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Experimental evaluation of NNCLMS sparse channel estimation for shallow water acoustic communication 浅水声通信中NNCLMS稀疏信道估计的实验评价
Xiuling Cao, Feiyun Wu, F. Tong
Due to the sparsity that characterizes underwater acoustic (UWA) channels, in recent years interest has increased in designing of norm constraint sparse channel estimation algorithms for underwater acoustic communication. However, experimental evaluation and comparison is lacking regarding enhancing the performance of different norm constraint sparse channel estimation algorithms for UWA communication with a series of continuous experiments on a time scale of an hour. As shallow water acoustic channels pose significant difficulties such as multipath, time-space selectivity, frequency-dependent noise, and Doppler shift, this paper presents the experimental evaluation and comparison of our previously proposed non-uniform norm constraint least mean square (NNCLMS) algorithm with the classic 10-norm and 11-norm LMS algorithm in the context of a shallow water acoustic communication system. We provide and discuss experimental results obtained in shallow water channels in terms of the NNCLMS algorithm's sparse exploitation performance and the classic norm constraint type sparse algorithms.
由于水声信道的稀疏性,近年来人们对设计用于水声通信的范数约束稀疏信道估计算法越来越感兴趣。然而,对于提高不同范数约束稀疏信道估计算法在UWA通信中的性能,在1小时的时间尺度上进行一系列连续实验,缺乏实验评价和比较。由于浅水声信道存在多径、时空选择性、频率相关噪声和多普勒频移等问题,本文在浅水声通信系统中,对我们提出的非均匀范数约束最小均方(NNCLMS)算法与经典的10范数和11范数LMS算法进行了实验评估和比较。从NNCLMS算法的稀疏利用性能和经典范数约束型稀疏算法两方面给出并讨论了在浅水通道中得到的实验结果。
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引用次数: 0
Statistical QoS-driven power allocation over underwater cognitive acoustic networks 水下认知声学网络中统计qos驱动的功率分配
Jingqing Wang, Xi Zhang
As a critical technique to support the multimedia services, the statistical quality-of-service (QoS) technique has been proved to be effective in statistically guaranteeing delay-bounded video transmissions over the time-varying wireless channels. On the other hand, since both the natural acoustic systems and artificial acoustic systems use the acoustic channels, the spectrum resource is severely limited in underwater wireless networks. Researchers have proposed the underwater cognitive acoustic network (UCAN) to achieve the environment-friendly and spectrum-efficient transmissions over acoustic channels. However, how to efficiently integrate the UCAN under the statistical QoS constraints is still an open problem. To overcome this difficulty, we propose the QoS-driven power allocation scheme over UCAN. In particular, we propose and analyze the underwater cognitive system models and develop the optimal power allocation scheme in cognitive acoustic scenario udder statistical QoS requirements. Also conducted is a set of simulations which evaluate the system performance over UCAN.
作为支持多媒体业务的一项关键技术,统计服务质量(QoS)技术已被证明能够有效地在时变无线信道上统计地保证有延迟的视频传输。另一方面,由于自然声系统和人工声系统都使用声信道,水下无线网络的频谱资源受到严重限制。研究人员提出了水下认知声网络(UCAN),以实现环境友好和频谱高效的声学信道传输。然而,如何在统计QoS约束下有效地集成UCAN仍然是一个有待解决的问题。为了克服这一困难,我们提出了基于UCAN的qos驱动的电力分配方案。特别是,我们提出并分析了水下认知系统模型,并在统计QoS要求下开发了认知声学场景下的最优功率分配方案。同时进行了一组仿真,对系统在UCAN上的性能进行了评估。
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引用次数: 1
A compact low-power underwater magneto-inductive modem 一个紧凑的低功率水下磁感应调制解调器
Yibin Wang, Andrew Dobbin, Jean-François Bousquet
In this work, a magneto inductive (MI) link design is studied to achieve high speed transmission applied to a high density underwater network. For a small loop antenna, a design procedure is described to define the optimal operating frequency constrained on the system bandwidth and range. A coherent link is established between two nodes in a controlled underwater environment. For a small coil with radius of 5 cm, simulation results indicate that a range above 10 meters can be achieved in the low frequency spectrum spanning 10 kHz to 1 MHz. The design procedure is validated through measurements in seawater: a very high output SNR equal to 31.4 dB is realized at the output of the equalizer, and in these conditions a perfectly reliable 8-kbps link is demonstrated at a center frequency of 22.5 kHz.
