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E-SDHGN: A Multifunction Radar Working Mode Recognition Framework in Complex Electromagnetic Environments E-SDHGN:复杂电磁环境下的多功能雷达工作模式识别框架
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-09 DOI: 10.1049/rsn2.70025
Minhong Sun, Hangxin Chen, Zhangyi Shao, Zhaoyang Qiu, Zhenyin Wen, Deguo Zeng

A multifunction radar (MFR) can operate in multiple modes and perform various tasks such as surveillance, detection, fire control, search and tracking. Recognising an MFR's operating mode is critical in electronic warfare and intelligence reconnaissance, aiding practical threat assessment and countermeasure tasks. However, current recognition methods face challenges such as overlapping parameters among working modes and suboptimal recognition accuracy under conditions with parameter errors, missing pulses and false pulses. Spurred by these concerns, this paper proposes an entropy-enhanced spatial-deformable hybrid multiscale group network (E-SDHGN) to recognise the operating mode of an MFR and address these challenges. E-SDHGN employs multidimensional entropy computations to construct robust features and integrates deformable convolution and positional encoding to enhance the model's ability to capture complex features. Additionally, it enhances feature extraction and fusion within the dynamic shared residual network (DSRN) module by integrating KAN modules and hybrid weight-sharing strategies. Additionally, an adaptive margin feature module based on attention mechanisms improves classification accuracy in overlapping parameter conditions. Experimental results demonstrate that E-SDHGN achieves superior recognition accuracy and robustness, even under challenging parameter errors, missing pulses and false pulses. This underscores its value for applications in complex electromagnetic environments.

多功能雷达(MFR)可以在多种模式下工作,并执行各种任务,如监视、探测、火控、搜索和跟踪。识别MFR的工作模式在电子战和情报侦察中至关重要,有助于实际威胁评估和对抗任务。然而,现有的识别方法在存在参数误差、缺失脉冲和假脉冲的情况下,存在工作模式间参数重叠以及识别精度不理想等问题。在这些问题的刺激下,本文提出了一种熵增强的空间变形混合多尺度群网络(E-SDHGN)来识别MFR的运行模式并解决这些挑战。E-SDHGN采用多维熵计算构建鲁棒特征,并结合可变形卷积和位置编码增强模型捕捉复杂特征的能力。此外,通过集成KAN模块和混合权值共享策略,增强动态共享残差网络(DSRN)模块的特征提取和融合。此外,基于注意机制的自适应边缘特征模块提高了参数重叠条件下的分类精度。实验结果表明,即使在具有挑战性的参数误差、缺失脉冲和假脉冲情况下,E-SDHGN也能取得较好的识别精度和鲁棒性。这强调了它在复杂电磁环境中的应用价值。
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引用次数: 0
Multitask Learning Approaches Towards Drone Characterisation With Radar 无人机雷达特征多任务学习方法
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-04 DOI: 10.1049/rsn2.70012
Apostolos Pappas, Jacco J. M. de Wit, Francesco Fioranelli, Bas Jacobs

For the effective deployment of countermeasures against drones, information on their intent is crucial. There are several indicators for a drone's intent, for example, its size, payload and behaviour. In this paper, a method is proposed to estimate two or more of the following four indicators: a drone's wing type, its number of rotors, the presence of a payload and its mean rotor rotation rate. Specifically, three multitask learning (MTL) approaches are analysed for the simultaneous estimation of several of these indicators based on radar micro-Doppler spectrograms. MTL refers to training neural networks simultaneously for multiple related tasks. The assumption is that if tasks share features between them, an MTL model is easier to train and has improved generalisation capabilities as compared to separately trained single-task neural networks. The proposed MTL approaches are validated with experimental data and in a variety of combined classification and regression tasks. The results show that MTL approaches can provide improvement in several tasks compared with conventional approaches.

为了有效地部署针对无人机的对策,有关其意图的信息至关重要。无人机的意图有几个指标,例如,它的大小,有效载荷和行为。本文提出了一种方法来估计以下四个指标中的两个或多个:无人机的机翼类型,旋翼数量,有效载荷的存在和平均旋翼转速。具体来说,分析了基于雷达微多普勒谱图同时估计这些指标的三种多任务学习(MTL)方法。MTL是指同时训练多个相关任务的神经网络。假设任务之间共享特征,与单独训练的单任务神经网络相比,MTL模型更容易训练,并且具有更好的泛化能力。提出的MTL方法用实验数据和各种组合分类和回归任务进行了验证。结果表明,与传统方法相比,MTL方法在一些任务上可以提供改进。
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引用次数: 0
Three-Dimensional Isotropic Power Reception Via Spherical Transmission Antenna and Linearly Polarised Receiver Antenna 球面发射天线和线极化接收天线的三维各向同性功率接收
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-04-03 DOI: 10.1049/rsn2.70016
David Alan Garren

