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Fault tolerant navigation method for satellite based on information fusion and unscented Kalman filter 被引量:3
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作者 Dan Li Jianye Liu +1 位作者 Li Qiao Zhi Xiong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第4期682-687,共6页
An effective autonomous navigation system for the integration of star sensor,infrared horizon sensor,magnetometer,radar altimeter and ultraviolet sensor is developed.The requirements of the integrated navigation syste... An effective autonomous navigation system for the integration of star sensor,infrared horizon sensor,magnetometer,radar altimeter and ultraviolet sensor is developed.The requirements of the integrated navigation system manager make optimum use of the various navigation sensors and allow rapid fault detection,isolation and recovery.The normal full fusion feedback method of federated unscented Kalman filter(UKF) cannot meet the needs of it.So a no-reset feedback federated Kalman filter architecture is developed and used in the autonomous navigation system.The minimal skew sigma points are chosen to improve the calculation speed.Simulation results are presented to demonstrate the advantages of the algorithm.These advantages include improved failure detection and correction,improved computational efficiency,and reliability.Additionally,its' accuracy is higher than that of the full fusion feedback method. 展开更多
关键词 autonomous navigation information fusion unscented Kalman filter(UKF) fault detection.
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Iterative geolocation based on cross-view image registration(IGCIR)for long-range targets
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作者 Fangchao ZHAI Qinghua ZENG +1 位作者 Jie LI Ziqi JIN 《Chinese Journal of Aeronautics》 2025年第7期479-492,共14页
The geolocation of ground targets by airborne image sensors is an important task for unmanned aerial vehicles or surveillance aircraft.This paper proposes an Iterative Geolocation based on Cross-view Image Registratio... The geolocation of ground targets by airborne image sensors is an important task for unmanned aerial vehicles or surveillance aircraft.This paper proposes an Iterative Geolocation based on Cross-view Image Registration(IGCIR)that can provide real-time target location results with high precision.The proposed method has two key features.First,a cross-view image registration process is introduced,including a projective transformation and a two-stage multi-sensor registration.This process utilizes both gradient information and phase information of cross-view images.This allows the registration process to reach a good balance between matching precision and computational efficiency.By matching the airborne camera view to the preloaded digital map,the geolocation accuracy can reach the accuracy level of the digital map for any ground target appearing in the airborne camera view.Second,the proposed method uses the registration results to perform an iteration process,which compensates for the bias of the strap-down initial navigation module online.Although it is challenging to provide cross-view registration results with high frequency,such an iteration process allows the method to generate real-time,highly accurate location results.The effectiveness of the proposed IGCIR method is verified by a series of flying-test experiments.The results show that the location accuracy of the method can reach 4.18 m(at 10 km standoff distance). 展开更多
关键词 Aviation remote sensing Bias estimation Cross-view image registration Digital map GEOLOCATION
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Impact of one satellite outage on ARAIM depleted constellation configurations 被引量:12
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作者 Qian MENG Jianye LIU +2 位作者 Qinghua ZENG Shaojun FENG Rui XU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2019年第4期967-977,共11页
Advanced Receiver Autonomous Integrity Monitoring(ARAIM) is a new technology that will provide worldwide coverage of vertical guidance in aviation navigation. The ARAIM performance and improvement under depleted const... Advanced Receiver Autonomous Integrity Monitoring(ARAIM) is a new technology that will provide worldwide coverage of vertical guidance in aviation navigation. The ARAIM performance and improvement under depleted constellations is a practical problem that needs to be faced and researched further. It is a shortcut that improves the availability in position domain whose key idea is to replace the conventional least squares process with a non-least-squares estimator to lower the integrity risk in exchange for a slight increase in nominal position error. The contributions given in this paper include two parts: