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2017 International Conference on Localization and GNSS (ICL-GNSS)最新文献

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Optimization of anchor nodes' usage for location verification systems 定位验证系统锚节点使用的优化
Pub Date : 2017-06-27 DOI: 10.1109/ICL-GNSS.2017.8376254
G. Caparra, Marco Centenaro, N. Laurenti, S. Tomasin
While a growing number of Internet of Things (IoT) applications require reliable mechanisms to determine the precise location of remote devices, the aspects regarding the security of positioning algorithms should not be neglected. In this context, this paper proposes a physical-layer location verification method for IoT networks in which the concentrator node is assisted by several anchor nodes that are spread in the area of interest. We design an optimization problem to choose appropriately which anchor nodes should be triggered in the location verification process in order to minimize the activation rate of each anchor. The performance evaluation results show that the proposed policy achieves an activation rate reduction of the anchor nodes of at least 70%.
虽然越来越多的物联网(IoT)应用需要可靠的机制来确定远程设备的精确位置,但定位算法的安全性方面不容忽视。在此背景下,本文提出了一种物联网网络的物理层位置验证方法,其中集中节点由分布在感兴趣区域的几个锚节点辅助。我们设计了一个优化问题来选择在位置验证过程中应该触发哪些锚节点,以最小化每个锚节点的激活率。性能评估结果表明,该策略使锚节点的激活率降低了至少70%。
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引用次数: 6
Trading-off location accuracy and service quality: Privacy concerns and user profiles 权衡位置准确性和服务质量:隐私问题和用户配置文件
Pub Date : 2017-06-27 DOI: 10.1109/ICL-GNSS.2017.8376244
Z. Gardner, D. Leibovici, A. Bassiri, G. Foody
Location privacy has become a growing concern impeding the adoption of many Location Based Services (LBS). Although there have been several approaches, such as anonymisation or obfuscation of location data, none has yet been completely successful at addressing privacy protection. This paper discusses the results of 256 survey responses which show that users' demands, expectations and concerns vary significantly among different user groups (by age, education, income, technological experience and social media activity) and infer that there is no ‘one fit for all’ solution for different LBS applications due to the variation in use.
位置隐私已经成为阻碍许多基于位置的服务(LBS)采用的一个日益严重的问题。虽然有几种方法,如匿名化或位置数据混淆,但没有一种方法能完全成功地解决隐私保护问题。本文讨论了256个调查回应的结果,这些结果表明用户的需求、期望和关注点在不同的用户群体(按年龄、教育程度、收入、技术经验和社交媒体活动)之间存在显著差异,并推断由于使用的差异,对于不同的LBS应用程序没有“一刀切”的解决方案。
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引用次数: 10
Algorithms for relative train localization with GNSS and track map: Evaluation and comparison 基于GNSS和轨道图的列车相对定位算法:评价与比较
Pub Date : 2017-06-27 DOI: 10.1109/ICL-GNSS.2017.8376253
B. Siebler, F. Müller, O. Heirich, S. Sand
Large safety distances between consecutive trains limit the flexibility and capacity of rail traffic. The introduction of automatic distance control between trains has the potential to reduce the safety distances. This requires an accurate and reliable distance estimation. In this paper, we therefore evaluate the performance of a relative localization system that tightly integrates the global satellite navigation system (GNSS) measurements and a map of the track network. The tight integration reduces the absolute train position to a 1-D value that describes the position on a track. The relative position is then calculated by subtracting two 1-D positions. In an empirical evaluation the tightly integrated system is compared to a loosely integrated system and a cooperative approach based solely on GNSS measurements. The cooperative approach uses GNSS pseudorange and range rate double differences, to determine the baseline between two antennas. For the loosely integrated system first the 3-D train position is estimated in an extended Kalman filter (EKF). In a second step, this position is matched to the map to obtain the position on the track. The relative position root-mean-square error (RMSE) of the different approaches is determined with a 167 km long data set, measured on a diesel train over the duration of 6 hours. The data set is divided into open sky, suburban and forest environments. For each of these environments, six different antenna distances are evaluated. The results show that the tightly and loosely integrated systems have a considerable smaller RMSE than the cooperative approach. The difference in the average performance of the two map based approaches is negligible. An advantage of the tight integration can be seen only under poor satellite visibility conditions that were encountered only sporadic during the measurements.
