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2022 5th International Conference on Information Communication and Signal Processing (ICICSP)最新文献

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Modeling and Simulation of Passive Sonar Signal under Channel Conditions 信道条件下被动声纳信号的建模与仿真
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050567
Xianliang Zhao, Zhou Chen, Zheng-wei Wang, Zhi-gang Liu, Mo-ran Wang, Qin Liang
In view of the problem that the existing passive sonar signal simulation does not consider the marine environment and underwater acoustic channel, which may not reflect the received signal of the actual array element, this paper establishes the mathematical model of the received signal of the passive sonar in the shallow sea channel condition combined with the marine environment parameters and the channel multipath model. The multi-path channel model is calculated based on Gaussian ray tracing method; The environmental noise model is obtained by the classical formula of marine environmental noise spectrum; The radiated noise signal is calculated by the superposition of characteristic line spectrum and broadband continuous spectrum. The broadband continuous spectrum is constructed by specific frequency response FIR filter, and the comprehensive simulation results are given. The research of this paper can provide some reference for passive sonar detection and recognition, and can also be used as the signal source of target signal simulator and hardware in the loop simulation.
针对现有被动声纳信号仿真未考虑海洋环境和水声通道,可能无法反映实际阵元接收信号的问题,结合海洋环境参数和通道多径模型,建立了浅海航道条件下被动声纳接收信号的数学模型。基于高斯射线追踪法计算多径通道模型;采用经典的海洋环境噪声谱公式,得到环境噪声模型;利用特征线谱和宽带连续谱的叠加计算辐射噪声信号。采用特定频率响应FIR滤波器构建了宽带连续频谱,并给出了综合仿真结果。本文的研究可以为被动声纳探测识别提供一定的参考,也可以作为目标信号模拟器和硬件在环仿真的信号源。
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引用次数: 0
Investigating the Use of Ray Tracing for Signal-Level Radar Simulation in Space Surveillance 射线追踪技术在空间监视信号级雷达模拟中的应用研究
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050680
Mogamat Yaaseen Martin, S. Winberg, Y. Gaffar, D. MacLeod
The growing number of objects in the Low Earth Orbit is becoming increasingly concerning to astronomers and space missions - particularly due to the limitations in tracking accuracy due to the availability and placements of surveillance sensors. This paper connects to this issue, presenting the development of an open-source, ray-traced, signal-level pulsed radar simulator for use in exploring and planning space monitoring solutions without using real-time data feeds. The simulator was also developed around the use of the NVIDIA® OptiX™ engine to accommodate its ray-tracing features and accelerate performance. This was designed to aid astronomers and researchers in space situational awareness applications through the simulation of radar designs for orbital surveillance experiments. The developed tool was also compared against a more streamlined application that used point-model approximations for quick-look simulations, and the trade-offs between both simulators were evaluated. While the use of ray tracing resulted in significant speed costs, it was found that the algorithm also introduced more realistic results relative to point-model simulations - providing various advantages in scenarios involving shadowing and multiscatter.
低地球轨道上越来越多的物体正日益引起天文学家和空间任务的关注- -特别是由于监视传感器的可用性和放置所造成的跟踪精度的限制。本文连接到这个问题,介绍了一个开源的、光线跟踪的、信号级脉冲雷达模拟器的开发,用于探索和规划空间监测解决方案,而不使用实时数据馈电。该模拟器也是围绕使用NVIDIA®OptiX™引擎开发的,以适应其光线追踪功能并加速性能。其目的是通过模拟轨道监视实验的雷达设计,帮助天文学家和研究人员进行空间态势感知应用。开发的工具还与一个更精简的应用程序进行了比较,该应用程序使用点模型近似进行快速模拟,并评估了两个模拟器之间的权衡。虽然使用光线追踪导致了显著的速度成本,但我们发现,相对于点模型模拟,该算法也引入了更真实的结果——在涉及阴影和多重散射的场景中提供了各种优势。
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引用次数: 0
Joint Angle and Range Estimation with FDA-MIMO Radar in Unknown Mutual Coupling 未知互耦条件下FDA-MIMO雷达联合角度和距离估计
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050598
Feilong Liu, Shengqi Zhu, Ximin Li, Jingwei Xu, Lan Lan, Zhuochen Chen
Multiple-input-multiple-output (MIMO) radar with frequency diverse array (FDA) has been proposed and explored in recent years. The range-angle-dependent beampattern provides the potential to obtain angle and range of targets. The traditional algorithms deteriorate while considering FDA-MIMO radar with mutual coupling. In this paper, the signal model for FDA-MIMO with unknown mutual coupling is deduced. The modified unitary ESPRIT algorithm to remove the effect of mutual coupling matrix and gain the angle and range estimation. The effectiveness of the proposed algorithm is verified by simulation results.
