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Research on Fine-grained Proposed Region Extraction Method Based on Weighted Channel Network 基于加权信道网络的细粒度建议区域提取方法研究
Wenqian Wang, Jun Zhang, Fenglei Wang
Proposed region extraction is an important step in target recognition and has important influence on subsequent results. While fine-grained images are more difficult to extract proposed regions due to the intra-class diversity and inter-class similarity. In order to solve the problem of fine-grained target proposed area extraction, This paper proposes a novel coarse-to-fine Weighted channel network(WCN)-based fine-grained image suggestion region extraction method, which firstly initializes parameters on the coarse-grained big data set, then the fine-grained data set is fine-tuned for specific problems to reduce model dependence on large-scale coarse-grained images, and finally the invalid features are suppressed while improving the effective features according to the response graph of the extracted features and the correlation of the feature channels to get the proposed region. The model was validated in the publicly available fine-grained image library CUB200_2011 and Stanford Dog, and achieved an accuracy of 80.1% and 82.8%, respectively, which just proves the validity and accuracy of the model.
建议区域提取是目标识别的重要步骤,对后续结果有重要影响。而细粒度图像由于类内的多样性和类间的相似性,使得拟合区域的提取更加困难。为了解决细粒度目标建议区域提取问题,本文提出了一种新的基于粗到细加权信道网络(WCN)的细粒度图像建议区域提取方法,该方法首先在粗粒度大数据集上初始化参数,然后针对具体问题对细粒度数据集进行微调,降低模型对大规模粗粒度图像的依赖;最后根据提取的特征响应图和特征通道的相关性,对无效特征进行抑制,同时对有效特征进行改进,得到建议区域。在公开的细粒度图像库CUB200_2011和Stanford Dog中对模型进行了验证,准确率分别达到80.1%和82.8%,正好证明了模型的有效性和准确性。
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引用次数: 0
Design of Ultra Wide Octave Electrically Tunable Bandpass Filter for Wireless Communication 无线通信用超宽倍频带通滤波器的设计
Moli Liu, Yiqun Lin, Sheng-jun Lu
Electrically tunable bandpass filters are crucial components in wireless communication system. In this paper, a combline filter structure is used to design an electrically tunable filter, whose working frequency range is 200MHz ~ 600MHz. In the entire tuning range, 1dB relative bandwidth is about 12%, the insertion loss is less than 3dB, the input 2rd-order intercept point(IIP2) is more than 60dBm, the input 3th-order intercept point(IIP3) is more than 20dBm, and the input and output voltage standing wave ratio(VSWR) is less than 1.8. The test and simulation results are in good agreement. Finally, we apply this tunable filter to a 20MHz~1350MHz tuned filter bank and achieve good results.
电可调谐带通滤波器是无线通信系统的重要组成部分。本文采用组合滤波器结构设计了一种工作频率范围为200MHz ~ 600MHz的电可调谐滤波器。在整个调谐范围内,1dB相对带宽约为12%,插入损耗小于3dB,输入二阶截距点(IIP2)大于60dBm,输入三阶截距点(IIP3)大于20dBm,输入输出电压驻波比(VSWR)小于1.8。实验结果与仿真结果吻合较好。最后,我们将该可调谐滤波器应用于20MHz~1350MHz的可调谐滤波器组,取得了良好的效果。
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引用次数: 0
A Novel Frequency Reconfigurable Microstrip Antenna Based on Liquid Crystal 一种基于液晶的频率可重构微带天线
Chunyang Pan, Ziyuan He, Yaling Liu
This paper proposes a novel frequency reconfigurable antenna based on the liquid crystal material because of the dielectric anisotropy. The antenna applies double layer structure so that liquid crystal can be easily injected on the second substrate. Experimental results show that when changing the effective dielectric constant of the liquid crystal, the center resonant frequency of antenna can be tuned continuously from 6.02 GHz to 5.91 GHz meaning that this antenna achieves a frequency tunability about 1.9%. Besides, in the whole adjustment process, the antenna's matching characteristics remains good. Thus, this kind of antennas are very feasible to be applied in the reconfigurable communication system. Furthermore, antenna designed in this article separates RF circuit from DC feed circuit by using a simple way, which makes the design efficient and more convenient.
利用液晶材料的介电各向异性,提出了一种新型的频率可重构天线。该天线采用双层结构,使得液晶可以很容易地注入到第二基板上。实验结果表明,当改变液晶的有效介电常数时,天线的中心谐振频率可以在6.02 GHz ~ 5.91 GHz范围内连续调谐,频率可调性达到1.9%左右。此外,在整个调整过程中,天线的匹配特性保持良好。因此,这种天线在可重构通信系统中应用是非常可行的。此外,本文设计的天线采用了一种简单的方法将射频电路与直流馈电电路分离,使设计更加高效和方便。
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引用次数: 0
A Polarization and Wavelength Adaptive Optical Performance Monitoring System 偏振和波长自适应光学性能监测系统
Zhao Zhao, Aiying Yang, Peng Guo
The optical performance monitoring system based on coherent optical sampling is wavelength and polarization sensitive. In this paper, we proposed an adaptive scheme including wavelength matching and polarization tracking by which the system can automatically adjust polarization and wavelength respectively. The experimental results demonstrated that the wavelength matching scheme can reduce the regulating times by four-fifths compared with the conventional method and the polarization adjustment scheme can significantly reduce the error caused by hysteresis effect of micro-regulator.