列车间较大的安全距离限制了轨道交通的灵活性和运力。列车间自动距离控制的引入有可能缩短安全距离。这需要精确可靠的距离估计。因此,在本文中,我们评估了紧密集成全球卫星导航系统(GNSS)测量和轨道网络地图的相对定位系统的性能。这种紧密的集成将列车的绝对位置简化为描述轨道上位置的一维值。然后通过减去两个一维位置来计算相对位置。在经验评估中,将紧密集成的系统与松散集成的系统和仅基于GNSS测量的合作方法进行比较。该合作方法利用GNSS伪距和距离速率双差,确定两天线之间的基线。对于松散集成系统,首先用扩展卡尔曼滤波(EKF)估计列车的三维位置。在第二步中,将此位置与地图匹配以获得轨道上的位置。不同方法的相对位置均方根误差(RMSE)是用167公里长的数据集确定的,该数据集是在一列柴油火车上持续6小时测量的。数据集分为露天、郊区和森林环境。对于每种环境,评估了六种不同的天线距离。结果表明,紧密和松散集成系统的均方根误差比协作方法要小得多。这两种基于映射的方法的平均性能差异可以忽略不计。紧密集成的优点只有在卫星能见度差的情况下才能看到,这种情况在测量期间只是偶尔出现。
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引用次数: 2
The development of occupancy monitoring for removing uncertainty within building energy management systems 开发占用监测以消除建筑能源管理系统中的不确定性
Pub Date : 2017-06-27 DOI: 10.1109/ICL-GNSS.2017.8376240
Sophie Naylor, M. Gillott, G. Herries
This paper provides an overview of methods and models used for the localised detection of building occupants by combining data from a range of sensor types, and the prediction of future occupancy rates based on past data. The occupancy detection proposed here is designed to be implemented as part of a real-time responsive building energy management system, catering building energy use directly to occupant needs. The initial stages of testing used sensor data collected in a small office building in Nottingham, UK. A Neural Network model was trained using data from local environmental sensors, including CO2 level, motion detection, temperature, window status and the detection of personal mobile devices through Wi-Fi and Bluetooth connections. A predictive neural network model was also trained using simulated occupancy rates, with consideration for the level of uncertainty in the model outputs. The results of the study show that the combination of a select group of sensors can provide a lower error in the estimated number of occupants per zone than any single sensor type alone. However, when limited training data is available, it is not viable to include all sensors in the model, as this leads to overfitting. The sensors that give the greatest information gain were found to be best identified by comparing the occupancy estimation made by each sensor individually. It was found that the predictive model outperformed simpler occupancy prediction heuristics, especially when occupant behaviours differ from typical patterns.
本文概述了通过结合来自一系列传感器类型的数据,以及基于过去数据预测未来入住率,用于建筑物居住者局部检测的方法和模型。这里提出的占用检测被设计为实时响应建筑能源管理系统的一部分,直接满足占用者的需求。测试的初始阶段使用了在英国诺丁汉的一个小办公楼收集的传感器数据。神经网络模型使用来自当地环境传感器的数据进行训练,包括二氧化碳水平、运动检测、温度、窗户状态以及通过Wi-Fi和蓝牙连接检测个人移动设备。考虑到模型输出中的不确定性水平,还使用模拟入住率训练了预测神经网络模型。研究结果表明,与单独使用任何单一类型的传感器相比,选择一组传感器的组合可以提供更低的每个区域估计乘员数量的误差。然而,当可用的训练数据有限时,将所有传感器包括在模型中是不可行的,因为这会导致过拟合。通过比较每个传感器单独做出的占用估计,发现提供最大信息增益的传感器是最好的识别。研究发现,该预测模型优于简单的占用预测启发式方法,特别是当占用者的行为与典型模式不同时。
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引用次数: 2
Analysis of radar sensing coverage of a passive GNSS-based SAR system 基于被动gnss的SAR系统雷达感知覆盖分析
Pub Date : 2017-06-27 DOI: 10.1109/ICL-GNSS.2017.8376246
Yu Zheng, Yang Yang, Wu Chen
GNSS based SAR system is a passive radar imaging system. Using the reflected GNSS signals, it has been demonstrated that various objects can be identified in GNSS-SAR images. However, compared with conventional SAR systems, the strength of the reflected GNSS signals is significantly lower. How far the objects can be detected by a GNSS-SAR system is a question. In this paper, we derived a theoretical range coverage for GNSS-SAR system for object recognition using object-background scattering contrast, with given false alarm and detection probabilities. Using a GPS software receiver at L1 frequency band, we can detect objects more than 2 km in the land and sea backgrounds, as the field of vision (FOV) for the experiments is approximately 2 km. Theoretically, with such a low cost GNSS software receiver, the operational range can reach 5–8 km.
