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Enhancing Smart Agriculture Monitoring via Connectivity Management Scheme and Dynamic Clustering Strategy 通过互联互通管理计划和动态集群策略加强智能农业监测
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-05 DOI: 10.3390/inventions9010010
Fariborz Ahmadi, Omid Abedi, S. Emadi
The evolution of agriculture towards a modern, intelligent system is crucial for achieving sustainable development and ensuring food security. In this context, leveraging the Internet of Things (IoT) stands as a pivotal strategy to enhance both crop quantity and quality while effectively managing natural resources such as water and fertilizer. Wireless sensor networks, the backbone of IoT-based smart agricultural infrastructure, gather ecosystem data and transmit them to sinks and drones. However, challenges persist, notably in network connectivity, energy consumption, and network lifetime, particularly when facing supernode and relay node failures. This paper introduces an innovative approach to address these challenges within heterogeneous wireless sensor network-based smart agriculture. The proposed solution comprises a novel connectivity management scheme and a dynamic clustering method facilitated by five distributed algorithms. The first and second algorithms focus on path collection, establishing connections between each node and m-supernodes via k-disjoint paths to ensure network robustness. The third and fourth algorithms provide sustained network connectivity during node and supernode failures by adjusting transmission powers and dynamically clustering agriculture sensors based on residual energy. In the fifth algorithm, an optimization algorithm is implemented on the dominating set problem to strategically position a subset of relay nodes as migration points for mobile supernodes to balance the network’s energy depletion. The suggested solution demonstrates superior performance in addressing connectivity, failure tolerance, load balancing, and network lifetime, ensuring optimal agricultural outcomes.
农业向现代化、智能化系统演进对于实现可持续发展和确保粮食安全至关重要。在此背景下,利用物联网(IoT)是提高作物数量和质量,同时有效管理水和肥料等自然资源的关键战略。无线传感器网络是以物联网为基础的智能农业基础设施的支柱,可收集生态系统数据并将其传输到汇和无人机。然而,挑战依然存在,特别是在网络连接、能耗和网络寿命方面,尤其是在面临超级节点和中继节点故障时。本文介绍了一种创新方法,以解决基于异构无线传感器网络的智慧农业所面临的这些挑战。所提出的解决方案包括一种新颖的连接管理方案和一种动态聚类方法,并通过五种分布式算法加以辅助。第一种和第二种算法侧重于路径收集,通过 k 个异点路径在每个节点和 m 个上节点之间建立连接,以确保网络的稳健性。第三和第四种算法通过调整传输功率和根据剩余能量对农业传感器进行动态聚类,在节点和超级节点发生故障时提供持续的网络连接。在第五种算法中,对支配集问题实施了优化算法,战略性地将中继节点子集定位为移动超级节点的迁移点,以平衡网络的能量消耗。所建议的解决方案在解决连通性、故障容忍度、负载平衡和网络寿命方面表现出卓越的性能,确保了最佳的农业成果。
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引用次数: 0
Computer Vision Algorithm for Characterization of a Turbulent Gas–Liquid Jet 表征湍流气液射流的计算机视觉算法
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-01-04 DOI: 10.3390/inventions9010009
I. Starodumov, Sergey Sokolov, Pavel Mikushin, M. Nikishina, Timofey Mityashin, Ksenia Makhaeva, F. Blyakhman, Dmitrii Chernushkin, I. Nizovtseva
A computer vision algorithm to determine the parameters of a two-phase turbulent jet of a water-gas mixture traveling at a velocity in the range of 5–10 m/s was developed in order to evaluate the hydrodynamic efficiency of mass exchange apparatuses in real time, as well as to predict the gas exchange rate. The algorithm is based on threshold segmentation, the active contours method, the regression of principal components method, and the comparison of feature overlays, which allows the stable determination of jet boundaries and is a more efficient method when working with low-quality data than traditional implementations of the Canny method. Based on high-speed video recordings of jets, the proposed algorithm allows the calculation of key characteristics of jets: the velocity, angle of incidence, structural density, etc. Both the algorithm’s description and a test application based on video recordings of a real jet created on an experimental prototype of a jet bioreactor are discussed. The results are compared with computational fluid dynamics modeling and theoretical predictions, and good agreement is demonstrated. The presented algorithm itself represents the basis for a real-time control system for aerator operation in jet bioreactors, as well as being used in laboratory jet stream installations for the accumulation of big data on the structure and dynamic properties of jets.