为了实现高密度水下网络的高速传输,本文研究了一种磁感应链路设计。对于小型环形天线,本文描述了在系统带宽和范围约束下确定最佳工作频率的设计过程。在受控的水下环境中,两个节点之间建立了相干链路。仿真结果表明,对于半径为5 cm的小线圈,在10 kHz至1 MHz的低频频谱范围内,可以实现10米以上的范围。通过海水测量验证了设计过程:在均衡器输出端实现了31.4 dB的高输出信噪比,在这些条件下,在22.5 kHz的中心频率下,可以实现完全可靠的8kbps链路。
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引用次数: 13
Distributed sensor layout optimization for target detection with data fusion 基于数据融合的目标检测分布式传感器布局优化
Zhongyue Chen, Wenham Xu, Hui-fang Chen
Distributed detection with data fusion has gained great attention in recent years. Collaborative detection improves the performance, and the optimal sensor deployment may change with time. It has been shown that with data fusion less sensors are needed to get the same detection ability when abundant sensors are deployed randomly. However, because of limitations on equipment number and deployment methods, fixed sensor locations may be preferred underwater. In this paper, we try to establish a theoretical framework for finding sensor positions to maximize the detection probability with a distributed sensor network. With joint data processing, detection performance is related to all the sensor locations; as sensor number grows, the optimization problem would become more difficult. To simplify the demonstration, we choose a 1-dimensional line deployment model and present the relevant numerical results.
基于数据融合的分布式检测技术近年来受到了广泛的关注。协同检测提高了性能,并且最优传感器部署可能随时间而变化。研究表明,在随机部署大量传感器的情况下,采用数据融合技术,只需较少的传感器即可获得相同的检测能力。然而,由于设备数量和部署方法的限制,固定的传感器位置可能更适合水下。在本文中,我们试图建立一个寻找传感器位置的理论框架,以最大限度地提高分布式传感器网络的检测概率。通过联合数据处理,检测性能与所有传感器位置相关;随着传感器数量的增加,优化问题将变得更加困难。为了简化演示,我们选择了一维线展开模型并给出了相应的数值结果。
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引用次数: 1
Autonomous acoustic trigger for distributed underwater visual monitoring systems 分布式水下视觉监测系统的自主声触发
A. Wilby, E. Slattery, Andrew Hostler, R. Kastner
The ability to obtain reliable, long-term visual data in marine habitats has the potential to transform biological surveys of marine species. However, the underwater environment poses several challenges to visual monitoring: turbidity and light attenuation impede the range of optical sensors, biofouling clouds lenses and underwater housings, and marine species typically range over a large area, far outside of the range of a single camera sensor. Due to these factors, a continuously-recording or time-lapse visual sensor will not be gathering useful data the majority of the time, wasting battery life and filling limited onboard storage with useless images. These limitations make visual monitoring difficult in marine environments, but visual data is invaluable to biologists studying the behaviors and interactions of a species. This paper describes an acoustic-based, autonomous triggering approach to counter the current limitations of underwater visual sensing, and motivates the need for a distributed sensor network for underwater visual monitoring.
