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Nonsingular field-of-view constrained cooperative guidance with improved time-to-go estimation
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作者 Xiaofei YANG Yunjie WU +2 位作者 Weibo XIA Xiaodong LIU Haibin DUAN 《Chinese Journal of Aeronautics》 2025年第11期438-451,共14页
This paper proposes a distributed nonsingular cooperative guidance law for multiple flight vehicles with Field-of-View(FOV)constraints.First,a novel time-to-go estimation is developed based on a FOV-constrained Propor... This paper proposes a distributed nonsingular cooperative guidance law for multiple flight vehicles with Field-of-View(FOV)constraints.First,a novel time-to-go estimation is developed based on a FOV-constrained Proportional Navigation Guidance(FPNG)law.Then,the FPNG law is augmented with a cooperative guidance term to achieve consensus of time-to-go with predefined-time convergence prior to the impact time.A continuous auxiliary function is introduced in the bias term to avoid the singularity of guidance command.Moreover,the proposed guidance law is extended to the three-dimensional guidance scenarios and the moving target with the help of a predicted interception point.Finally,several numerical simulations are conducted,and the results verify the effectiveness,robustness,and advantages of the proposed cooperative guidance law. 展开更多
关键词 Flight vehicles cooperative guidance Field-of-view constraints Time-to-go estimation Predefined-time convergence
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Cooperative interception with fast multiple model adaptive estimation 被引量:3
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作者 Shao-bo Wang Yang Guo +2 位作者 Shi-cheng Wang Zhi-guo Liu Shuai Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第6期1905-1917,共13页
For the case that two pursuers intercept an evasive target,the cooperative strategies and state estimation methods taken by pursuers can seriously affect the guidance accuracy for the target,which performs a bang For ... For the case that two pursuers intercept an evasive target,the cooperative strategies and state estimation methods taken by pursuers can seriously affect the guidance accuracy for the target,which performs a bang For the case that two pursuers intercept an evasive target,the cooperative strategies and state estimation methods taken by pursuers can seriously affect the guidance accuracy for the target,which performs a bang-bang evasive maneuver with a random switching time.Combined Fast multiple model adaptive estimation(Fast MMAE)algorithm,the cooperative guidance law takes detection configuration affecting the accuracy of interception into consideration.Introduced the detection error model related to the line-of-sight(LOS)separation angle of two interceptors,an optimal cooperative guidance law solving the optimization problem is designed to modulate the LOS separation angle to reduce the estimation error and improve the interception performance.Due to the uncertainty of the target bang-bang maneuver switching time and the effective fitting of its multi-modal motion,Fast MMAE is introduced to identify its maneuver switching time and estimate the acceleration of the target to track and intercept the target accurately.The designed cooperative optimal guidance law with Fast MMAE has better estimation ability and interception performance than the traditional guidance law and estimation method via Monte Carlo simulation. 展开更多
关键词 cooperative guidance Optimal control Fast multiple model adaptive estimation (fast MMAE) Bang-bang maneuver Switch time Detection configuration estimation error
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Distributed Cooperative Coverage of Mobile Robots with Consensus-Based Connectivity Estimation 被引量:1
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作者 李晓丽 赵曙光 刘浩 《Journal of Shanghai Jiaotong university(Science)》 EI 2014年第3期279-286,共8页
This paper deals with the discrete-time connected coverage problem with the constraint that only local information can be utilized for each robot. In such distributed framework, global connectivity characterized by th... This paper deals with the discrete-time connected coverage problem with the constraint that only local information can be utilized for each robot. In such distributed framework, global connectivity characterized by the second smallest eigenvalue of topology Laplacian is estimated through introducing distributed minimal-time consensus algorithm and power iteration algorithm. A self-deployment algorithm is developed to disperse the robots with the precondition that the estimated second smallest eigenvalue is positive at each time-step. Since thus connectivity constraint does not impose to preserve some certain edges, the self-deployment strategy developed in this paper reserves a sufficient degree of freedom for the motion of robots. Theoretical analysis demonstrates that each pair of neighbor robots can finally reach the largest objective distance from each other while the group keeps connected all the time, which is also shown by simulations. 展开更多
关键词 COVERAGE distributed cooperative control minimal-time consensus eigenvalue estimation