First, the impacts of one satellite outage on different constellations are analyzed and compared. The conclusion is that GPS is more sensitive and vulnerable to one satellite outage. Second, a constellation weighted ARAIM(CW-ARAIM)position estimator is proposed. The position solution is replaced by a constellation weighted average solution to eliminate the constellation difference. The new solution will move close to the constellation solutions with respect to the accuracy requirement. The simulation results under baseline GPS and Galileo dual-constellation show that the one GPS satellite outage will knock the availability from 91% to only 50%. The performance remains stable with one Galileo satellite outage. With the assistance of the CW-ARAIM method, the availability can increase from 50% to more than80% under depleted GPS configurations. Even without any satellite outage, the proposed method can effectively improve the availability from 91.29% to 98.75%. The test results under optimistic constellations further verify that a balanced constellation is more important than more satellites on orbit and the superiority of CW-ARAIM method is still effective. 展开更多
关键词 Advanced receiver autonomous integrity monitoring Depleted CONSTELLATION ONE SATELLITE OUTAGE Position ESTIMATOR Weighted solution
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Low C/N_0 Carrier Tracking Loop Based on Optimal Estimation Algorithm in GPS Software Receivers 被引量:18
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作者 Miao Jianfeng Chen Wu +1 位作者 Sun Yongrong Liu Jianye 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2010年第1期109-116,共8页
Suppressing jitter noises in a phase locked loop( PLL) is of great importance in order to keep precise and continuous track of global positioning system (GPS)signals characterized by low carrier-to-noise ratio( C... Suppressing jitter noises in a phase locked loop( PLL) is of great importance in order to keep precise and continuous track of global positioning system (GPS)signals characterized by low carrier-to-noise ratio( C/No ). This article proposes and analyzes an improved Kalman-filter-based PLL to process weak carrier signals in GPS software receivers. After reviewing the optimal-bandwidth-based traditional second-order PLL, a Kalman-filter-based estimation algorithm is implemented for the new PLL by decorrelating the model error noises and the measurement noises. Finally,the efficiency of this new Kalman-filter-based PLL is verified by experimental data. Compared to the traditional second-order PLL, this new PLL is in position to make correct estimation of the carrier phase differences and Doppler shifts with less overshoots and noise disturbances and keeps an effective check on the disturbances out of jitter noises in PLL. The results show that during processing normal signals,this improved PLL reduces the standard deviation from 0. 010 69 cycle to 0. 007 63 cycle, and for weak signal processing,the phase jitter range and the Doppler shifts can be controlled within ± 17° and ±5 Hz as against ±25° and + 15 Hz by the traditional PLL. 展开更多
关键词 global positioning system signal processing Kalman filters software radio phase locked loop
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Novel method of improving the alignment accuracy of SINS on revolving mounting base 被引量:11
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作者 Qian Weixing Liu Jianye Zhao Wei Zhu Yanhua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第5期1052-1057,共6页
In the process of initial alignment for a strapdown inertial navigation system (SINS) on a stationary base, the east gyro drift rate is an important factor affecting the alignment accuracy of the azimuth misalignmen... In the process of initial alignment for a strapdown inertial navigation system (SINS) on a stationary base, the east gyro drift rate is an important factor affecting the alignment accuracy of the azimuth misalignment angle. When the Kalman filtering algorithm is adopted in initial alignment, it yields a constant error in the estimation of the azimuth misalignment angle because the east gyro drift rate cannot be estimated. To improve the alignment accuracy, a novel alignment method on revolving mounting base is proposed. The Kalman filtering algorithm of extending the measured values is studied. The theory of spectral condition number is utilized to analyze the degrees of observability of states. Simulation results show that the estimation accuracy of the azimuth misalignment angle is greatly improved through revolving mounting base, and the proposed method is efficient in initial alignment for a medium accurate SINS. 展开更多
关键词 inertial navigation initial alignment observability analysis Kalman filter spectral condition number.