在海洋栖息地获得可靠的长期目视数据的能力有可能改变海洋物种的生物调查。然而,水下环境给视觉监测带来了一些挑战:浑浊和光衰减阻碍了光学传感器、生物污浊云透镜和水下外壳的范围,海洋物种的活动范围通常很大,远远超出了单个相机传感器的范围。由于这些因素,连续记录或延时视觉传感器将无法在大多数时间内收集有用的数据,浪费电池寿命,并将有限的机载存储空间填满无用的图像。这些限制使得在海洋环境中进行视觉监测变得困难,但视觉数据对于生物学家研究物种的行为和相互作用是无价的。本文描述了一种基于声学的自主触发方法,以克服当前水下视觉传感的局限性,并激发了对分布式水下视觉监测传感器网络的需求。
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引用次数: 2
Chirp-based LPD/LPI underwater acoustic communications with code-time-frequency multidimensional spreading 基于啁啾的码时频多维扩展LPD/LPI水声通信
Emrecan Demirors, T. Melodia
Most underwater acoustic communication systems incorporate well-recognized, easily detectable narrowband signals modulated over low-frequency carriers at high transmission powers, which ultimately limits LPD/LPI performance of the communication scheme. While there have been promising works concentrating on LPD/LPI performance, they are for the most part based on direct-sequence spread spectrum (DSSS) techniques, which have been shown to be blindly detectable in previous work at relatively low SINR values. As a result, there is likely significant room to improve the LPD/LPI performance of underwater acoustic communication schemes. To this end, in this paper, we propose the preliminary design of a novel communication scheme based on transmitting chirp signals that are further spread over a multidimensional domain spanning code, time, and frequency. We evaluated the performance of the proposed scheme both with simulation and experimental studies.
大多数水声通信系统都包含易于识别、易于检测的窄带信号,这些信号在高传输功率的低频载波上调制,最终限制了通信方案的LPD/LPI性能。虽然在LPD/LPI性能方面已经有了一些有希望的工作,但它们大部分是基于直接序列扩频(DSSS)技术,在之前的工作中,这些技术在相对较低的SINR值下被证明是盲目检测的。因此,水声通信方案的LPD/LPI性能可能还有很大的改进空间。为此,在本文中,我们提出了一种基于传输啁啾信号的新型通信方案的初步设计,这些信号在跨越码、时间和频率的多维域上进一步传播。我们通过仿真和实验研究来评估所提出方案的性能。
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引用次数: 15
A novel M-ary differential underwater acoustic direct sequence spread spectrum communication system 一种新型的m差分水声直接序列扩频通信系统
Gangqiang Zhang, Xudong He, Junkai Liu
Direct sequence spread spectrum (DSSS) provides a robust solution for shallow water acoustic communications. DSSS uses a code sequence to spread the symbols at the transmitter; the coded sequence is then modulated using phase-shift-keying (DS/PSK) or differential phase-shift-keying (DS/DPSK),[1][2] where the information data is carried by the phase of the transmitted symbols or by the relative phase of two adjacent symbols, respectively. The DS/PSK system uses coherent receivers, while the DS/DPSK system uses differential receivers. Differential receivers have lower computation complexity and are insensitive to dynamic-channel-induced phase fluctuation and thus are well suited for applications where autonomy, adaptability, and longlife battery operation are desirable.
直接序列扩频(DSSS)为浅水水声通信提供了可靠的解决方案。DSSS使用一个代码序列在发射机传播符号;然后使用相移键控(DS/PSK)或差分相移键控(DS/DPSK)对编码序列进行调制,[1][2]其中信息数据分别由传输符号的相位或两个相邻符号的相对相位携带。DS/PSK系统采用相干接收机,而DS/DPSK系统采用差分接收机。差分接收机具有较低的计算复杂度,并且对动态信道引起的相位波动不敏感,因此非常适合需要自主性、适应性和长寿命电池操作的应用。
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引用次数: 1
AUV dead-reckoning navigation based on neural network using a single accelerometer 基于神经网络的单加速度计AUV航位推算导航
Yanxin Xie, Jun Liu, Cheng-quan Hu, Jun-hong Cui, Hongli Xu
the accuracy of the Autonomous Underwater Vehicles (AUVs) navigation system determines whether they can safely operate and return. Traditional Dead-reckoning (DR) relies on the inertial sensors such as gyroscope and accelerometer. A major challenge for DR navigation is from measurement error of the inertial sensors (gyroscope, accelerometer, etc.), especially when the AUV is near or at the ocean surface. The AUV's motion is affected by ocean waves, and its pitch angle changes rapidly with the waves. This rapid change and the measurement errors will cause great noise to the direction measured by gyroscopes, and then lead to a large error to the DR navigation. To address this problem, a novel DR method based on neural network (DR-N) is proposed to explore the time-varying relationship between acceleration measurement and orientation measurement, which leverages acoustic localization and neural network estimate timely pitch angle through the explored time-varying relationship. This method enables AUV's DR navigation with a single acceleration, without relying on both acceleration and gyroscope. Most importantly, we can improve the accuracy of AUV navigation through avoiding DR errors caused by gyroscope noise at the sea surface. Simulations show DR-N significantly improves navigation accuracy.