A commonly invoked concept in radar and communications theory is that of a hypothetical three-dimensional (3D) omnidirectional isotropic transmission antenna for which the output radiative power depends only on the spherical radial distance from the subject antenna to a given observation point and is independent of the spherical angular coordinates. In the present investigation, a similar transmitter-receiver antenna system is developed for which the collected power of a linearly polarised receiver antenna depends only on the spherical radial distance from a specially designed transmission antenna to this receiver antenna and is independent of the spherical angular coordinates. This system design capitalises on the radiative properties of a particular spherical transmission antenna that is characterised by azimuthal rotation of the radiative fields and power pattern. This property of 3D isotropic power reception applies exactly in the near field, far field and all intermediate ranges from the spherical transmitter to the linearly polarised receiver. Likewise, this 3D isotropic receive power property is applicable for all radio frequency (RF) wavelengths, both larger and smaller than the radius of the spherical transmission antenna. This proposed antenna system concept could offer utility in multiple applications, including communications beaconing and radar surveillance.

雷达和通信理论中一个常用的概念是假设的三维(3D)全向各向同性传输天线,其输出辐射功率仅取决于从目标天线到给定观测点的球面径向距离,而与球面角坐标无关。在本研究中,开发了一种类似的收发天线系统,其中线极化接收天线的收集功率仅取决于从特殊设计的发射天线到该接收天线的球面径向距离,而与球角坐标无关。该系统设计利用了一种特殊的球形传输天线的辐射特性,其特点是辐射场和功率方向图的方位旋转。3D各向同性功率接收的这一特性适用于近场、远场以及从球形发射机到线偏振接收机的所有中间范围。同样,这种3D各向同性接收功率特性适用于所有射频(RF)波长,无论是大于还是小于球形传输天线的半径。提出的天线系统概念可以在多种应用中提供效用,包括通信信标和雷达监视。
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引用次数: 0
Characterisation of Resident Space Objects and Synchronisation Error Compensation in Multistatic Interferometric Inverse Synthetic Aperture Radar Imaging 多静干涉逆合成孔径雷达成像中驻留空间目标的特性及同步误差补偿
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-29 DOI: 10.1049/rsn2.70014
Manjunath Thindlu Rudrappa, Martin Käske, Marcus Albrecht, Peter Knott

This article presents a study on interferometric inverse synthetic aperture radar (ISAR) for three-dimensional imaging and rotational velocity estimation. The study focuses on synchronisation error compensation in a multistatic setup with three ground-based radars and non-orthogonal baselines. The simulation involves CAD models of non-cooperative targets in Keplerian orbits with different orbital parameters, and radar backscattering along the orbit is simulated based on physical optics approximation. The paper also illustrates the signal processing chain for synchronisation error compensation and the generation of interferometric pointclouds for the resident space object models in orbit. The study includes multilabel classification and performance analysis of synchronisation error compensation at varying SNR using Monte Carlo simulations. The interferometric reconstruction and classification accuracy at low SNR conditions is enhanced using multiple receiver or multi channel fusion and the performance of the fusion algorithm is evaluated at varying noise correlation between the fused channels or receivers.

本文研究了用于三维成像和转速估计的干涉型逆合成孔径雷达(ISAR)。研究了基于非正交基线的三台地面雷达的多基地同步误差补偿问题。采用不同轨道参数的开普勒轨道非合作目标CAD模型进行仿真,并基于物理光学近似模拟雷达沿轨道的后向散射。文中还阐述了在轨驻留空间目标模型同步误差补偿和干涉点云生成的信号处理链。该研究包括多标签分类和使用蒙特卡罗模拟在不同信噪比下同步误差补偿的性能分析。采用多接收机或多信道融合提高了低信噪比条件下的干涉重建和分类精度,并在融合信道或接收机之间不同的噪声相关性下对融合算法的性能进行了评价。
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引用次数: 0
Radar Intelligent Game Anti-Jamming Strategy Optimisation Based on Jamming Behaviour Inference and Active Induction 基于干扰行为推理和主动感应的雷达智能博弈抗干扰策略优化
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-26 DOI: 10.1049/rsn2.70021
Yunzhu Wang, Xiongjun Fu, Jian Dong, Zhichun Zhao