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Relative dynamics estimation of non-cooperative spacecraft with unknown orbit elements and inertial tensor 被引量:6
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作者 Yu Han Zhang Xiujie +2 位作者 Liu Lingyu Wang Shuo Song Shenmin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第2期479-491,共13页
The state estimation for relative motion with respect to non-cooperative spacecraft in ren- dezvous and docking (RVD) is a challenging problem. In this paper, a completely non-cooperative case is considered, which m... The state estimation for relative motion with respect to non-cooperative spacecraft in ren- dezvous and docking (RVD) is a challenging problem. In this paper, a completely non-cooperative case is considered, which means that both orbit elements and inertial tensor of target spacecraft are unknown. By formulating the equations of relative translational dynamics in the orbital plane of chaser spacecraft, the issue of unknown orbit elements is solved. And for the problem for unknown inertial tensor, we propose a novel robust estimator named interaction cubature Kalman filter (InCKF) to handle it. The novel filter consists of multiple concurrent CKFs interlacing with a max- imum a posteriori (MAP) estimator. The initial estimations provided by the multiple CKFs are used in a Bayesian framework to form description of posteriori probability about inertial tensor and the MAP estimator is applied to giving the optimal estimation. By exploiting special property of spherical-radial (SR) rule, a novel method with respect to approximating the likelihood probability of inertial tensor is presented. In addition, the issue about vision sensor's location inconformity with center mass of chaser spacecraft is also considered. The performance of this filter is demonstrated by the estimation problem of RVD at the final phase. And the simulation results show that the perfor- mance of InCKF is better than that of extended Kalman filter (EKF) and the estimation accuracy of oose and attitude is relatively high even in the comoletely non-coooerative case. 展开更多
关键词 Cubature Kalman filter MAP estimator Non-cooperative spacecraft Relative motion Stereo vision
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Relay selection based on MAP estimation for cooperative communication with outdated channel state information
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作者 Ding Wenrui Fei Li +1 位作者 Gao Qiang Liu Shuo 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第3期661-667,共7页
In this paper, we consider an amplify-and-forward (AF) cooperative communication system when the channel state information (CSI) used in relay selection differs from that during data transmission, i.e., the CSI us... In this paper, we consider an amplify-and-forward (AF) cooperative communication system when the channel state information (CSI) used in relay selection differs from that during data transmission, i.e., the CSI used in relay selection is outdated. The selected relay may not be actually the best for data transmission and the outage performance of the cooperative system will deteriorate. To improve its performance, we propose a relay selection strategy based on maximum a posteriori (MAP) estimation, where relay is selected based on predicted signal-to-noise ratio (SNR). To reduce the computation complexity, we approximate the a posteriori probability density of SNR and obtain a closed-form predicted SNR, and a relay selection strategy based on the approximate MAP estimation (RS-AMAP) is proposed. The simulation results show that this approximation leads to trivial performance loss from the perspective of outage probability. Compared with relay selection strategies given in the literature, the outage probability is reduced largely through RS-AMAP for medium-to-large transmitting powers and medium-to-high channel correlation coefficients. 展开更多
关键词 cooperative communication MAP estimation Outdated CSI Relay selection Wireless networks
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A Simple Symbol Estimation for Soft Information Relaying in Cooperative Relay Channels
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作者 Azlan Abd Aziz Yasunori Iwanami 《International Journal of Communications, Network and System Sciences》 2011年第9期568-577,共10页
This paper proposes Symbol-based Soft Forwarding (SSF) protocol for coded transmissions which is based on a simple proposed soft symbol estimation at relay nodes. We present a simple strategy of forwarding soft inform... This paper proposes Symbol-based Soft Forwarding (SSF) protocol for coded transmissions which is based on a simple proposed soft symbol estimation at relay nodes. We present a simple strategy of forwarding soft information based on a simple linear summation of likelihood functions of each symbol. Specifically, with SSF, we demonstrate that exclusion of decoding at the relays costs no significant performance loss. To validate our claims, we examine bit error rate (BER) performance for the proposed scheme against the baseline SF scheme through computer simulations. We find that the proposed scheme can obtain considerable performance gains compared to the conventional relaying protocol. 展开更多
关键词 SYMBOL estimation SOFT Information RELAYING cooperative RELAY SYMBOL LLR