自主水下航行器(auv)导航系统的精度决定了它们能否安全运行和返回。传统的航位推算依赖于陀螺仪和加速度计等惯性传感器。惯性传感器(陀螺仪、加速度计等)的测量误差是水下机器人导航面临的主要挑战,特别是当水下机器人靠近海面或处于海面时。水下航行器的运动受海浪的影响,其俯仰角随海浪的变化而迅速变化。这种快速的变化和测量误差会对陀螺仪测量的方向产生很大的噪声,从而导致DR导航产生很大的误差。针对这一问题,提出了一种基于神经网络(DR- n)的DR方法,探索加速度测量和方向测量之间的时变关系,利用声学定位和神经网络通过探索时变关系及时估计俯仰角。该方法实现了AUV单加速DR导航,无需同时依赖加速度和陀螺仪。最重要的是,我们可以通过避免海面陀螺仪噪声引起的DR误差来提高水下航行器的导航精度。仿真结果表明,DR-N显著提高了导航精度。
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引用次数: 7
Harmonic potential field based routing protocol for 3D underwater sensor networks 基于谐波势场的三维水下传感器网络路由协议
Mingsheng Gao, Zhenming Chen, Xiao Yao, N. Xu
The local minima has been deemed as a challenging issue when designing routing protocols for 3D underwater sensor networks. Recently, harmonic potential field method has been used to tackle the issue of local minima which was also a major bottleneck in path planning and obstacle avoidance of robotics community. Inspired by this, this paper proposes a harmonic potential field based routing protocol for 3D underwater sensor networks with local minima. More specifically, the harmonic potential field is calculated using harmonic functions and Dirichlet boundary conditions are used for the local minima, sink(or seabuoy) and sending node. Numerical results show the effectiveness of the proposed routing protocol.
在设计三维水下传感器网络路由协议时,局部极小值问题一直是一个具有挑战性的问题。近年来,调和势场法被用于解决局部最小值问题,这也是机器人社区在路径规划和避障方面的主要瓶颈。受此启发,本文提出了一种基于谐波势场的具有局部最小值的三维水下传感器网络路由协议。更具体地说,用调和函数计算调和势场,局部极小值、汇(或航道)和发送节点采用Dirichlet边界条件。数值结果表明了该路由协议的有效性。
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引用次数: 3
Outage probability analysis for unmanned underwater vehicle based relaying 基于无人潜航器中继的中断概率分析
Zhaohui Liu, Q. Guan, Fangjiong Chen, Yun Liu
In this work, we develop an underwater relay network model for an unmanned cruise system. By introducing the underwater cruise, we analyze end-to-end outage performance for collecting data from a sensor node. Based on theoretical derivation of the outage probability, we further analyze the optimized location and data rate for relaying.
在这项工作中,我们开发了一个无人巡航系统的水下中继网络模型。通过引入水下巡航,我们分析了从传感器节点收集数据的端到端中断性能。在理论推导中断概率的基础上,进一步分析了中继的最佳位置和数据速率。
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引用次数: 2
期刊
Proceedings of the 11th International Conference on Underwater Networks & Systems
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