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2017 IEEE National Aerospace and Electronics Conference (NAECON)最新文献

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Network intrusion detection for cyber security using unsupervised deep learning approaches 使用无监督深度学习方法进行网络安全入侵检测
Pub Date : 2017-06-27 DOI: 10.1109/NAECON.2017.8268746
Md. Zahangir Alom, T. Taha
In the paper, we demonstrate novel approach for network Intrusion Detection System (IDS) for cyber security using unsupervised Deep Learning (DL) techniques. Very often, the supervised learning and rules based approach like SNORT fetch problem to identify new type of attacks. In this implementation, the input samples are numerical encoded and applied un-supervised deep learning techniques called Auto Encoder (AE) and Restricted Boltzmann Machine (RBM) for feature extraction and dimensionality reduction. Then iterative k-means clustering is applied for clustering on lower dimension space with only 3 features. In addition, Unsupervised Extreme Learning Machine (UELM) is used for network intrusion detection in this implementation. We have experimented on KDD-99 dataset, the experimental results show around 91.86% and 92.12% detection accuracy using unsupervised deep learning technique AE and RBM with K-means respectively. The experimental results also demonstrate, the proposed approach shows around 4.4% and 2.95% improvement of detection accuracy using RBM with K-means against only K-mean clustering and Unsupervised Extreme Learning Machine (USELM) respectively.
在本文中,我们展示了使用无监督深度学习(DL)技术用于网络安全的网络入侵检测系统(IDS)的新方法。通常,监督学习和基于规则的方法(如SNORT)会获取问题以识别新的攻击类型。在此实现中,输入样本被数字编码,并应用称为自动编码器(AE)和受限玻尔兹曼机(RBM)的无监督深度学习技术进行特征提取和降维。然后将迭代k-means聚类方法应用于只有3个特征的低维空间聚类。此外,该实现还使用无监督极限学习机(Unsupervised Extreme Learning Machine, UELM)进行网络入侵检测。我们在KDD-99数据集上进行了实验,实验结果表明,采用无监督深度学习技术AE和基于K-means的RBM的检测准确率分别在91.86%和92.12%左右。实验结果还表明,该方法对仅k -均值聚类和无监督极限学习机(USELM)的检测准确率分别提高了4.4%和2.95%左右。
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引用次数: 70
IOT device code translators using LSTM networks 物联网设备代码翻译使用LSTM网络
Pub Date : 2017-06-27 DOI: 10.1109/NAECON.2017.8268750
K. Cashion, Satish Ravindran, Nilesh U. Powar, Joshua Gold
Currently, the Internet of Things (IOT) platform used by large buildings to manage the indoor climate uses different controllers and sensors from multiple manufacturers. Communication between these devices requires a human in the loop to translate each devices data to to be compatible with a common integration engine and storage historian. The subject matter expert needs to decipher the non-standard naming convention used for each device and manually translate thousands of codes each time a new device has to be integrated. To aid the human translator, we propose a technique to implement a smart translator using Deep Neural Networks (DNN) by automatically assigning any registers with recognized data patterns to standardized labels.
目前,大型建筑用于管理室内气候的物联网(IOT)平台使用来自多个制造商的不同控制器和传感器。这些设备之间的通信需要有人将每个设备的数据转换为与公共集成引擎和存储历史记录兼容。主题专家需要破译用于每个设备的非标准命名约定,并在每次必须集成新设备时手动翻译数千个代码。为了帮助人类翻译,我们提出了一种使用深度神经网络(DNN)实现智能翻译的技术,该技术通过自动将任何具有识别数据模式的寄存器分配给标准化标签。
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引用次数: 3
Design and implementation of conventional (PID) and modern (Fuzzy logic) controllers for an energy storage system of hybrid electric vehicles 混合动力汽车储能系统传统(PID)和现代(模糊逻辑)控制器的设计与实现
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268783
A. Muntaser, Hamed Elwarfalli, A. Suleiman, G. Subramanyam
Hybrid electrical vehicles have become widely used over the last 20 years, which made the energy systems of these vehicles a very common area of research. The purpose of this research is to design an energy storage system for a hybrid electrical vehicle controlled by two different controllers (Conventional PID and modern Fuzzy logic controllers FLC). The main goals of these controllers are to eliminate the energy loss throughout the system components (mainly the lithium ion battery and the Ultra-capacitors), and to produce a perfect system response which deliver the exact power demand needed at the output. This paper also compares these two controllers in terms of design and performance.