为了实时评估质量交换设备的流体动力学效率以及预测气体交换率,我们开发了一种计算机视觉算法,用于确定速度在 5-10 米/秒范围内的水气混合物两相湍流射流的参数。该算法基于阈值分割法、主动等值线法、主成分回归法和特征叠加比较法,可以稳定地确定射流边界,在处理低质量数据时比传统的 Canny 方法更有效。基于喷流的高速视频记录,所提出的算法可以计算出喷流的主要特征:速度、入射角、结构密度等。本文讨论了该算法的说明以及基于在喷射生物反应器实验原型上创建的真实喷射视频记录的测试应用。结果与计算流体动力学建模和理论预测进行了比较,结果表明两者具有良好的一致性。所介绍的算法本身就是喷射生物反应器中曝气器运行实时控制系统的基础,也可用于实验室喷射流装置,积累有关喷射结构和动态特性的大数据。
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引用次数: 0
A Modified Xception Deep Learning Model for Automatic Sorting of Olives Based on Ripening Stages 基于成熟阶段自动分拣橄榄的改进型 Xception 深度学习模型
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-31 DOI: 10.3390/inventions9010006
S. I. Saedi, Mehdi Rezaei
Olive fruits at different ripening stages give rise to various table olive products and oil qualities. Therefore, developing an efficient method for recognizing and sorting olive fruits based on their ripening stages can greatly facilitate post-harvest processing. This study introduces an automatic computer vision system that utilizes deep learning technology to classify the ‘Roghani’ Iranian olive cultivar into five ripening stages using color images. The developed model employs convolutional neural networks (CNN) and transfer learning based on the Xception architecture and ImageNet weights as the base network. The model was modified by adding some well-known CNN layers to the last layer. To minimize overfitting and enhance model generality, data augmentation techniques were employed. By considering different optimizers and two image sizes, four final candidate models were generated. These models were then compared in terms of loss and accuracy on the test dataset, classification performance (classification report and confusion matrix), and generality. All four candidates exhibited high accuracies ranging from 86.93% to 93.46% and comparable classification performance. In all models, at least one class was recognized with 100% accuracy. However, by taking into account the risk of overfitting in addition to the network stability, two models were discarded. Finally, a model with an image size of 224 × 224 and an SGD optimizer, which had a loss of 1.23 and an accuracy of 86.93%, was selected as the preferred option. The results of this study offer robust tools for automatic olive sorting systems, simplifying the differentiation of olives at various ripening levels for different post-harvest products.
处于不同成熟阶段的橄榄果会产生不同的食用橄榄产品和橄榄油品质。因此,开发一种有效的方法,根据橄榄果的成熟阶段对其进行识别和分类,可以极大地促进采后加工。本研究介绍了一种自动计算机视觉系统,该系统利用深度学习技术,通过彩色图像将伊朗 "Roghani "橄榄栽培品种分为五个成熟阶段。开发的模型采用基于 Xception 架构的卷积神经网络(CNN)和迁移学习以及 ImageNet 权重作为基础网络。通过在最后一层添加一些著名的 CNN 层,对模型进行了修改。为了尽量减少过拟合并增强模型的通用性,采用了数据增强技术。通过考虑不同的优化器和两种图像大小,最终生成了四个候选模型。然后,就测试数据集上的损失和准确率、分类性能(分类报告和混淆矩阵)以及通用性对这些模型进行了比较。所有四个候选模型的准确率都很高,从 86.93% 到 93.46%,分类性能也相当。在所有模型中,至少有一个类别的识别准确率达到了 100%。不过,考虑到过拟合的风险以及网络的稳定性,有两个模型被放弃。最后,一个图像大小为 224 × 224 的模型和一个 SGD 优化器被选为首选方案,该模型的损失为 1.23,准确率为 86.93%。这项研究的结果为橄榄自动分拣系统提供了强大的工具,简化了不同采后产品中不同成熟度橄榄的分拣工作。
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引用次数: 0
Automatic Control and System Theory and Advanced Applications—Volume 2 自动控制与系统理论及高级应用-第 2 卷
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-29 DOI: 10.3390/inventions9010005
Luigi Fortuna, A. Buscarino
The aim of the Special Issue on Automatic Control and System Theory and Advanced Applications, the second volume of a previous paper selection, is to emphasize the role of new inventions in the area of automatic control applications [...]