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A Stochastic Approach for Cooperative Position Estimation of Multiple Mobile Robots
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《Journal of Mechanics Engineering and Automation》 2014年第1期25-34,共10页
This paper proposes the cooperative position estimation of a group of mobile robots, which pertbrms disaster relief tasks in a wide area. When searching the wide area, it becomes important to know a robot's position ... This paper proposes the cooperative position estimation of a group of mobile robots, which pertbrms disaster relief tasks in a wide area. When searching the wide area, it becomes important to know a robot's position correctly. However, for each mobile robot, it is impossible to know its own position correctly. Therefore, each mobile robot estimates its position from the data of sensor equipped on it. Generally, the sensor data is incorrect since there is sensor noise, etc. This research considers two types of the sensor data errors from omnidirectional camera. One is the error of white noise of the image captured by omnidirectional camera and so on. Another is the error of position and posture between two omnidirectional cameras. To solve the error of latter case, we proposed a self-position estimation algorithm for multiple mobile robots using two omnidirectional cameras and an accelerometer. On the other hand, to solve the error of the former case, this paper proposed an algorithm of cooperative position estimation for multiple mobile robots. In this algorithm, each mobile robot uses two omnidirectional cameras to observe the surrounding mobile robot and get the relative position between mobile robots. Each mobile robot estimates its position with only measurement data of each other mobile robots. The algorithm is based on a Bayesian filtering. Simulations of the proposed cooperative position estimation algorithm for multiple mobile robots are performed. The results show that position estimation is possible by only using measurement value from each other robot. 展开更多
关键词 Multiple mobile robots omnidirectional cameras cooperative stochastic position estimation algorithm.
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Cooperative guidance law with maneuverability awareness:A decentralized solution 被引量:1
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作者 Shuyang XU Xun SONG Chaoyong LI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第7期450-457,共8页
In this paper,we propose a cooperative guidance law aimed to achieve coordinated impact angles with limited observation on target information.The primary challenge lies in establishing an appropriate communication gra... In this paper,we propose a cooperative guidance law aimed to achieve coordinated impact angles with limited observation on target information.The primary challenge lies in establishing an appropriate communication graph among all missiles and devising an algorithm to estimate target acceleration information during engagements.To address this,we propose a specific communication topology and employ a numerical integration-based estimation method.Additionally,a distributed algorithm is introduced to facilitate consensus on target acceleration estimation.Building upon these foundations,we design an optimal-control-based distributed guidance law for each missile.Performance of the proposed guidance law is validated through numerical simulations. 展开更多
关键词 cooperative guidance Target maneuver estimation Distributed estimation CONSENSUS Optimal control
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Energy efficiency enhancement of two-way amplifier forward relaying with channel estimation error 被引量:1
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作者 师晓晔 葛建华 +1 位作者 李靖 张沉思 《Journal of Central South University》 SCIE EI CAS 2014年第3期987-992,共6页
In order to save energy consumption of two-way amplifier forward(AF) relaying with channel estimation error, an energy efficiency enhancement scheme is proposed in this work. Firstly, through the analysis of two-way A... In order to save energy consumption of two-way amplifier forward(AF) relaying with channel estimation error, an energy efficiency enhancement scheme is proposed in this work. Firstly, through the analysis of two-way AF relaying mode with channel estimation error, the resultant instantaneous SNRs at end nodes is obtained. Then, by using a high SNR approximation, outage possibility is acquired and its simple closed-form expression is represented. Specially, for using the energy resource more efficiently, a low-complexity power allocation and transmission mode selection policy is proposed to enhance the energy efficiency of two-way AF relay system. Finally, relay priority region is identified in which cooperative diversity energy gain can be achieved. The computer simulations are presented to verify our analytical results, indicating that the proposed policy outperforms direct transmission by an energy gain of 3 dB at the relative channel estimation error less than 0.001. The results also show that the two-way AF relaying transmission loses the two-way AF relaying transmission loses its superiority to direct transmission in terms of energy efficiency when channel estimation error reaches 0.03. 展开更多