在过去的20年里,混合动力汽车得到了广泛的应用,这使得这些汽车的能源系统成为一个非常普遍的研究领域。本研究的目的是为混合动力汽车设计一种由两种不同控制器(传统PID控制器和现代模糊逻辑控制器FLC)控制的储能系统。这些控制器的主要目标是消除整个系统组件(主要是锂离子电池和超级电容器)的能量损失,并产生一个完美的系统响应,提供输出所需的确切功率需求。本文还对这两种控制器的设计和性能进行了比较。
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引用次数: 2
Metasurface engineering via evolutionary processes 通过进化过程的超表面工程
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268764
K. Allen, D. Dykes, D. Reid, J. Bean, D. Landgren, R. T. Lee, D. Denison
Metasurfaces enable a new avenue to engineered responses of the electromagnetic scattering characteristics through the control and manipulation of the wavefronts. The wavefronts are tuned by altering deeply sub-wavelength structural features on the metasurface. In this work, a heuristic technique is used where the conductive topology of the metasurfaces for a fixed form factor is optimized by a multi-objective genetic algorithm mimicking evolutionary processes. Analysis is performed for the engineered metasurface responses for frequency-selectivity, absorption, rasorber characteristics, and photonic nanojet generation. Computational electromagnetic simulations for these engineered metasurfaces are presented and discussed. The concepts presented in this work can be applied to design metasurfaces and metamaterials from the microwave to the optical regimes.
超表面通过对波前的控制和操纵,为电磁散射特性的工程响应提供了一条新的途径。通过改变超表面上的深度亚波长结构特征来调谐波前。在这项工作中,使用了一种启发式技术,其中通过模拟进化过程的多目标遗传算法优化固定形状因子的元表面的导电拓扑。分析了工程超表面响应的频率选择性,吸收,吸收特性和光子纳米射流的产生。提出并讨论了这些工程超表面的计算电磁模拟。在这项工作中提出的概念可以应用于设计从微波到光学体制的超表面和超材料。
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引用次数: 4
Wearable low power pre-fall detection system with IoT and bluetooth capabilities 具有物联网和蓝牙功能的可穿戴低功耗预摔检测系统
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268778
Neeraj Rathi, M. Kakani, M. El-Sharkawy, M. Rizkalla
In today's society fall has become a very serious issue and also a threat to older generation. Fall leads to major injuries, physical disability and sometimes death. Therefore, there is a need to design a dependable embedded system device which will help in detecting the fall and further sends an emergency notification and thus helps in preventing the fall. Many researchers have considered human fall as an unpredictable danger to the life of older generation. Hence lot of research has been done in this area to develop a fall detection system. The existing fall detection systems are efficient but they lack in sensor optimization, early fall detection and efficient wireless communication. In this study, we have demonstrated a pre-fall detection system which detects human falls approximately 250 ms before it occurs. Early fall detection helps in preventing the subject from serious injuries. The designed system monitors user balanced and unbalanced state. Once the unbalance state is detected the system signifies it as a fall, thus gives milliseconds of time to trigger the safety devices like wearable airbag worn by a subject. On fall the system sends emergency notification to the care taker using either Internet of things (IoT) or Bluetooth low energy (BLE). The Hardware system is designed such that it consumes low power and it is a dependable embedded system with easy to wear capabilities for the subject. The designed system uses Arm Processor associated with motion sensors, communication sensors, Signal sensor and MicroSD Card. The software and hardware combination was developed to get optimal low power consumption by switching the CPU between active and sleep mode. The practical experiments performed on the designed system results in giving the 100% sensitivity and 98.07% specificity for fall detection. The wireless communication is efficiently designed such that the power is consumed only when the fall is triggered. The designed system acknowledges the difference between activity of daily living (ADL) like walking, sitting running, and climbing stairs with actual fall.
在当今社会,秋天已经成为一个非常严重的问题,也是对老一辈的威胁。跌倒导致严重伤害、身体残疾,有时甚至死亡。因此,需要设计一种可靠的嵌入式系统设备,帮助检测跌倒并进一步发送紧急通知,从而有助于防止跌倒。许多研究人员认为,人类跌倒对老年人的生命是一种不可预测的危险。因此,在这一领域进行了大量的研究,以开发跌倒检测系统。现有的跌倒检测系统效率很高,但在传感器优化、早期跌倒检测和高效无线通信等方面存在不足。在这项研究中,我们展示了一种预跌倒检测系统,它可以在人类跌倒发生前大约250毫秒检测到它。早期跌倒检测有助于防止受试者受到严重伤害。设计的系统监控用户平衡和不平衡状态。一旦检测到不平衡状态,系统就会将其标记为坠落,从而在几毫秒的时间内触发安全装置,如受试者佩戴的可穿戴安全气囊。在秋季,系统使用物联网(IoT)或低功耗蓝牙(BLE)向护理人员发送紧急通知。硬件系统功耗低,是一个可靠的嵌入式系统,具有易穿戴的特点。设计的系统采用Arm处理器,结合运动传感器、通信传感器、信号传感器和MicroSD卡。开发了软件和硬件组合,通过在CPU活动模式和休眠模式之间切换来获得最佳的低功耗。实际实验结果表明,该系统对跌倒的检测灵敏度为100%,特异度为98.07%。无线通信被有效地设计为只有在触发坠落时才消耗能量。设计的系统识别日常生活活动(ADL)与实际跌倒之间的差异,如走路,坐着跑步和爬楼梯。
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引用次数: 15
Photonic molecules and sensors based on coupling between whispering gallery modes in microspheres 基于微球窃窃廊模式耦合的光子分子与传感器
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268770
Farzaneh Abolmaali, Yangcheng Li, K. Allen, N. Limberopoulos, A. Urbas, Y. Rakovich, A. Maslov, V. Astratov
Based on analogy between quantum mechanics and the classical electrodynamics, we sorted dielectric microspheres with almost identical positions of their whispering gallery mode (WGM) resonances as photonic atoms. Such microspheres were assembled in a wide range of structures including linear chains and planar photonic molecules. We studied WGM hybridization effects in such structures using side coupling by tapered microfibers as well as finite difference time domain modeling. We demonstrated potential sensing functionality as well as new ways of controlling WGM coupling constants in such molecules. Excellent agreement was found between measured and calculated fiber-transmission spectra for different molecules.