自动控制与系统理论及高级应用》特刊是上一论文选集的第二卷,其目的是强调新发明在自动控制应用领域的作用 [...]
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引用次数: 0
Large-Scale BESS for Damping Frequency Oscillations of Power Systems with High Wind Power Penetration 大型 BESS 用于阻尼高风电渗透率电力系统的频率振荡
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-26 DOI: 10.3390/inventions9010003
Shami Ahmad Assery, Xiao-Ping Zhang, Nan Chen
With the high penetration of renewable energy into power grids, frequency stability and oscillation have become big concerns due to the reduced system inertia. The application of the Battery Energy Storage System (BESS) is considered one of the options to deal with frequency stability and oscillation. This paper presents a strategy to size, locate, and operate the BESS within the power grid and, therefore, investigate how sizing capacity is related to renewable energy penetration levels. This paper proposes an identification method to determine the best location of the BESS using the Prony method based on system oscillation analysis, which is easy to implement based on measurements while actual physical system models are not required. The proposed methods for BESS size and location are applied using MATLAB/Simulink simulation software (version: R2023a) on the Kundur 2-area 11-bus test system with different renewable energy penetration levels, and the effectiveness of the applied method in enhancing frequency stability is illustrated in the study cases. The case studies showed a significant improvement in steady-state frequency deviation, frequency nadir, and ROCOF after implementing BESS at the selected bus. The integration of BESS can help to avoid Under-frequency Load Shedding (UFLS) by proper selections of size, location, and operating strategy of the BESS within the power grid.
随着可再生能源在电网中的高渗透率,由于系统惯性的减小,频率稳定性和振荡已成为人们关注的焦点。电池储能系统(BESS)的应用被认为是解决频率稳定和振荡问题的备选方案之一。本文介绍了电网中电池储能系统的大小、定位和运行策略,并因此研究了容量大小与可再生能源渗透水平的关系。本文提出了一种识别方法,利用基于系统振荡分析的 Prony 方法确定 BESS 的最佳位置,这种方法很容易在测量的基础上实现,而不需要实际的物理系统模型。利用 MATLAB/Simulink 仿真软件(版本:R2023a),在具有不同可再生能源渗透水平的 Kundur 2 区域 11 总线测试系统上应用了所提出的 BESS 大小和位置确定方法,并在研究案例中说明了所应用方法在增强频率稳定性方面的有效性。案例研究表明,在选定的母线上安装 BESS 后,稳态频率偏差、频率低点和 ROCOF 均有明显改善。通过适当选择 BESS 在电网中的大小、位置和运行策略,BESS 的集成有助于避免欠频甩负荷(UFLS)。
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引用次数: 0
An Approach for Using a Tensor-Based Method for Mobility-User Pattern Determining 基于张量的移动用户模式识别方法
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-21 DOI: 10.3390/inventions9010001
I. Ashaev, Ildar A. Safiullin, Artur K. Gaysin, Adel F. Nadeev, Alexey A. Korobkov
Modern mobile networks exhibit a complex heterogeneous structure. To enhance the Quality of Service (QoS) in these networks, intelligent control mechanisms should be implemented. These functions are based on the processing of large amounts of data and feature extraction. One such feature is information about user mobility. However, directly determining user mobility remains challenging. To address this issue, this study proposes an approach based on multi-linear data processing. The user mobility is proposed to determine, using the multi-linear data, about the changing of the Signal-to-Interference-plus-Noise-Ratio (SINR). SINR varies individually for each user over time, relative to the network’s base stations. It is natural to represent these data as a tensor. A tensor-based preprocessing step employing Canonical Polyadic Decomposition (CPD) is proposed to extract user mobility information and reduce the data volume. In the next step, using the DBSCAN algorithm, users are clustered according to their mobility patterns. Subsequently, users are clustered based on their mobility patterns using the DBSCAN algorithm. The proposed approach is evaluated utilizing data from Network Simulator 3 (NS-3), which simulates a portion of the mobile network. The results of processing these data using the proposed method demonstrate superior performance in determining user mobility.