基于GNSS的SAR系统是一种被动雷达成像系统。利用反射的GNSS信号,已经证明可以在GNSS- sar图像中识别各种目标。然而,与常规SAR系统相比,反射的GNSS信号强度明显较低。GNSS-SAR系统能探测到多远的目标是一个问题。在本文中,我们推导了GNSS-SAR系统在给定虚警和检测概率的情况下,利用目标-背景散射对比度进行目标识别的理论距离覆盖。使用L1频段的GPS软件接收机,我们可以在陆地和海洋背景下检测到2 km以上的目标,因为实验的视场(FOV)约为2 km。理论上,使用这种低成本的GNSS软件接收机,工作距离可以达到5-8公里。
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引用次数: 4
Indoor localization for Bluetooth low energy using wavelet and smoothing filter 基于小波滤波和平滑滤波的低功耗蓝牙室内定位
Pub Date : 2017-06-27 DOI: 10.1109/ICL-GNSS.2017.8376247
Xiaoyue Hou, T. Arslan, Jiacheng Gu
This paper presents an investigation on the impact of the Bluetooth Low Energy (BLE) received signal strength indicator (RSSI) value for indoor localization in real line-of-sight (LOS) and dynamic non-LOS environments. Experimentation demonstrates that the RSSI value of BLE signals is unstable in indoor environments. The principle underlying this behavior is discussed in this paper. Two self-adaptive filters (smoothing filter and wavelet filter) are applied to stabilize and de-noise the RSSI sequence. We demonstrate that the stability of localization performance is enhanced by employing these filters. The standard deviation of the RSSI sequence is reduced from 4.6 meters to 0.8 meters, which means that a steady increase in the accuracy and stabilization of the localization is achieved.
本文研究了在真实视距(LOS)和动态非视距环境下,蓝牙低功耗(BLE)接收信号强度指示器(RSSI)值对室内定位的影响。实验表明,BLE信号的RSSI值在室内环境下是不稳定的。本文讨论了这种行为背后的原理。采用两个自适应滤波器(平滑滤波器和小波滤波器)稳定和去噪RSSI序列。结果表明,采用这些滤波器可以提高定位性能的稳定性。RSSI序列的标准偏差从4.6 m减小到0.8 m,实现了定位精度和稳定性的稳步提高。
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引用次数: 10
Mathematical underpinnings of crowdsource GPS jammer geolocation using signal strength readings from various locations 使用来自不同位置的信号强度读数的众包GPS干扰器地理定位的数学基础
Pub Date : 2017-06-01 DOI: 10.1109/ICL-GNSS.2017.8376243
Barry R. Secrest, D. Richie, B. Rapp
Can we geolocate a GPS jammer using only smartphones located in the area? We present two mathematical approaches to solution and introduce a likelihood mapping. We validate these two approaches with a pedantic example, then contrast these two approaches by sensitivity analysis based on the example. Although our approach to solution is valid, we conclude from these experiments that real-world conditions inject too much error to make a direct mathematical solution of practical use. Future efforts center on real-world conditions and using a likelihood mapping.
我们能否仅使用位于该区域的智能手机来定位GPS干扰器?我们提出了两种求解的数学方法,并引入了似然映射。通过实例验证了两种方法的有效性,并对两种方法进行了灵敏度分析。虽然我们的解决方法是有效的,但我们从这些实验中得出结论,现实世界的条件注入了太多的误差,无法使实际使用的直接数学解决方案。未来的努力集中在现实世界的条件和使用可能性映射。
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引用次数: 2
Additional SQM metrics for generic TM detection 用于通用TM检测的附加SQM指标
Pub Date : 2017-06-01 DOI: 10.1109/ICL-GNSS.2017.8376249
J. Pagot, O. Julien, Ikhlas Selmi
The ICAO Threat Model describes three cases of distortions that can occur on GPS L1 C/A signals. It defines digital and analog failures that may occur on the satellite payload. To cover a wider area of possible distortions, a Generic Threat Model (TM) based on the Fourier Transform of the signal distortions is proposed. Then, the distortion effects have to be detected and mitigated through Signal Quality Monitoring (SQM) algorithm, which is implemented on SBAS and GBAS ground infrastructures. The basic form of SQM uses simple metrics based on correlator outputs that are normalized by the correlation function prompt. Those normalized outputs can be used directly as a simple ratio metrics. They can also be combined to compute difference or sum metrics between symmetric correlator outputs pairs (with respect to the prompt) [1]. In this paper, an extended set of metrics is tested. It includes simple ratio, sum and difference between all monitored correlator outputs. The influence of several parameters related to correlator output positions is studied. The benefits provided by these new metrics compared to a baseline SQM are assessed and conclusions on the performed SQMs are made. The carried out tests are applied to Galileo E1 OS signals.