基于量子力学和经典电动力学的类比,我们对介电微球进行了分类,它们的窃窃廊模式(WGM)共振位置与光子原子几乎相同。这种微球被组装成各种各样的结构,包括线性链和平面光子分子。我们利用锥形微纤维的侧耦合和时域有限差分建模研究了这种结构中的WGM杂化效应。我们展示了潜在的传感功能以及在这些分子中控制WGM耦合常数的新方法。不同分子的光纤透射光谱的测量值与计算值非常吻合。
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引用次数: 0
A low power CMOS amplitude peak detector for on-chip self-calibration applications 低功耗CMOS振幅峰值检测器片上自校准应用
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268794
Shuo Li, H. Xue, Xiaomeng Zhang, S. Ren
A CMOS 90 nm technology peak detector is presented in this paper used for detecting active circuit process, voltage, temperature (PVT) variation error. The detector can transfer AC input amplitude to corresponding DC voltage. Such DC output can be recognized and compared to determine whether active circuit needs to be compensated to eliminate the PVT variation error. The detection output range is from 100 mV to 680 mV, corresponding to input amplitude varying from 100 mV to 500 mV. The detective frequency range is 1.0 GHz to 10.0 GHz. The power consumption is 0.4 mW with 500 mV input amplitude and 6.0 GHz input frequency under 1.2 V power supply with 1 pF capacitive load.
本文介绍了一种用于有源电路过程、电压、温度(PVT)变化误差检测的CMOS 90 nm工艺峰值检测器。该检测器可将交流输入幅值转换为相应的直流电压。这样的直流输出可以被识别和比较,以确定是否需要补偿有源电路,以消除PVT变化误差。检测输出范围为100mv ~ 680mv,对应输入幅度为100mv ~ 500mv。检测频率范围为1.0 GHz ~ 10.0 GHz。功耗为0.4 mW,输入幅值为500 mV,输入频率为6.0 GHz,电源为1.2 V,容性负载为1pf。
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引用次数: 1
High sensitivity low noise nano-gas sensing device with IoT capabilities 具有物联网功能的高灵敏度低噪声纳米气体传感装置
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268763
Tanu, Neeraj Rathi, M. Kakani, M. Rizkalla
This study demonstrates a novel approach for designing a low noise nano-particle based gas sensing device with IoT capabilities. The system is capable of minimizing cross-talk between multiple channels of amplifiers arranged on one chip using guard rings. Graphene mono-layer is utilized as sensing material and the sensitivity is catalyzed by addition of Gold nano-particles on its surface. The signal from the sensing unit is received by an offset cancellation amplifying system using an SoC approach. Internet of things capability of the sensing device is performed using FRDM K64f micro-controller board which sends message on IBM Bluemix IoT platform when a gas is sensed. The message is received by an application created and sent as an email or message to the user. The paper details the mathematical models of the gas sensing devices, and the interface circuitry that drive the differential potentials, resulting from the sensing unit. The paper presents the middle phase of a long-term project, detailing the design approach of the processing unit within the SOC system and wireless implementation of it. The gas sensor is tested for various sensing configurations. Resistive sensing was found to be sufficient for providing reference data for a sensor matrix to be designed. The change in resistance threshold values are populated in the multi-dimensional matrix. Based on sensed change in resistance values, the gas detected can be identified from the matrix. Sensing data is then sent to IBM Bluemix IoT platform using FRDM K64f development board. The information is sent in a form of packet.