现代移动网络呈现出复杂的异构结构。为提高这些网络的服务质量(QoS),应实施智能控制机制。这些功能基于对大量数据的处理和特征提取。其中一个特征就是有关用户移动性的信息。然而,直接确定用户移动性仍然具有挑战性。为解决这一问题,本研究提出了一种基于多线性数据处理的方法。利用多线性数据,用户移动性可用于确定信号干扰比(SINR)的变化。相对于网络基站,每个用户的 SINR 会随时间单独变化。用张量表示这些数据是很自然的。我们提出了一个基于张量的预处理步骤,即采用 Canonical Polyadic Decomposition (CPD) 来提取用户移动信息并减少数据量。下一步,利用 DBSCAN 算法,根据用户的移动模式对其进行聚类。随后,使用 DBSCAN 算法根据用户的移动模式对其进行聚类。我们利用网络模拟器 3(NS-3)的数据对所提出的方法进行了评估,该模拟器模拟了部分移动网络。使用所提方法处理这些数据的结果表明,该方法在确定用户移动性方面表现出色。
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引用次数: 0
Development and Application of an Open Power Meter Suitable for NILM 适合 NILM 的开放式功率计的开发与应用
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-21 DOI: 10.3390/inventions9010002
C. Rodríguez-Navarro, Francisco Portillo, Fernando Martínez, F. Manzano-Agugliaro, A. Alcayde
In the context of the global energy sector’s increasing reliance on fossil fuels and escalating environmental concerns, there is an urgent need for advancements in energy monitoring and optimization. Addressing this challenge, the present study introduces the Open Multi Power Meter, a novel open hardware solution designed for efficient and precise electrical measurements. This device is engineered around a single microcontroller architecture, featuring a comprehensive suite of measurement modules interconnected via an RS485 bus, which ensures high accuracy and scalability. A significant aspect of this development is the integration with the Non-Intrusive Load Monitoring Toolkit, which utilizes advanced algorithms for energy disaggregation, including Combinatorial Optimization and the Finite Hidden Markov Model. Comparative analyses were performed using public datasets alongside commercial and open hardware monitors to validate the design and capabilities of this device. These studies demonstrate the device’s notable effectiveness, characterized by its simplicity, flexibility, and adaptability in various energy monitoring scenarios. The introduction of this cost-effective and scalable tool marks a contribution to the field of energy research, enhancing energy efficiency practices. This research provides a practical solution for energy management and opens advancements in the field, highlighting its potential impact on academic research and real-world applications.
在全球能源行业日益依赖化石燃料和环境问题不断升级的背景下,迫切需要在能源监测和优化方面取得进展。为应对这一挑战,本研究引入了开放式多功率计,这是一种新型的开放式硬件解决方案,专为高效、精确的电气测量而设计。该设备围绕单一微控制器架构设计,具有一整套通过 RS485 总线互连的测量模块,可确保高精度和可扩展性。这项开发的一个重要方面是与非侵入式负荷监测工具包的集成,该工具包采用了先进的能源分解算法,包括组合优化和有限隐马尔可夫模型。为了验证该设备的设计和功能,我们使用公共数据集以及商用和开放式硬件监控器进行了对比分析。这些研究证明了该设备的显著效果,其特点是简单、灵活,并能适应各种能源监测场景。这种具有成本效益和可扩展性的工具的推出,标志着对能源研究领域的贡献,从而提高了能源效率。这项研究为能源管理提供了一个实用的解决方案,开启了该领域的进步,凸显了其对学术研究和实际应用的潜在影响。
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引用次数: 0
Evaluation of a Serrated Edge to Mitigate the Adverse Effects of a Backward-Facing Step on an Airfoil 评估用锯齿边减轻机翼后向台阶的不利影响
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.3390/inventions8060160
Real J. Kc, Trevor C. Wilson, Aaron S. Alexander, Jamey D. Jacob, Nicholas A. Lucido, B. Elbing
Backward-facing steps are commonly formed on wings and blades due to misalignment between segments or the addition of protective films. A backward-facing step (BFS) is known to degrade the airfoil performance. To mitigate these adverse effects, a three-dimensional low-profile serrated pattern (termed sBFS) was applied downstream of a BFS on an LA203A profile airfoil. The model drag was determined from wake surveys using a traversing Pitot-static probe within a subsonic wind tunnel operating at a chord-based Reynolds number of 300,000. The airfoil spanned the wind tunnel width (914 mm) and had a 197 mm chord length. Four different sBFS configurations were tested, each formed by applying a 1 mm thick film around the model leading edge. In addition, a BFS at various chord locations and a clean wing (i.e., no film applied) were tested for reference. The sBFS was able to reduce the drag relative the BFS by up to 8–10%, though not outperforming the clean wing configuration. In addition, the wake surveys showed the sBFS produced strong coherent structures that persist into the far-wake region (five chord length downstream of the model) with a scale that was much larger than the step height. Additionally, a computational study was carried out to further examine the flow behavior on the airfoil that produced the coherent structures. This showed that fluid near the surface gets entrained towards the sBFS downstream tip of the sBFS, which creates the initial rotation of these coherent structures that persist into the far-wake region.
