑模控制的保成本控制方法。首先,提出了一种新的滑动流形,消除了大多数模糊滑模控制方法中的限制性假设。此外,为了改善滑动函数的性能行为,我们考虑了滑动函数的延迟状态。此外,通过选择合适的成本函数可以保证良好的性能。基于线性矩阵不等式(lmi)公式,确定了闭环系统的渐近稳定条件和滑模控制器的设计。最后,仿真结果证明了所提控制方案的有效性。
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引用次数: 3
Torque Ripple Minimization Approach of a 3-phase Switched Reluctance Motor 三相开关磁阻电机转矩脉动最小化方法
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429463
Zeineb Touati, I. Mahmoud, A. Khedher
A major problem in Switched Reluctance Motor (SRM) is torque ripple. This latter causes undesirable acoustic noise and vibration. Thus, to attenuate the oscillations amplitudes, we propose solutions exploiting the Indirect Instantaneous Torque Control (IITC) and considering the speed and load variations are proposed in this article. Using the simulation results provided by the execution of the behavioral model developed based on the finite element method, we determine the SRM static and dynamic characteristics. The proposed method efficiency is also demonstrated and verified through simulations.
开关磁阻电机(SRM)的一个主要问题是转矩脉动。后者会引起不受欢迎的噪音和振动。因此,为了衰减振荡幅度,我们提出了利用间接瞬时转矩控制(IITC)并考虑速度和负载变化的解决方案。利用基于有限元方法建立的行为模型所提供的仿真结果,确定了SRM的静态和动态特性。通过仿真验证了该方法的有效性。
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引用次数: 0
Comparison of MPPT methods FLC & PSO for PV system under variable irradiance and temperature 变辐照度和变温度下PV系统MPPT方法FLC和PSO的比较
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429346
W. Hayder, A. Abid, M. Hamed, E. Ogliari, L. Sbita
This paper deals with the integration and analysis of two different maximum power point tracking (MPPT) control methods, which are tested under temperature and irradiance variation. These MPPT methods, designed by fuzzy logic control (FLC) and Particle Swarm Optimization algorithm (PSO), have been created for photovoltaic systems (PV) and simulated to obtain the various system responses such as: duty cycle, voltage and power. A comparison between the performances of the FLC and PSO algorithms have been completed to confirm the best characteristics of FLC method in terms of rapidity, precision and simplicity.
本文对两种不同的最大功率点跟踪(MPPT)控制方法进行了集成和分析,并在温度和辐照度变化下进行了测试。采用模糊逻辑控制(FLC)和粒子群优化算法(PSO)设计的MPPT方法,针对光伏系统(PV)进行了仿真,得到了系统的各种响应,如占空比、电压和功率。比较了FLC算法和PSO算法的性能,证实了FLC算法在快速、精确和简单等方面的最佳特性。
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引用次数: 5
Moving Object Detection System Based on the Modified Temporal Difference and OTSU algorithm 基于改进时间差分和OTSU算法的运动目标检测系统
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429516
Oussama Boufares, Mohamed Boussif, Noureddine Aloui
In this paper, we have proposed a robust and computationally inexpensive threefold algorithm used for the detection of moving objects in a video sequence. The adopted algorithm starts with computation of difference between images using modified temporal difference. Images differencing are calculated by subtracting two input frames, at each position of the pixel. Instead of generating image differencing using the traditional continuous approach, we have proposed to use a fixed and modified number of alternate frames centered on the current frame. This approach aims to reduce the computational complexity without compromising on image differencing quality. Object segmentation is finally performed on the refined difference image by the Otsu's algorithm. The evaluation tests show that the proposed approach reaches the better performance of detection compared with other approaches.