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Adaptively Robust Phase Lock Loop for Low C/N Carrier Tracking in a GPS Software Receiver 被引量:14
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作者 MIAO Jian-Feng CHEN Wu +1 位作者 SUN Yong-Rong LIU Jian-Ye 《自动化学报》 EI CSCD 北大核心 2011年第1期52-60,共9页
在 GPS 应用程序的一个重要问题是怎么追踪 GPS (全球放系统) 在低 carrier-to-noise 比率(C/N ) 下面精确并且连续地发信号。在这份报纸,一个适应地柔韧的过滤器基于低 C/N 搬运人阶段锁循环(PLL ) 在一个 GPS 软件接收装置平台下面... 在 GPS 应用程序的一个重要问题是怎么追踪 GPS (全球放系统) 在低 carrier-to-noise 比率(C/N ) 下面精确并且连续地发信号。在这份报纸,一个适应地柔韧的过滤器基于低 C/N 搬运人阶段锁循环(PLL ) 在一个 GPS 软件接收装置平台下面被开发。就传统的追踪循环上的低 C/N 搬运人信号的效果而言,追踪循环的平行关联被建立。一个线性最佳的评估者被设计在 kinematics 模型和大小处理依赖噪音。而且,一个适应地柔韧的过滤器基于三片断功能被设计调整因素。当收到的信号在有利条件下面时,新过滤器的表演很类似于一个标准 Kalman 过滤器。为追踪的一个实际弱搬运人,这新提高的 PLL 聪明地根据全部的阶段神经质分析调节循环参数。它成功地由适应地平衡更新的动态模型状态和大小的影响抵抗孤立点和动态模型错误。新过滤器的坚韧性和效率被测试实验的一些真实数据表明。结果证实有追踪循环的这个适应地柔韧的阶段的阶段错误的标准差能在 24 dB-Hz 附近与卫星 C/N 比率到达 0.01 个周期,它显著地改进表演。 展开更多
关键词 GPS C/N 全球地位系统 参数控制
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Modeling Method and Control Strategy for Hose-Drogue Aerial Refueling System 被引量:3
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作者 Wu Ling Sun Yongrong +1 位作者 Huang Bin Liu Jianye 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2018年第2期371-382,共12页
Conventional method for hose-drogue model of aerial refueling system is known to be complex due to the flexible body of hose.And as reported,drogues are unstable in atmospheric turbulence,which greatly decreases docki... Conventional method for hose-drogue model of aerial refueling system is known to be complex due to the flexible body of hose.And as reported,drogues are unstable in atmospheric turbulence,which greatly decreases docking success rates.This paper proposes a dynamic model for a hose-drogue aerial refueling system based on Kane equation and rigid multi-body dynamics,and analyzes its performance.Furthermore,the nonlinear dynamic model is linearized at the equilibrium point and simplified from full order to 2 nd order.Based on the simplified 2 nd order model,active control strategies,including proportion integral derivative(PID)and liner quadratic regulator(LQR)control laws,are designed to inhibit the pendulum movement of drogue due to,atmospheric turbulences.Numerical simulation results show the significant correctness of the proposed dynamic model by steady-state drag and balance position of drogue when the tanker flights under different conditions.Moreover,the steady state position error varies within 1 cm,thanks to either controller,when the drogue suffers from moderate-level atmospheric turbulences.Further,the PID controller exhibits better control effect and higher control precision than LQR controller. 展开更多
关键词 AERIAL REFUELING dynamic modeling HOSE drogue Kane equation PROPORTION integral derivative(PID)control liner quadratic regulator(LQR)
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A high dynamics algorithm based on steepest ascent method for GNSS receiver 被引量:5
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作者 Qinghua ZENG Wenqi QIU +3 位作者 Jianye LIU Rui XU Jinheng SHI Yongrong SUN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第12期177-186,共10页
High dynamic conditions impose critical challenges on Global Navigation Satellite System(GNSS)receivers,leading to large tracking errors or even loss of tracking.Current methods that intend to improve receivers’adapt... High dynamic conditions impose critical challenges on Global Navigation Satellite System(GNSS)receivers,leading to large tracking errors or even loss of tracking.Current methods that intend to improve receivers’adaptability for high dynamics require either complicated structures or prior statistical information of noises.This paper proposes a high dynamics algorithm based on steepest ascent method that can circumvent the deficiencies of existing methods.First,the relationship between the error of carrier tracking and the maximum of Fast Fourier Transform(FFT)outputs is established,and a performance function based on the steepest ascent method is designed.It can keep stable in high dynamics.Second,a new carrier-tracking loop is constructed by deploying the performance function.When the variation of GPS receiver acceleration ranges from 10 g to 100 g,compared with the PLL that either loses lock or keeps tracking accuracy less than 33.89 Hz,the experimental results show that the proposed method can not only keep tracking,but also achieve tracking accuracy more than 2.77 Hz. 展开更多
关键词 Carrier tracking loops Fast Fourier Transform(FFT) Global Navigation Satellite System(GNSS) High dynamics Steepest ascent
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Design and realization of synchronization circuit for GPS software receiver based on FPGA 被引量:5
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作者 Xiaolei Yu Yongrong Sun +1 位作者 Jianye Liu Jianfeng Miao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第1期20-26,共7页
With research on the carrier phase synchronization and symbol synchronization algorithm of demodulation module, a synchronization circuit system is designed for GPS software receiver based on field programmable gate a... With research on the carrier phase synchronization and symbol synchronization algorithm of demodulation module, a synchronization circuit system is designed for GPS software receiver based on field programmable gate array (FPGA), and a series of experiment is done on the hardware platform. The result shows the all-digital synchronization and demodulation of GPS intermediate frequency (IF) signal can be realized and applied in embedded real-time GPS software receiver system. It is verified that the decision-directed joint tracking algorithm of carrier phase and symbol timing for received signals from GPS is reasonable. In addition, the loop works steadily and can be used for receiving GPS signals using synchronous demodulation. The synchronization circuit for GPS software receiver designed based on FPGA has the features of low cost, miniaturization, low power and real-time. Surely, it will become one of the development directions for GPS and even GNSS embedded real-time software receiver. 展开更多
关键词 software receiver synchronization circuit field programmable gate army GPS joint tracking algorithm.