机翼和叶片上通常会形成向后的台阶,原因是翼段之间不对齐或添加了保护膜。众所周知,后向台阶(BFS)会降低机翼的性能。为了减轻这些不利影响,我们在 LA203A 型翼面的 BFS 下游应用了三维低剖面锯齿图案(称为 sBFS)。模型阻力是通过在亚音速风洞中使用横向皮托管静态探头进行尾流测量确定的,风洞中的弦基雷诺数为 300,000。机翼横跨风洞宽度(914 毫米),弦长 197 毫米。测试了四种不同的 sBFS 配置,每种配置都是在模型前缘周围贴上一层 1 毫米厚的薄膜。此外,还测试了不同弦线位置的 BFS 和清洁机翼(即未贴膜)作为参考。sBFS 能够将相对于 BFS 的阻力减少高达 8-10%,但并不优于清洁机翼配置。此外,尾流调查显示,sBFS 产生了强烈的相干结构,这些结构持续到远翼区域(模型下游五个弦长),其尺度远远大于阶梯高度。此外,还进行了计算研究,以进一步检查产生相干结构的机翼上的流动行为。结果表明,表面附近的流体被夹带到 sBFS 的下游顶端,从而产生了这些相干结构的初始旋转,并一直持续到远翼区域。
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引用次数: 0
Using Functionally Redundant Inertial Measurement Units to Increase Reliability and Ensure Fault Tolerance 使用功能冗余惯性测量单元提高可靠性并确保容错性
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-18 DOI: 10.3390/inventions8060159
Ivan M. Kuznetsov, Konstantin K. Veremeenko, Maxim V. Zharkov, Andrey N. Pronkin
This paper aims to assess the possibility of using functionally redundant inertial units to solve problems of increasing reliability and ensuring the fault tolerance of the various classes and purposes of aircraft navigation systems. We present the results of studying failure detection methods to improve the accuracy and reliability of a strapdown functionally redundant inertial unit. The resulting structural redundancy of the strapdown inertial measurement unit is designed to increase the fault tolerance and accuracy of strapdown inertial navigation systems. The methods for detecting sensor failures in functionally redundant inertial units are based on the use of the equations of functionally redundant inertial unit compliance to nominal requirements for the accuracy of measuring the input action vector. To describe the methods for detecting and eliminating failed sensor and algorithm designs based on them, we gave the mathematical models of the measurement vector of functionally redundant inertial units concerning the measured vector and the error identification condition, including the residual of the matching equations with the size due to the level of redundancy, determining the total number of matching equations. The main criterion for determining a failed sensor is non-compliance with the nominal value of the residual included in a certain number of matching equations of the information received from such meters. The developed algorithms are examined using simulation methods. The study of the selected structure of the functionally redundant inertial units shows that the proposed approaches are efficient. Also, we manage to identify the main characteristics of the algorithms for detecting sensor failures that are structurally a part of the functionally redundant inertial units.