本研究展示了一种设计具有物联网功能的低噪声纳米颗粒气体传感装置的新方法。该系统能够使用保护环最小化放置在一个芯片上的放大器的多个通道之间的串扰。利用单层石墨烯作为传感材料,通过在其表面添加金纳米粒子来催化其灵敏度。来自传感单元的信号由使用SoC方法的偏移抵消放大系统接收。传感设备的物联网功能使用FRDM K64f微控制器板执行,当检测到气体时,该微控制器在IBM Bluemix物联网平台上发送消息。该消息由创建的应用程序接收,并作为电子邮件或消息发送给用户。本文详细介绍了气体传感装置的数学模型,以及由传感单元产生的驱动差分电位的接口电路。本文介绍了一个长期项目的中期,详细介绍了SOC系统中处理单元的设计方法及其无线实现。该气体传感器测试了各种传感配置。发现电阻式传感足以为设计传感器矩阵提供参考数据。将电阻阈值的变化填充到多维矩阵中。根据检测到的电阻值变化,可以从矩阵中识别检测到的气体。然后使用FRDM K64f开发板将传感数据发送到IBM Bluemix物联网平台。信息以包的形式发送。
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引用次数: 2
Predicting total secondary electron emission from porous surfaces using a 3D pore geometry 利用三维孔隙几何预测多孔表面的总二次电子发射
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268774
J. Sattler, R. Lake, T. Laurvick, Kullen W. Waggoner
Multipactor is a critical problem in satellites and vacuum electron devices (VEDs). Described as an “avalanche” of electrons in radio frequency (RF) and microwave devices under vacuum, multipactor is caused by repeated secondary electron emission (SEE) stimulated by a time-varying electric field. Its effects range in severity from a temporary disruption in device operation to arcing, melting, cracking, or destruction of the device. A new and promising field of multipactor suppression research is engineering the internal surface topography of a VED to limit the secondary electron yield (SEY) to unity or less. Such low values of SEY render impossible the growth in electron population that is necessary to initiate the electron avalanche in a multipactor. We have developed a new model to predict the SEY of a porous surface which is useful to determine optimal topographies to control SEY. In order to assess how porous surfaces will be effected by extreme temperatures encountered in space we performed thermomechanical simulations of single gold pores. Finally, we discuss the design and fabrication of various microporous and nanoporous surfaces that will be used to validate the model in a future experimental SEY study.
多因子是卫星和真空电子器件中的一个关键问题。多因子被描述为真空条件下射频(RF)和微波器件中的电子“雪崩”,是由时变电场刺激下的重复二次电子发射(SEE)引起的。其影响的严重程度从设备操作的暂时中断到电弧、熔化、开裂或设备的破坏。多因素抑制研究的一个新的和有前途的领域是工程的内部表面形貌,以限制二次电子产率(SEY)为1或更少。如此低的SEY值使得在多因子中启动电子雪崩所必需的电子居群增长变得不可能。我们建立了一个新的模型来预测多孔表面的表面位移,这对于确定控制表面位移的最佳地形是有用的。为了评估在太空中遇到的极端温度对多孔表面的影响,我们对单个金孔进行了热力学模拟。最后,我们讨论了各种微孔和纳米孔表面的设计和制造,这些表面将用于在未来的实验SEY研究中验证模型。
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引用次数: 0
NAECON tutorials: Trusted systems and electronics NAECON教程:可信系统和电子
Pub Date : 2017-06-01 DOI: 10.1109/NAECON.2017.8268711
C. Cerny, M. Casto
As software and embedded systems take on more responsibilities in such fields as consumer products, medical devices, automobiles, airplanes, defense systems, financial systems, and manufacturing, the need to ensure that they behave as expected has become critical. Users must be able to trust that these systems are safe, reliable, secure, and appropriately responsive to the task at hand. Many strategies and tools have been developed to ensure safety and reliability, especially at the hardware level, and these continue to be modified and extended to work for embedded systems and complex software. But major challenges exist in the continually evolving area of security. We will review commonly accepted definitions of trust in various domains and look at some strategies for enhancing tools for developing trusted systems in general and secure systems in particular.
随着软件和嵌入式系统在消费品、医疗设备、汽车、飞机、国防系统、金融系统和制造业等领域承担越来越多的责任,确保它们按预期运行的需求变得至关重要。用户必须能够相信这些系统是安全、可靠、可靠的,并且对手头的任务有适当的响应。已经开发了许多策略和工具来确保安全性和可靠性,特别是在硬件级别,并且这些策略和工具继续被修改和扩展以适用于嵌入式系统和复杂软件。但是,在不断发展的安全领域存在重大挑战。我们将回顾各个领域中普遍接受的信任定义,并研究一些增强工具的策略,以开发一般的可信系统,特别是安全系统。
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引用次数: 1
期刊
2017 IEEE National Aerospace and Electronics Conference (NAECON)
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