With the intelligent development of electronic countermeasures, the more complex and intense countermeasure environment poses a severe challenge to the anti-jamming ability of radar. Aiming at the scene where radar detects and tracks targets, this paper proposes an optimisation method of a radar intelligent game anti-jamming strategy based on the inference and induction of jamming behaviour with an OODA (observation, orientation, decision and action) loop. Firstly, the strategy selection of the OODA loop decision process of the jammer is optimised so that the jammer can predict radar behaviour. Secondly, the radar is given the ability to perceive the jammer strategy and infer the decision-making ability of the jammer, and the radar behaviour with inductive ability is selected to generate the cover pulse so that the radar can recover the detection in time under the disadvantage situation, and the OODA loop cycle speed is improved under the advantage situation. At the same time, the judgement link of the jammer OODA loop is destroyed and the jammer's decision is induced to meet the radar expectation, and the success probability of the radar game against the intelligent jammer is improved comprehensively.

随着电子对抗的智能化发展,越来越复杂、激烈的对抗环境对雷达的抗干扰能力提出了严峻的挑战。针对雷达探测和跟踪目标的场景,提出了一种基于OODA(观察、定位、决策和行动)回路的干扰行为推理和归纳的雷达智能博弈抗干扰策略优化方法。首先,优化了干扰机OODA环路决策过程的策略选择,使干扰机能够预测雷达的行为。其次,赋予雷达感知干扰者策略和推断干扰者决策能力的能力,选择具有感应能力的雷达行为产生掩蔽脉冲,使雷达在劣势情况下及时恢复探测,在优势情况下提高OODA循环速度;同时,破坏干扰机OODA回路的判断环节,诱导干扰机做出符合雷达期望的决策,全面提高了雷达对抗智能干扰机的博弈成功率。
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引用次数: 0
Ambiguity and area preserving linear transformations in over-the-horizon radar 超视距雷达的模糊和保面积线性变换
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-25 DOI: 10.1049/rsn2.70005
Stephen D. Howard, Van Khanh Nguyen

The use of recurrent waveforms in over-the-horizon radar (OTHR) necessitates techniques for ambiguity resolution and manipulation. This paper provides a number of techniques for manipulating the shape of radar ambiguity functions. A new and simple characterisation of the radar ambiguity function is introduced in terms of twisted convolution. It is shown that the ambiguity function of any waveform can be transformed by any desired area preserving linear transformation of the delay-Doppler plane. Furthermore, given the desired delay-Doppler transformation, the corresponding waveform transformation can be explicitly constructed through the factorisation of 2×2 $2times 2$ matrices. Among other applications of this theory, it is shown that the usual OTHR phase and frequency coding techniques used for range-folded spread Doppler clutter mitigation, which induce an approximate Doppler shearing of delay-Doppler plane, can be replaced by chirp modulating the recurrent waveform. These non-recurrent chirped waveforms induce an exact Doppler shearing and lead to simpler and more robust signal processing of the returns.

在超视距雷达(OTHR)中使用循环波形需要模糊分辨率和操纵技术。本文提供了一些操纵雷达模糊函数形状的技术。提出了一种新的、简单的雷达模糊度函数的扭曲卷积表征方法。结果表明,任意波形的模糊函数都可以用延时多普勒平面的任意保面积线性变换进行变换。此外,给定期望的延迟-多普勒变换,相应的波形变换可以通过2 × 2$ 2乘以2$矩阵的因式分解来显式构建。在该理论的其他应用中,表明用于距离折叠扩展多普勒杂波抑制的通常的OTHR相位和频率编码技术可以用啁啾调制循环波形代替,这种技术会引起延迟多普勒平面的近似多普勒剪切。这些非重复啁啾波形诱导精确的多普勒剪切,并导致更简单和更稳健的信号处理返回。
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引用次数: 0
Distributed Joint Emitter Detection and Tracking With Parallel Consensus on Likelihood and Prediction 基于似然与预测并行一致性的分布式联合辐射源检测与跟踪
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-25 DOI: 10.1049/rsn2.70010
Tao Liang, Huaguo Zhang, Ping Wei

Passive localisation and tracking of a radio emitter is of significant interest for both civilian and defence applications. Among the existing methods, received signal strength indicator (RSSI)-based localisation is widely used due to its low cost and simplicity. However, most RSSI-based techniques make simplifying assumptions, such as relying on basic path-loss models and presuming the emitter has already been detected, overlooking complex environmental effects like shadowing caused by obstacles. These limitations hinder the practical application of RSSI-based methods. In this paper, we propose an advanced RSSI-based framework for joint detection and tracking (JDT) of a radio emitter, integrating a more accurate propagation model that accounts for both path-loss and shadowing effects. The emitter is modelled as a Bernoulli random finite set (RFS) characterised by its existence probability (EP) and spatial probability density function (SPDF), addressing the challenges of emitter detection uncertainty. A key innovation of this paper is the development of a fully distributed JDT algorithm, which overcomes the computational and communication challenges associated with centralised tracking systems. The proposed algorithm leverages parallel consensus on likelihood and prediction (PCLP), allowing for scalable and efficient operation across sensor networks. Simulation results validate the proposed method's performance in real-time emitter tracking.