在本文中,我们提出了一种鲁棒且计算成本低廉的三倍算法,用于检测视频序列中的运动物体。采用的算法首先利用修正的时间差计算图像间的差值。通过在像素的每个位置减去两个输入帧来计算图像差。与使用传统的连续方法生成图像差分不同,我们提出了以当前帧为中心使用固定和修改数量的交替帧。该方法的目的是在不影响图像差分质量的前提下降低计算复杂度。最后利用Otsu算法对改进后的差分图像进行目标分割。评价试验表明,与其他方法相比,该方法具有更好的检测性能。
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引用次数: 1
Impact of Silent Periods on Pseudonym Schemes 沉默期对假名方案的影响
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429464
Nabil Kerkacha, N. Hadj-Said, Noureddine Chaib, A. Adnane, A. Ali-Pacha
Recently, Vehicular Ad-hoc Networks (VANETs) are in the initial stage of their deployment. Protecting drivers' privacy is one of the most critical problems raised by researchers. VANET users would not accept building location profiles of the movements of their vehicles. To that effect, solving this issue is of significant concern. Pseudonym switching and radio silence techniques are among the widely accepted privacy protection solutions in the literature. Radio silence intervals have a considerable impact on the efficiency of the proposed schemes. In this paper we will evaluate the performance of some known pseudonym switching schemes under different radio silence periods.
目前,车载自组织网络(vanet)正处于部署的初始阶段。保护司机的隐私是研究人员提出的最关键的问题之一。VANET用户不会接受建立他们车辆运动的位置档案。就此而言,解决这一问题是一项重大关切。笔名交换和无线电沉默技术是文献中广泛接受的隐私保护解决方案。无线电沉默间隔对所提方案的效率有相当大的影响。在本文中,我们将评估一些已知的假名交换方案在不同无线电静默期下的性能。
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引用次数: 0
Communication SoC based on 1oo2D architecture for industrial human-robot-collaboration 基于102d架构的工业人机协作通信SoC
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429310
M. Abdelawwad, Malte Drabesch, M. Schwarz, M. Hafiz, J. Börcsök
The mechanical force imparted by industrial robots is enormous and can lead to dangerous situations for human workers and property if they malfunction. System designs based on the redundancy concept are essential to avoid or mitigate the resulting risk, which is recommended by the various safety standards. In this paper, a 1oo2D based safety SoC that provides multiple Ethernet communication interfaces is presented. Two different design approaches are implemented using the in-house FPGA development board based on the LEON3 soft processor. The software algorithms for each approach are developed and verified.
工业机器人带来的机械力是巨大的,如果它们发生故障,可能会给人类工人和财产带来危险。基于冗余概念的系统设计对于避免或减轻由此产生的风险至关重要,这是各种安全标准所建议的。本文提出了一种基于102d的安全SoC,提供多个以太网通信接口。采用基于LEON3软处理器的内部FPGA开发板实现了两种不同的设计方法。开发并验证了每种方法的软件算法。
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引用次数: 2
Robust tracking MPC for uncertain system stabilisation using polyhedral sets 基于多面体集的不确定系统鲁棒跟踪MPC镇定
Pub Date : 2021-03-22 DOI: 10.1109/SSD52085.2021.9429359
W. Hamdi, Wissal Bey, N. Braiek
This paper is dedicated to the model predictive control (MPC) for constrained discrete time systems with additive uncertainties to track a references system. The tracking MPC problem distribute a control law appropriate for regulating constrained uncertain system to a given target system. Though, when the target operating point changes, the feasibility of the controller may be lost and the controller miss to track the reference. In this paper, a novel MPC for tracking variation system references is introduced. The main issue consist to minimizing a cost that penalizes the error between the state of the original system and the reference system state, taking into account, an polyhedral invariant set for tracking is considired as extended terminal constraint. The properties of the proposed controller has been tested in two example. Simulation results show that the proposed tracking MPC successfully achieves robust tracking in terms of control performance.
本文研究了具有附加不确定性的约束离散时间系统的模型预测控制(MPC),用于跟踪参考系统。跟踪MPC问题将适用于约束不确定系统的控制律分配到给定目标系统。但是,当目标工作点发生变化时,可能会失去控制器的可行性,导致控制器无法对参考点进行跟踪。本文介绍了一种用于跟踪变化系统参考点的新型MPC。主要问题在于最小化补偿原始系统状态与参考系统状态之间误差的代价,考虑到跟踪的多面体不变量集作为扩展的终端约束。通过两个实例对所提控制器的性能进行了测试。仿真结果表明,所提出的跟踪MPC在控制性能上成功地实现了鲁棒跟踪。
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引用次数: 0
期刊
2021 18th International Multi-Conference on Systems, Signals & Devices (SSD)
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