多输入多输出分频阵列雷达(MIMO)是近年来提出和探索的一种新型雷达。距离角相关的波束图提供了获得目标角度和距离的潜力。传统的算法在考虑相互耦合的FDA-MIMO雷达时会出现性能下降。本文推导了具有未知互耦的FDA-MIMO信号模型。改进的单一ESPRIT算法消除了互耦矩阵的影响,获得了角度和距离的估计。仿真结果验证了该算法的有效性。
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引用次数: 0
Sound Source Localization Method Based on Densely Connected Convolutional Neural Network 基于密集连接卷积神经网络的声源定位方法
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050682
Ge Zhang, Lin Geng, Xingguo Chen
Beamforming and deconvolution techniques play a significant role in identifying sound sources. However, it is commonly known that conventional beamforming (CBF) is difficult to identify sound sources accurately due to its inherent drawbacks, including low spatial resolution and small dynamic ranges, while deconvolution methods are burdened with huge computational costs and fail to provide reliable results. Aiming to overcome the restrictions of conventional beamforming and deconvolution methods, a novel sound source localization method combining conventional beamforming with a deep learning method is proposed. In this paper, the sound source localization task is framed as an image prediction task. Firstly, conventional beamforming (CBF) is utilized for obtaining the initial sound source spatial distribution maps. Secondly, a target map is designed as the ground truth label for training. Then a densely connected convolutional neural network (DCFCN) with an encoder-decoder structure is established for extracting features from CBF maps and predicting the spatial distribution of a single sound source. Finally, the position of a single sound source can be retrieved from the predicted maps generated by DCFCN. Simulations are carried out to verify the effectiveness of the proposed method by comparing it with several traditional sound source localization methods. Results suggest that the proposed method can not only significantly improve the spatial resolution and dynamic range of CBF but also achieve accurate localization with high computational efficiency.
波束形成和反卷积技术在声源识别中起着重要的作用。然而,众所周知,传统波束形成(CBF)由于其固有的缺点,包括低空间分辨率和小动态范围,难以准确识别声源,而反褶积方法负担巨大的计算成本,无法提供可靠的结果。针对传统波束形成和反卷积方法的局限性,提出了一种将传统波束形成与深度学习相结合的声源定位方法。本文将声源定位任务框定为图像预测任务。首先,利用传统波束形成技术获得初始声源空间分布图;其次,设计目标图作为训练的真值标签;在此基础上,建立了一种具有编码器-解码器结构的密集连接卷积神经网络(DCFCN),用于从CBF图中提取特征并预测单个声源的空间分布。最后,从DCFCN生成的预测图中检索单个声源的位置。通过与几种传统声源定位方法的比较,仿真验证了该方法的有效性。结果表明,该方法不仅能显著提高CBF的空间分辨率和动态范围,而且能以较高的计算效率实现精确定位。
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引用次数: 0
A Design Method of High Parallelism QC-LDPC Decoder Based on FPGA 基于FPGA的高并行QC-LDPC解码器设计方法
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050584
Haojie Bai, Keyuan Zhai, Guangzu Liu, Jun Zou
QC-LDPC(Quasi-Cyclic LDPC) is widely used in deep space communications due to its superior performance. Overlapped-NMSA(Normalization Min-Sum Algorithm) has similar error correction performance to NMSA, and it takes less time to complete an iteration process, so it is more suitable for the design and implementation of high-speed decoder. In this paper, an efficient storage addressing scheme suitable for high parallelism decoder is proposed, and the overall architecture of decoder is designed based on the storage addressing scheme. After the design of the decoder is completed, VIVADO and MATLAB simulation tests show that the decoder can run with a maximum clock frequency of 210MHz and a minimum throughput of about 1.1Gbps.