无线电发射器的无源定位和跟踪对于民用和国防应用都具有重要意义。在现有的定位方法中,基于接收信号强度指示器(RSSI)的定位方法以其成本低、简单等优点得到了广泛的应用。然而,大多数基于rssi的技术都简化了假设,例如依赖基本的路径损耗模型并假设发射器已经被探测到,忽略了复杂的环境影响,如障碍物造成的阴影。这些限制阻碍了基于rssi方法的实际应用。在本文中,我们提出了一个先进的基于rssi的无线电发射器联合探测和跟踪(JDT)框架,集成了一个更精确的传播模型,该模型考虑了路径损失和阴影效应。将发射器建模为具有存在概率(EP)和空间概率密度函数(SPDF)特征的伯努利随机有限集(RFS),解决了发射器检测不确定性的挑战。本文的一个关键创新是开发了一种完全分布式的JDT算法,该算法克服了与集中式跟踪系统相关的计算和通信挑战。提出的算法利用并行共识的可能性和预测(PCLP),允许跨传感器网络的可扩展和高效操作。仿真结果验证了该方法的实时性。
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引用次数: 0
A X-Ray Pulsar/Inter-Satellite Ranging/Landmark Integrated Navigation Method for Deep Space Exploration 用于深空探测的 X 射线脉冲星/卫星间测距/地标综合导航方法
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-21 DOI: 10.1049/rsn2.70018
Shuting Wang, Yuqi Guo, Xiao Chen, Jun Xu, Xin Ma

To improve the autonomous navigation accuracy of the Mars probe, a navigation method for orbit around mars using an auxiliary satellite and absolute and relative position information of x-ray pulsars/inter-satellite ranging/landmark integrated navigation is proposed in this paper. In this method, the Mars probe and the auxiliary satellite simultaneously observe the same x-ray pulsar, and the difference in pulse arrival time (TDOA) is calculated by comparing their observations. The states of both the spacecraft and the auxiliary satellite are estimated by integrating the prior known position of the auxiliary satellite. To address systematic errors that remain constant over short periods—such as those introduced by the spacecraft's measurement instruments and satellite systems—these constant errors are incorporated into the state model to improve estimation and prediction accuracy. Moreover, to further enhance navigation precision, the approach integrates x-ray pulsar navigation, inter-satellite ranging, and landmark-based navigation thereby improving system robustness. This approach demonstrates a significant reduction in errors, such as pulsar ephemeris inaccuracies and satellite clock drift, compared to traditional pulsar-based navigation methods. Simulation results confirm the effectiveness of the proposed method in enhancing navigation performance.

为了提高火星探测器的自主导航精度,提出了一种利用辅助卫星和x射线脉冲星绝对相对位置信息/星间测距/地标组合导航的绕火星轨道导航方法。该方法由火星探测器和辅助卫星同时观测同一颗x射线脉冲星,通过对比观测结果计算脉冲到达时间(TDOA)差值。通过对辅助卫星的先验已知位置进行积分,估计航天器和辅助卫星的状态。为了解决在短时间内保持恒定的系统误差,例如由航天器的测量仪器和卫星系统引入的系统误差,这些恒定误差被纳入状态模型,以提高估计和预测的精度。此外,为了进一步提高导航精度,该方法集成了x射线脉冲星导航、星间测距和地标导航,从而提高了系统的鲁棒性。与传统的基于脉冲星的导航方法相比,这种方法可以显著减少误差,例如脉冲星星历的不准确性和卫星时钟漂移。仿真结果验证了该方法在提高导航性能方面的有效性。
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引用次数: 0
Multistatic Localisation in Passive Radar System for LEO Space Objects Observation Using Terrestrial Illuminators and LOFAR Radio Telescope 利用地面照明器和LOFAR射电望远镜观测低轨道空间目标的被动雷达系统多静态定位
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-19 DOI: 10.1049/rsn2.70009
Konrad Jędrzejewski, Mateusz Malanowski, Marek Płotka, Krzysztof Kulpa, Mariusz Pożoga