ICAO威胁模型描述了GPS L1 C/A信号可能发生的三种失真情况。它定义了可能发生在卫星有效载荷上的数字和模拟故障。为了覆盖更大范围的可能失真,提出了一种基于信号失真傅里叶变换的通用威胁模型。然后,通过在SBAS和GBAS地面基础设施上实现的信号质量监测(SQM)算法来检测和减轻失真影响。SQM的基本形式使用基于相关器输出的简单度量,这些输出由相关函数提示符规范化。这些归一化的输出可以直接用作简单的比率度量。它们也可以组合起来计算对称相关器输出对之间的差分或求和指标(相对于提示符)[1]。本文对一组扩展的度量进行了测试。它包括所有被监测相关器输出之间的简单比率、和和差。研究了与相关器输出位置有关的几个参数的影响。与基线SQM相比,评估了这些新度量所提供的好处,并对所执行的SQM做出了结论。所进行的测试应用于伽利略E1操作系统信号。
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引用次数: 1
Asymptotic fault-tolerant fusion algorithm based on P-value mapping for multi-sensors navigation 基于p值映射的多传感器导航渐近容错融合算法
Pub Date : 2017-06-01 DOI: 10.1109/ICL-GNSS.2017.8376245
Rong Wang, Zhi Xiong, Jianye Liu, Rongbing Li, Yuxuan Cao
The fault tolerance capacity of fusion algorithm is critical for the robustness and stability of multi-sensors navigation system in failure. In traditional fault-tolerant fusion algorithm, the fault subsystem is isolated entirely on the fault- detected epoch. This strategy ignored the asymptotic changing and components difference of soft failure influence. In this paper, an asymptotic fault-tolerant fusion algorithm based on P-value mapping is proposed for multi-sensors navigation. The failure influence mapped on local estimation components is modelled. Then quality of local estimation influenced by soft failure is evaluated according to P-value theory. The estimated quality values of local estimations are used as reference for fault-tolerant tuning in global fusion. Simulations of INS/GPS/SAR integrated navigation using the traditional federal filter and the proposed fault-tolerant algorithm are carried out. The simulation results indicate that the fault-tolerant performance under soft failure is improved significantly by using proposed algorithm.
融合算法的容错能力对多传感器导航系统的鲁棒性和稳定性至关重要。在传统的容错融合算法中,故障子系统在故障检测历元上被完全隔离。该策略忽略了软破坏影响的渐近变化和分量差异。提出了一种基于p值映射的多传感器导航渐近容错融合算法。对映射到局部估计分量上的故障影响进行了建模。然后根据p值理论对软失效影响下的局部估计质量进行了评价。将局部估计的质量值作为全局融合中容错调优的参考。利用传统的联邦滤波器和提出的容错算法对INS/GPS/SAR组合导航进行了仿真。仿真结果表明,该算法显著提高了系统在软故障下的容错性能。
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引用次数: 2
Effect of non-integer delay on ranging accuracy for ultra-reliable systems 非整数延迟对超可靠系统测距精度的影响
Pub Date : 2017-06-01 DOI: 10.1109/ICL-GNSS.2017.8376239
Mohammad H. Soliman, S. Sand, M. Schmidhammer, E. Staudinger
Ultra-reliable communication systems are drawing a lot of attention due to the rising demand on new wireless technologies for safety critical applications. Many of these applications require ultra-reliable distance estimation between the communicating nodes. Automatic coupling between train wagons is one of the scenarios where ultra-reliable communication and ranging at short distances is required. The main objective of this paper is to define a theoretical channel model for the aforementioned scenario, to define a proper discrete equivalence of the communication system model, and to derive Cramer Rao Lower Bounds for ranging accuracy. Ranging accuracy simulation results are provided using three systems: ITS-G5, IR- UWB, and a proposed 5G wide band system operating in the mm-Wave frequency band. We show from the results that the proposed mm-Wave system is suitable for ultra-reliable ranging at short distances.
由于对安全关键应用的新无线技术的需求不断增长,超可靠通信系统引起了人们的广泛关注。这些应用程序中的许多都需要通信节点之间的超可靠距离估计。列车车厢之间的自动耦合是需要超可靠通信和短距离测距的场景之一。本文的主要目标是为上述场景定义一个理论信道模型,定义一个适当的通信系统模型的离散等价,并推导测距精度的Cramer Rao下界。给出了ITS-G5、IR- UWB和拟建的毫米波频段5G宽带系统三种系统的测距精度仿真结果。结果表明,所提出的毫米波系统适用于短距离超可靠测距。
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引用次数: 2
期刊
2017 International Conference on Localization and GNSS (ICL-GNSS)
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