基于相干光采样的光学性能监测系统具有波长敏感和偏振敏感的特点。本文提出了一种包含波长匹配和偏振跟踪的自适应方案,通过该方案系统可以分别自动调整偏振和波长。实验结果表明,波长匹配方案比传统方法可减少5 / 4的调节次数,极化调整方案可显著降低微调节器的滞后效应引起的误差。
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引用次数: 0
Intelligent Home System Design Based on Power Line Communication 基于电力线通信的智能家居系统设计
C. Yang, Zhenrong Zhang
In the field of smart home, power line communication has been used widely with the advantage of its long-distance and low-cost. In this paper, we propose an intelligent home system design based on power line communication.This system is built with PLC module, singlechip, intelligent electric meter and relay module. And A PC client and server program is designed to implement remote meter reading and appliance control using power line carrier communication.
在智能家居领域,电力线通信以其远距离、低成本的优势得到了广泛的应用。本文提出了一种基于电力线通信的智能家居系统设计方案。本系统由PLC模块、单片机、智能电表和继电器模块组成。并设计了PC机客户端和服务器端程序,利用电力线载波通信实现远程抄表和电器控制。
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引用次数: 3
Identification of TCP Congestion Control Algorithms from Unidirectional Packet Traces 基于单向报文轨迹的TCP拥塞控制算法识别
Toshihiko Kato, Xiaofan Yan, R. Yamamoto, S. Ohzahata
Recently, according to the diversification of network environments, various TCP congestion control mechanisms have been introduced. Since the TCP congestion control algorithms affect the traffic characteristic in the Internet, it is important to analyze which algorithms are used widely. This paper proposes a method to identify a congestion control algorithm from passively collected packet traces that include only unidirectional packet traces. In unidirectional traces, it is hard to map a data segment and the ACK segment corresponding to it and to estimate round-trip time. So, the proposed method uses the curve fitting for sequence number vs. time graphs by applying the least squares method with linear through quartic functions, and maps the first-order and second-order differentiations. This paper applies the proposed method to various TCP congestion control algorithms including TCP Reno, CUBIC TCP, Hamilton TCP, TCP Vegas, and TCP Veno.
近年来,根据网络环境的多样化,出现了各种TCP拥塞控制机制。由于TCP拥塞控制算法影响着互联网的流量特性,因此分析哪些算法被广泛使用是很重要的。本文提出了一种从被动收集的数据包轨迹中识别拥塞控制算法的方法,其中仅包括单向数据包轨迹。在单向跟踪中,很难映射数据段和对应的ACK段,也很难估计往返时间。因此,该方法采用线性到四次函数的最小二乘法对序列与时间图进行曲线拟合,并映射一阶和二阶微分。本文将该方法应用于各种TCP拥塞控制算法,包括TCP Reno、CUBIC TCP、Hamilton TCP、TCP Vegas和TCP Veno。
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引用次数: 2
Research on MIN-WLI Interference Alignment Algorithm Based on Symbol Detection Assistance 基于符号检测辅助的MIN-WLI干扰对齐算法研究
G. Jia, Jian Liu, Libingyi Huang
In order to mitigate inter-cell interference (ICI) in cellular networks, now the academic community have been discussed an algorithm to eliminate inter-cell interference namely interference alignment (IA). Interference alignment is an interference cancellation technique that achieves good system capacity at high signal-to-noise ratios. However, in order to achieve interference alignment, the transmitter and receiver must be jointly designed, which is often difficult to achieve. In addition, a large number of iterative transceiver design methods have been proposed and studied on the basis of different standards optimizing. This paper mainly studies the Minimum Weighted Leakage Interference (MIN-WLI). Here, we propose a symbol detection technique that assists in the alignment of minimum leakage interference[1-3]. It is a symbol detection algorithm based on the joint design of iterative transceivers with minimum leakage interference. The system simulation shows that the interference alignment method has better system performance than the traditional minimum leakage interference method.