The paper introduces and discusses the concept and findings of experimental trials focused on the passive multistatic radar localisation of low-Earth orbit (LEO) space objects using terrestrial illuminators and a LOFAR (LOw-Frequency ARray) radio telescope. In the considered solution, commercial terrestrial digital radio transmitters operating in the VHF band served as illuminators of opportunity, whereas the LOFAR radio telescope was employed as a surveillance receiver. The extensive antenna array of the LOFAR radio telescope enables the detection of relatively weak echo signals reflected from space objects moving in LEO. Reference signals were captured using software-defined radio receivers placed near the illuminators of opportunity. By combining bistatic measurement results from three pairs of illuminator-receiver, the position of a space object was estimated in a Cartesian coordinate system. The experimental results validate the feasibility of determining the position of space objects using a passive radar system that employs antenna arrays, such as the one in the LOFAR radio telescope, along with commercial terrestrial transmitters as illuminators of opportunity. The results of the performed simulations confirmed the accuracy of the object position estimation achieved in real-life experiments.

本文介绍并讨论了利用地面照明器和低频阵列射电望远镜对低地球轨道(LEO)空间物体进行被动多基地雷达定位的实验试验的概念和结果。在考虑的解决方案中,在甚高频波段工作的商业地面数字无线电发射机作为机会的照明器,而LOFAR射电望远镜被用作监视接收器。LOFAR射电望远镜的广泛天线阵列能够探测到在LEO中移动的空间物体反射的相对较弱的回波信号。参考信号是通过放置在机遇号照明器附近的软件定义无线电接收器捕获的。结合三对照接收机的双基地测量结果,在直角坐标系下估计空间目标的位置。实验结果验证了使用无源雷达系统确定空间物体位置的可行性,该系统采用天线阵列,如LOFAR射电望远镜中的天线阵列,以及商用地面发射器作为机会照明器。仿真结果证实了实际实验中目标位置估计的准确性。
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引用次数: 0
A Robust Stochastic Modelling Approach for Tight Integration of Precise Point Positioning and Ultra-Wide Band 高精度点定位与超宽带紧密结合的鲁棒随机建模方法
IF 1.5 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-03-14 DOI: 10.1049/rsn2.70015
Tonghui Shen, Changsheng Cai, Wenping Jin

An accurate stochastic model is essential for achieving high-accuracy positioning solutions in the global navigation satellite system (GNSS) precise point positioning (PPP)/ultra-wide band (UWB) tightly coupled (TC) integration. Conventionally, a priori variances are used in the PPP/UWB TC integration to determine the weights of observations. However, a priori variances are difficult to obtain in complex environments since the stochastic characteristics of different observations depend heavily on environmental conditions. By contrast, the variance component estimation (VCE) method can provide a more accurate stochastic model by estimating the measurement uncertainties of different types of observations. Nevertheless, the VCE is susceptible to measurements' outliers and low redundancy in complex observation environments. To address these issues, a robust stochastic modelling approach for PPP/UWB TC integration is proposed by optimising the VCE with a robust estimation strategy and an adaptive moving window filter technique. Two kinematic experiments are conducted in signal-obstructed environments to validate the stochastic modelling approach. Results demonstrate that the three-dimensional (3D) positioning accuracy in the PPP/UWB TC integration is improved by over 47% after VCE optimisation. Compared to the a priori variance-based stochastic model, the robust stochastic modelling approach improves the 3D positioning accuracy by over 27%.

在全球卫星导航系统(GNSS)精确点定位(PPP)/超宽带(UWB)紧密耦合(TC)集成中,精确的随机模型是实现高精度定位的关键。传统上,在PPP/UWB TC集成中使用先验方差来确定观测值的权重。然而,由于不同观测值的随机特征在很大程度上取决于环境条件,因此在复杂环境中很难获得先验方差。相比之下,方差分量估计(VCE)方法可以通过估计不同类型观测值的测量不确定性来提供更精确的随机模型。然而,在复杂的观测环境中,VCE容易受到测量异常值和低冗余的影响。为了解决这些问题,提出了一种用于PPP/UWB TC集成的鲁棒随机建模方法,该方法通过鲁棒估计策略和自适应移动窗口滤波技术优化VCE。在信号干扰环境下进行了两个运动学实验,验证了随机建模方法。结果表明,经过VCE优化后,PPP/UWB TC集成中的三维定位精度提高了47%以上。与基于先验方差的随机模型相比,鲁棒随机建模方法将三维定位精度提高了27%以上。
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引用次数: 0
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