关键词 AMPLIFY-AND-FORWARD channel estimation error cooperative energy gain energy efficiency outage probability two-way relay
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Research on Estimation of Time Delay Difference in Passive Locating for Impulse Signal
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作者 徐复 何文翔 +1 位作者 惠俊英 余赟 《Defence Technology(防务技术)》 SCIE EI CAS 2011年第3期167-175,共9页
Analyzed the relation between time delay difference and time delay estimation errors, based on the principles of three-point locating, a reformed threshold method for time delay difference estimation of impulse signal... Analyzed the relation between time delay difference and time delay estimation errors, based on the principles of three-point locating, a reformed threshold method for time delay difference estimation of impulse signals, called as amendment estimation for short, is developed by introducing channel equalization technique to its conventional version, named as direct estimation in this paper, to improve the estimation stability. After inherent relationship between time delay and phase shift of signals is analyzed, an integer period error compensation method utilized the diversities of both contribution share and contribution mode of concerned estimates is proposed under the condition of high precision phase lag estimation. Finally, a cooperative multi-threshold estimation method composed of amendment and direct estimations to process impulse signals with three thresholds is established. In sea trials data tests of passive locating, this method improves the estimation precision of time delay difference efficiently. The experiments verify the theoretical predictions. 展开更多
关键词 information processing technique PASSIVE locating for IMPULSE signal three point positioning time delay DIFFERENCE estimation amendment estimation INTEGER period error compensation cooperative multi-threshold estimation
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Estimation, Intervention and Interaction of Multi-agent Systems 被引量:2
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作者 HU Jiang-Ping LIU Zhi-Xin +2 位作者 WANG Jin-Huana WANG Lin HU Xiao-Ming 《自动化学报》 EI CSCD 北大核心 2013年第11期1796-1804,共9页
在这篇论文,我们在关于多代理人系统的最近的研究上提供简短调查。也就是,我们在研究的三个区域集中于结果评价并且过滤,由外部工具的干预,和交互控制。
关键词 多智能体系统 相互作用 估计 交互式控制
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A Quality-aware Incremental LMS Algorithm for Distributed Adaptive Estimation
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作者 Wael M.Bazzi Amir Rastegarnia Azam Khalili 《International Journal of Automation and computing》 EI CSCD 2014年第6期676-682,共7页
In this paper, we consider the problem of unknown parameter estimation using a set of nodes that are deployed over an area. The recently proposed distributed adaptive estimation algorithms(also known as adaptive netwo... In this paper, we consider the problem of unknown parameter estimation using a set of nodes that are deployed over an area. The recently proposed distributed adaptive estimation algorithms(also known as adaptive networks) are appealing solutions to the mentioned problem when the statistical information of the underlying process is not available or it varies over time. In this paper, our goal is to develop a new incremental least-mean square(LMS) adaptive network that considers the quality of measurements collected by the nodes. Thus, we use an adaptive combination strategy which assigns each node a step size according to its quality of measurement. The adaptive combination strategy improves the robustness of the proposed algorithm to the spatial variations of signal-to-noise ratio(SNR). The performance of our algorithm is more remarkable in inhomogeneous environments when there are some nodes with low SNRs in the network. The simulation results indicate the efficiency of the proposed algorithm. 展开更多
关键词 Adaptive networks distributed estimation least mean-square (LMS) incremental cooperation quality aware
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Distributed order estimation for continuous-time stochastic systems
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作者 Xinghua Zhu Zhixin Liu Xiaoming Hu 《Control Theory and Technology》 EI CSCD 2024年第3期406-418,共13页
In this paper,we investigate the distributed estimation problem of continuous-time stochastic dynamic systems over sensor networks when both the system order and parameters are unknown.We propose a local information c... In this paper,we investigate the distributed estimation problem of continuous-time stochastic dynamic systems over sensor networks when both the system order and parameters are unknown.We propose a local information criterion(LIC)based on the L_(0)penalty term.By minimizing LIC at the diffusion time instant and utilizing the continuous-time diffusion least squares algorithm,we obtain a distributed estimation algorithm to simultaneously estimate the unknown order and the parameters of the system.By dealing with the effect of the system noises and the coupling relationship between estimation of system orders and parameters,we establish the almost sure convergence results of the proposed distributed estimation algorithm.Furthermore,we give a simulation example to verify the effectiveness of the distributed algorithm in estimating the system order and parameters. 展开更多