本文旨在评估使用功能冗余惯性单元的可能性,以解决提高可靠性和确保不同级别和用途的飞机导航系统容错性的问题。我们介绍了对故障检测方法的研究结果,以提高带下功能冗余惯性单元的精度和可靠性。捆绑式惯性测量单元的结构冗余旨在提高捆绑式惯性导航系统的容错性和准确性。检测功能冗余惯性单元传感器故障的方法是基于使用功能冗余惯性单元符合测量输入动作矢量精度额定要求的方程。为了描述检测和消除失效传感器的方法以及基于这些方法的算法设计,我们给出了功能冗余惯性单元测量矢量的数学模型,涉及测量矢量和误差识别条件,包括因冗余程度而大小不同的匹配方程的残差,确定匹配方程的总数。确定传感器故障的主要标准是,从这些仪表接收到的信息中,一定数量的匹配方程所包含的残差不符合标称值。使用模拟方法对所开发的算法进行了检验。对所选功能冗余惯性单元结构的研究表明,所建议的方法是有效的。此外,我们还设法确定了用于检测传感器故障的算法的主要特点,这些故障在结构上属于功能冗余惯性单元的一部分。
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引用次数: 0
Global Navigation Satellite System Spoofing Detection in Inertial Satellite Navigation Systems 惯性卫星导航系统中的全球导航卫星系统欺骗检测
IF 3.4 Q2 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-12-16 DOI: 10.3390/inventions8060158
Maxim V. Zharkov, Konstantin K. Veremeenko, Ivan M. Kuznetsov, A. Pronkin
The susceptibility of global navigation satellite systems (GNSSs) to interference significantly limits the possibility of their use. From the standpoint of possible consequences, the most dangerous interference is the so-called spoofing. Simultaneously, in most cases of GNSS use, an inertial navigation system (INS) or an attitude and heading reference system (AHRS) is also present on the board of mobile objects. In this regard, the research goal is to assess the possibility of detecting GNSS spoofing in inertial satellite navigation systems. This paper examines the method for detecting GNSS spoofing by combining a pair of commercially available GNSS receivers and antennas with an INS or AHRS. The method is based on a comparison of the double differences of GNSS carrier phase measurements performed by receivers under conditions of resolved integer ambiguity and the values of the range double differences predicted using an INS. GNSS carrier phase integer ambiguity can be resolved using a strapdown inertial navigation system (SINS) or AHRS data. The mathematical model of GNSS phase difference measurements and the SINS-predicted satellite range differences model are given. The proposed algorithm calculates the moving average of the residuals between the SINS-predicted satellite range double differences and the measured GNSS carrier phase double differences. The primary criterion for spoofing detection is the specified threshold excess of the moving average of the double difference residuals. Experimental studies are performed using simulation and hardware-in-the-loop simulation. The experimental results allow us to evaluate the efficiency of the proposed approach and estimate the potential characteristics of the spoofing detection algorithm based on it.
全球导航卫星系统易受干扰,这极大地限制了其使用的可能性。从可能造成的后果来看,最危险的干扰是所谓的欺骗。与此同时,在使用全球导航卫星系统的大多数情况下,移动物体上还装有惯性导航系统(INS)或姿态和航向参考系统(AHRS)。在这方面,研究目标是评估在惯性卫星导航系统中检测全球导航卫星系统欺骗的可能性。本文研究了通过将一对商用全球导航卫星系统接收器和天线与 INS 或 AHRS 相结合来检测全球导航卫星系统欺骗的方法。该方法基于接收器在已解决的整数模糊条件下进行的 GNSS 载波相位测量的双差值与使用 INS 预测的测距双差值的比较。全球导航卫星系统载波相位整数模糊性可通过带下惯性导航系统(SINS)或 AHRS 数据来解决。给出了 GNSS 相位差测量的数学模型和 SINS 预测的卫星测距差模型。提出的算法计算 SINS 预测的卫星测距双差与测得的 GNSS 载波相位双差之间残差的移动平均值。欺骗检测的主要标准是双差残差移动平均值的指定阈值超出部分。实验研究是通过模拟和硬件在环仿真进行的。实验结果使我们能够评估所提出方法的效率,并估计基于该方法的欺骗检测算法的潜在特征。
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引用次数: 0
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Inventions
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