为了减轻蜂窝网络中的细胞间干扰,目前学术界讨论了一种消除细胞间干扰的算法,即干扰对准(IA)。干涉对准是一种在高信噪比下获得良好系统容量的干扰消除技术。然而,为了实现干扰对准,必须联合设计发射机和接收机,这往往是难以实现的。此外,在不同标准优化的基础上,提出并研究了大量的迭代收发器设计方法。本文主要研究最小加权泄漏干扰(MIN-WLI)。在这里,我们提出了一种符号检测技术,有助于最小泄漏干扰的校准[1-3]。它是一种基于最小泄漏干扰的迭代收发器联合设计的符号检测算法。系统仿真结果表明,干涉对准方法比传统的最小泄漏干扰方法具有更好的系统性能。
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引用次数: 0
Broadband DOA Estimation Based on Nested Arrays 基于嵌套阵列的宽带DOA估计
Wang Dan, Li Yan, Xiong Shujie
Using the structure of nested arrays, a broadband direction of arrival (DOA) estimation algorithm is presented. The algorithm combines different sensors data to construct a covariance matrix, which is equivalent to that of the uniform linear array whose aperture is same as the nested arrays, and then the DOAs of broadband sources can be estimated by the incoherent MUSIC algorithm. Compared to the traditional coherent subspace algorithms, the proposed algorithm does not need to pre-estimate the azimuths of sources. When the number of sources is greater than the number of sensors, it can still perform well. Under the condition of same array aperture, the number of the sensors is reduced considerably by using nested arrays, and the good localizing performance and spatial resolution can be obtained. Finally, computer simulations show the performance of the proposed algorithm.
利用嵌套阵列结构,提出了一种宽带到达方向估计算法。该算法将不同的传感器数据组合在一起,构建一个协方差矩阵,该协方差矩阵相当于孔径与嵌套阵列相同的均匀线性阵列的协方差矩阵,然后利用非相干MUSIC算法估计宽带源的doa。与传统的相干子空间算法相比,该算法不需要预先估计源的方位角。当源的数量大于传感器的数量时,它仍然可以表现良好。在阵列孔径相同的情况下,采用嵌套阵列大大减少了传感器的数量,获得了良好的定位性能和空间分辨率。最后,通过计算机仿真验证了该算法的有效性。
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引用次数: 0
Automatic Reverse Engineering Method for Extracting Well-trimmed Protocol Specification 自动逆向工程方法提取良好修剪的协议规范
Young-Hoon Goo, Kyu-Seok Shim, Myung-Sup Kim
Emergence of high-speed Internet and ubiquitous environment has led to a rapid increase of applications and malicious behaviors with various functions. Many of the complex and diverse protocols that occur under these situations, are unknown protocols that are at least documented. For efficient network management and network security, protocol reverse engineering that extract the specification of the protocols is very important. While various protocol reverse engineering methods are being studied, each of methods has some limitations. In this paper, we propose the reverse engineering method for extracting well-trimmed protocol specification. The proposed method can extract intuitive field formats, message formats with semantics, flow formats, and protocol state machine of the unknown protocol. We implement our approach in a prototype system and demonstrate the validity of our approach through experimenting it over HTTP protocol.
高速互联网和无所不在环境的出现,导致各种功能的应用程序和恶意行为迅速增加。在这些情况下出现的许多复杂而多样的协议是未知的协议,至少有文档记录。为了实现高效的网络管理和网络安全,提取协议规范的协议逆向工程是非常重要的。虽然人们正在研究各种协议逆向工程方法,但每种方法都有一些局限性。在本文中,我们提出了一种反向工程的方法来提取修剪良好的协议规范。该方法可以提取直观的字段格式、带有语义的消息格式、流格式以及未知协议的协议状态机。我们在一个原型系统中实现了我们的方法,并通过在HTTP协议上的实验证明了我们方法的有效性。
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引用次数: 2
Intra-Channel Nonlinearity Estimation Based on Statistical Moments Method and Correlation Function 基于统计矩法和相关函数的信道内非线性估计
Zihan Wang, Yaojun Qiao
We propose an intra-channel nonlinearity (NL) estimation method for the first time in a 28Gbaud polarization-multiplexed 16 Quadrature Amplitude Modulation (PM-16QAM) system, by correcting high order statistical moments based (HOSMB) optical signal-to-noise ratio (OSNR) estimation method with correlation functions and a calibration factor. Besides, the calibration factor is explored the relationships with transmission distances and channel launched powers. This proposed estimation method is demonstrated to be more accurate than existing estimation methods and functions well in highly nonlinear systems. It has kept estimation errors under 0.8dB with actual OSNR ranging 18-28dB, channel launched power ranging from -4dBm to 4dBm and transmission distances ranging 400-2000km.
本文首次在28Gbaud极化复用16正交调幅(PM-16QAM)系统中提出了一种信道内非线性(NL)估计方法,该方法利用相关函数和校准因子对基于高阶统计矩(HOSMB)的光信噪比(OSNR)估计方法进行校正。此外,还探讨了标定系数与传输距离和信道发射功率的关系。结果表明,该估计方法比现有的估计方法更准确,在高度非线性系统中也能很好地发挥作用。估计误差控制在0.8dB以内,实际OSNR在18 ~ 28db之间,信道发射功率在-4dBm ~ 4dBm之间,传输距离在400 ~ 2000km之间。
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引用次数: 1
期刊
Proceedings of the 2nd International Conference on Telecommunications and Communication Engineering
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