关键词 Stochastic differential equations Sensor networks Distributed order estimation cooperative excitation condition.Convergence
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State estimation of connected vehicles using a nonlinear ensemble filter
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作者 刘江 陈华展 +1 位作者 蔡伯根 王剑 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第6期2406-2415,共10页
The concept of connected vehicles is with great potentials for enhancing the road transportation systems in the future. To support the functions and applications under the connected vehicles frame, the estimation of d... The concept of connected vehicles is with great potentials for enhancing the road transportation systems in the future. To support the functions and applications under the connected vehicles frame, the estimation of dynamic states of the vehicles under the cooperative environments is a fundamental issue. By integrating multiple sensors, localization modules in OBUs(on-board units) require effective estimation solutions to cope with various operation conditions. Based on the filtering estimation framework for sensor fusion, an ensemble Kalman filter(En KF) is introduced to estimate the vehicle's state with observations from navigation satellites and neighborhood vehicles, and the original En KF solution is improved by using the cubature transformation to fulfill the requirements of the nonlinearity approximation capability, where the conventional ensemble analysis operation in En KF is modified to enhance the estimation performance without increasing the computational burden significantly. Simulation results from a nonlinear case and the cooperative vehicle localization scenario illustrate the capability of the proposed filter, which is crucial to realize the active safety of connected vehicles in future intelligent transportation. 展开更多
关键词 connected vehicles state estimation cooperative positioning nonlinear ensemble filter global navigation satellite system (GNSS) dedicated short range communication (DSRC)
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A Fault-Tolerant Cooperative Spectrum Sensing Algorithm over Cognitive Radio Network Based on Wireless Sensor Network
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作者 Mohammad Akbari Abolfazl Falahati 《Wireless Sensor Network》 2011年第3期83-91,共9页
A serious threat to cognitive radio networks that sense the spectrum in a cooperative manner is the transmission of false spectrum sensing data by malicious sensor nodes. SNR fluctuations due to wireless channel effec... A serious threat to cognitive radio networks that sense the spectrum in a cooperative manner is the transmission of false spectrum sensing data by malicious sensor nodes. SNR fluctuations due to wireless channel effects complicate handling such attackers even further. This enforces the system to acquire authentication. Actually, the decision maker needs to determine the reliability or trustworthiness of the shared data. In this paper, the evaluation process is considered as an estimation dilemma on a set of evidences obtained through sensor nodes that are coordinated in an underlying wireless sensor network. Then, a likelihood-based computational trust evaluation algorithm is proposed to determine the trustworthiness of each sensor node's data. The proposed procedure just uses the information which is obtained from the sensor nodes without any presumptions about node’s reliability. Numerical results confirm the effectiveness of the algorithm in eliminating malicious nodes or faulty nodes which are not necessarily conscious attackers. 展开更多
关键词 Cognitive Radio NETWORK (CRN) cooperative Spectrum Sensing Wireless Sensor NETWORK (WSN) TRUST Evaluation Maximum LIKELIHOOD estimation (MLE)
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Simultaneous Position Estimation and Omnidirectional Camera Parameter Calibration for Multiple Mobile Robots
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作者 Kosuke Sasahara Akinori Nagano Zhi-Wei Luo 《Journal of Mechanics Engineering and Automation》 2014年第2期106-115,共10页
This paper proposed an algorithm on simultaneous position estimation and calibration of omnidirectional camera parameters for a group of multiple mobile robots. It is aimed at developing of exploration and information... This paper proposed an algorithm on simultaneous position estimation and calibration of omnidirectional camera parameters for a group of multiple mobile robots. It is aimed at developing of exploration and information gathering robotic system in unknown environment. Here, each mobile robot is not possible to know its own position. It can only estimate its own position by using the measurement value including white noise acquired by two omnidirectional cameras mounted on it. Each mobile robot is able to obtain the distance to those robots observed from the images of two omnidirectional cameras while making calibration during moving but not in advance. Simulation of three robots moving straightly shows the effectiveness of the proposed algorithm. 展开更多
关键词 Multiple mobile robots omnidirectional camera cooperative stochastic position estimation algorithm.