准循环LDPC(QC-LDPC)由于其优越的性能在深空通信中得到了广泛的应用。重叠-NMSA(归一化最小和算法)具有与NMSA相似的纠错性能,并且完成一个迭代过程所需的时间更短,因此更适合高速解码器的设计和实现。本文提出了一种适用于高并行度解码器的高效存储寻址方案,并基于该存储寻址方案设计了解码器的总体结构。解码器设计完成后,通过VIVADO和MATLAB仿真测试表明,该解码器可以在210MHz的最大时钟频率下运行,最小吞吐量约为1.1Gbps。
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引用次数: 0
Moving Object Localization for Multistatic Sonar System with Clock Offsets 基于时钟偏移的多静声纳系统运动目标定位
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050597
Yanan Shen, Xiaoping Wu
This paper investigates the moving object localization using time delay and Doppler frequency shifts in multistatic sonar system where the transmitters are subject to the clock offsets. A non-iterative two-stage closed-form solution is proposed to determine the position and velocity of the mobile object. In the first stage, the pseudo-linear equation is constructed by introducing auxiliary variables, and the preliminary solution is obtained from weighted least squares (WLS) minimization. In the second stage, the solution obtained in the first stage is used to construct a new linear equation, and the relationships among the unknown and auxiliary variables are used to improve the estimation performance of the position and velocity. The simulated results show that the performance of the stage-two solution is able to approach the Cramer-Rao Lower Bound (CRLB) performance under Gaussian noise when the measurement noise is small.
研究了多基地声呐系统中发射机受时钟偏移影响的时延和多普勒频移对运动目标的定位问题。提出了一种确定运动物体位置和速度的非迭代两阶段封闭解。第一阶段通过引入辅助变量构造拟线性方程,利用加权最小二乘最小化法求出拟线性方程的初步解;在第二阶段,利用第一阶段得到的解构造新的线性方程,利用未知变量和辅助变量之间的关系来提高位置和速度的估计性能。仿真结果表明,当测量噪声较小时,第二阶段解决方案的性能能够接近高斯噪声下的Cramer-Rao下界(CRLB)性能。
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引用次数: 0
Sparse Representation of Sound Field Based on K-SVD 基于K-SVD的声场稀疏表示
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050689
Yuan Liu, Wenqiang Liu, Yongchang Li
Sparse representation has been applied to nearfield acoustic holography in order to provide an accurate reconstruction with a small number of sampling points. However, the performance of the application is based on the sparsity of the signal to be reconstructed. In this study, K-SVD dictionary learning method is used to construct a basis of the sound field and the sound field can be sparsely represented by the learned dictionary. The samples of K-SVD are the sound fields obtained by simulations rather than those measured in practice, by taking the advantage of the equivalent source method. Compared with other sparse bases used in the existing nearfield acoustic holography, the dictionary learned by K-SVD is more flexible and the prior of the sound field is not necessary. The numerical simulation results demonstrate the validity of advantage of the proposed method.
稀疏表示被应用于近场声全息,以提供少量采样点的精确重建。然而,该应用的性能取决于待重构信号的稀疏性。在本研究中,使用K-SVD字典学习方法构建声场的基,用学习到的字典稀疏表示声场。K-SVD的样本是利用等效源方法模拟得到的声场,而不是实际测量到的声场。与现有近场声全息中使用的其他稀疏基相比,K-SVD学习的字典更灵活,不需要声场先验。数值仿真结果验证了该方法的有效性和优越性。
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引用次数: 0
An Improved Model Based on Deep Learning for Detecting Insulator Defects 基于深度学习的绝缘子缺陷检测改进模型
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050712
Tao Yin, Jianfeng Liang, Xunru Liang, Zeting Chen, Xiaoyu Tang
Insulators are a vital portion of high-voltage transmission lines. Defective insulators will cause the power system to fail, resulting in significant losses. Although the traditional methods of detecting the insulator defect based on image detection have improved detection efficiency, the problem of low detection accuracy and poor real-time performance arises when the aerial image resolution is high and the environmental background is complex. In this paper, an improved YOLOv5 model is proposed to solve these issues. On the basis of the YOLOv5 model, BiFPN is used as the neck part to strengthen the feature extraction capability of the model to enhance detection accuracy. We also integrate Transformer and Coordinate Attention to capture important insulator edge information and reduce the interference of complex backgrounds. The model was tested several times on a dataset that we built ourselves. The AP value of the improved YOLOv5 model for insulator defect detection is 98.6%, and the average processing speed per image is 4.5ms. The experimental results indicate that the improved YOLOv5 model is more effective than the existing insulator defect detection methods.