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Distributed sensing and cooperative estimation/detection of ubiquitous power internet of things 被引量:34
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作者 Haoyong Chen Xiaojuan Wang +2 位作者 Zhihao Li Wutao Chen Yongzhi Cai 《Protection and Control of Modern Power Systems》 2019年第1期163-170,共8页
The rapid development of Internet Plus Smart Energy requires further strengthening of three kinds of interconnections based on traditional power systems: physical interconnection, information interconnection, and comm... The rapid development of Internet Plus Smart Energy requires further strengthening of three kinds of interconnections based on traditional power systems: physical interconnection, information interconnection, and commercial interconnection. Due to the integration of renewable energy, the reform of the electricity market, and the deployment of the Smart Grid, a large amount of data will be generated. Thus, it is necessary to establish a Ubiquitous Power Internet of Things (UPIoT) to realize connections among people and things, things and things, and people and people in power systems. This paper studies the concept and architecture of the UPIoT and indicates the deployment of the perception layer and network layer as the key to building UPIoT in the initial stage. As UPIoT tends to cover a wide area and produce massive and distributed data, signal processing and data analytics theories and techniques are needed to handle the data and observe the state of the large-scale system. Further studies on distributed sensing and cooperative estimation theories and techniques of UPIoT are also required. Finally, the application prospects of UPIoT and the directions for future research are discussed. 展开更多
关键词 Ubiquitous power internet of things Ubiquitous perception Distributed sensing cooperative estimation cooperative detection
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Performance analysis of cooperative diversity for two-way multi-relay system with channel estimation error 被引量:1
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作者 WANG Si-ye XU Wen-jun HE Zhi-qiang NIU Kai WU Wei-ling 《The Journal of China Universities of Posts and Telecommunications》 EI CSCD 2011年第3期41-46,共6页
In this work, we consider an amplify-and-forward two-way multi-relay system for wireless communication and mvesngate me effect of channel estimation error on the error rate performance. With the derivation of effectiv... In this work, we consider an amplify-and-forward two-way multi-relay system for wireless communication and mvesngate me effect of channel estimation error on the error rate performance. With the derivation of effective signal-to-noise ratio at the transceiver and its probability density function, we can get approximate expression for average bit error rate. Simulation results are performed to verify the analytical results. 展开更多
关键词 cooperative diversity two-way multi-relay Rayleigh fading channels amplify-and-forward relaying channel estimation error error probability
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A Cooperative Fault Detection Approach for Stochastic Multi-Agent Systems Using Maximum Likelihood Estimation Method
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作者 YANG Chen LI Yan CHEN Qijun 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2024年第6期2451-2465,共15页
This study addresses the fault detection problem in multi-agent systems(MASs)with additive faults and stochastic uncertainties.The main focus is on enhancing the fault detection capability of each agent through a coop... This study addresses the fault detection problem in multi-agent systems(MASs)with additive faults and stochastic uncertainties.The main focus is on enhancing the fault detection capability of each agent through a cooperative fault detection scheme,fostering cooperation between agents in two scenarios.For Gaussian uncertainties,one scheme is developed using the maximum likelihood estimation(MLE)matching expectation maximization(EM)algorithm.Additionally,a novel cooperative fault detection scheme is introduced to handle non-Gaussian uncertainties,where the cooperation mechanism among agents is determined by approximating non-Gaussian uncertainties using the Gaussian mixture model(GMM).The effectiveness and improvements of the proposed cooperative fault detection method are validated through numerical simulations. 展开更多
关键词 cooperative fault detection maximum likelihood estimation multi-agent systems
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基于卫星/UWB的鲁棒车载协同定位方法 被引量:1
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作者 孙伟 张晓彤 刘经洲 《传感技术学报》 北大核心 2025年第5期841-847,共7页
相对位置感知作为协同导航的核心也是车辆智能驾驶的关键技术,在车辆自组网(Vehicular Ad Hoc Networks,VANET)协同定位算法中具有重要作用。然而限于系统非线性及有色噪声干扰,相同硬件平台下的相对位置后验信息获取通常局限于一定精... 相对位置感知作为协同导航的核心也是车辆智能驾驶的关键技术,在车辆自组网(Vehicular Ad Hoc Networks,VANET)协同定位算法中具有重要作用。然而限于系统非线性及有色噪声干扰,相同硬件平台下的相对位置后验信息获取通常局限于一定精度。针对上述问题,基于抗差理论提出一种Huber M估计的鲁棒容积滤波(Robust Cubature Kalman Filtering,RCKF)车辆相对位置估计算法。该算法通过结合容积法则进行非线性更新,将量测方程转换为观测量和状态预测的线性回归问题后利用M估计实现求解,通过Huber损失函数降低受干扰量测值权重实现估计性能调整。紧组合车辆相对位置估计的实验表明,与容积滤波(Cubature Kalman Filter,CKF)相比,RCKF估计结果在均方根上改善23.59%,在准确度上改善21.81%,在精度上改善27.39%,有效提高了相对位置估计精确性和鲁棒性,为车辆协同定位解决方案提供一种可供参考的系统质量控制策略。 展开更多
关键词 协同导航 鲁棒容积滤波 M估计 有色噪声 紧组合 超宽带技术
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