绝缘子是高压输电线路的重要组成部分。有缺陷的绝缘子将导致电力系统故障,造成重大损失。传统的基于图像检测的绝缘子缺陷检测方法虽然提高了检测效率,但在航拍图像分辨率高、环境背景复杂的情况下,存在检测精度低、实时性差的问题。本文提出了一种改进的YOLOv5模型来解决这些问题。在YOLOv5模型的基础上,采用BiFPN作为颈部,增强模型的特征提取能力,提高检测精度。我们还集成了变压器和协调注意,以捕获重要的绝缘子边缘信息,并减少复杂背景的干扰。这个模型在我们自己建立的数据集上测试了几次。改进的YOLOv5模型对绝缘子缺陷检测的AP值为98.6%,平均每张图像的处理速度为4.5ms。实验结果表明,改进的YOLOv5模型比现有的绝缘子缺陷检测方法更有效。
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引用次数: 0
Minimum Complementable Coprime Array Design Based on Undirected Adjacency Graph 基于无向邻接图的最小互补素阵列设计
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050693
Tianyao Long, Qiang Li, Lei Huang, Xinzhu Chen, Hanfei Zhou, Deyin Xia
A coprime array (CA) consisting of two subarrays is of considerable interest in the low redundancy linear array design. As known, discontinuous sensors lead to blurred angle measurements in the difference co-array. This paper proposes an efficient aperture extension method and a matrix completability discriminator based on the undirected adjacency graph of the matrix. First, we construct a zero-filled Hankel matrix with single snapshot signals received from a non-uniform CA. Then, we take the low-rank feature as a heuristic and complete the zero-dilled Hankel matrix. At last, the subarrays of the CA are traversed to design the minimum complementable coprime array (MCCA) via the discriminator. By simulation, we verify that the difference co-array of the MCCA can be completed to the maximum virtual aperture of the CA and reduce the noise.
在低冗余线性阵列设计中,由两个子阵列组成的协素数阵列(CA)具有重要的研究意义。众所周知,在差分共阵中,不连续传感器会导致角度测量模糊。提出了一种有效的孔径扩展方法和基于矩阵无向邻接图的矩阵可完成判别器。首先,利用从非均匀CA接收到的单个快照信号构造一个零填充的Hankel矩阵,然后以低秩特征为启发式,完成零钻的Hankel矩阵。最后,通过鉴别器遍历组合的子阵列,设计出最小互补素阵列(MCCA)。通过仿真,验证了差分共阵可以达到最大虚拟孔径,降低噪声。
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引用次数: 0
Feasibility of Starlink Transmissions for Passive Airborne Targets Detection 星链传输用于被动机载目标探测的可行性
Pub Date : 2022-11-26 DOI: 10.1109/ICICSP55539.2022.10050607
Zhang Maoyi, Cheng Shuiying, Zheng Hui
Starlink is one of the new option for passive radar, which is a system including two Non-Geostationary orbit (NGSO) constellations, to provide high speed internet to end-users. In this paper, the feasibility of using these satellite emissions as illuminator of opportunity (IoO) for passive radar to achieve the detection of airborne targets is investigated. Three aspects are taken into consideration: satellite's link power budget, detectable time and range and Doppler migrations generated during long time integration (LTI). In addition, results obtained from Starlink are compared to those of GNSS-based system to gain an appreciation of relative merits and drawbacks. The results show that Starlink-based system has a certain potential in the application of airborne targets detection.
星链是无源雷达的新选择之一,该系统包括两个非地球静止轨道(NGSO)星座,为最终用户提供高速互联网。本文研究了利用卫星发射信号作为无源雷达探测机载目标的机会照明源的可行性。考虑了卫星链路功率预算、可探测时间和距离以及长时间积分(LTI)过程中产生的多普勒偏移三个方面。此外,还将星链获得的结果与基于gnss系统的结果进行了比较,以了解相对的优缺点。结果表明,基于星链的系统在机载目标探测中具有一定的应用潜力。
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引用次数: 0
期刊
2022 5th International Conference on Information Communication and Signal Processing (ICICSP)
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