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OPTIMIZED STRAPDOWN CONING CORRECTION ALGORITHM 被引量:2
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作者 黄磊 刘建业 曾庆化 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2013年第4期343-349,共7页
Traditional coning algorithms are based on the first-order coning correction reference model.Usually they reduce the algorithm error of coning axis(z)by increasing the sample numbers in one iteration interval.But the ... Traditional coning algorithms are based on the first-order coning correction reference model.Usually they reduce the algorithm error of coning axis(z)by increasing the sample numbers in one iteration interval.But the increase of sample numbers requires the faster output rates of sensors.Therefore,the algorithms are often limited in practical use.Moreover,the noncommutivity error of rotation usually exists on all three axes and the increase of sample numbers has little positive effect on reducing the algorithm errors of orthogonal axes(x,y).Considering the errors of orthogonal axes cannot be neglected in the high-precision applications,a coning algorithm with an additional second-order coning correction term is developed to further improve the performance of coning algorithm.Compared with the traditional algorithms,the new second-order coning algorithm can effectively reduce the algorithm error without increasing the sample numbers.Theoretical analyses validate that in a coning environment with low frequency,the new algorithm has the better performance than the traditional time-series and frequency-series coning algorithms,while in a maneuver environment the new algorithm has the same order accuracy as the traditional time-series and frequency-series algorithms.Finally,the practical feasibility of the new coning algorithm is demonstrated by digital simulations and practical turntable tests. 展开更多
关键词 SINS rotation vector coning algorithm coning correctness
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Modified attitude factor graph fusion method for unmanned helicopter under atmospheric disturbance 被引量:2
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作者 Kecheng SUN Qinghua ZENG +2 位作者 Jianye LIU Wenqi QIU Jinhen SHI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第6期285-297,共13页
The Unmanned Aerial Helicopter(UAH)has attracted increasing attention in the military and civil areas with the unique flight performance.The significant impact on the attitude measurement performance of UAHs by the st... The Unmanned Aerial Helicopter(UAH)has attracted increasing attention in the military and civil areas with the unique flight performance.The significant impact on the attitude measurement performance of UAHs by the strong airflow disturbance is an essential factor threatening flight safety.To improve the attitude measurement performance of UAHs under atmospheric disturbance,an attitude fusion method over the factor graph is applied and provides the plug-and-play capability.Based on the relationship between position,velocity and attitude,a new attitude correction algorithm for the Modified Attitude Factor Graph Fusion(MAFGF)navigation method is designed and constructed through the fused position and velocity information.Finally,results of simulation and experiment are given to show the effectiveness of the proposed method. 展开更多
关键词 Attitude correction Factor graph Integrated navigation Strong airflow environment Unmanned aerial helicopter
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A multipath mitigation algorithm for GNSS signals based on the steepest descent approach 被引量:2
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作者 Wenqi Qiu Qinghua Zeng +3 位作者 Rui Xu Jianye Liu Jinheng Shi Qian Meng 《Satellite Navigation》 2022年第3期80-90,I0003,共12页
Multipath interference seriously degrades the performance of Global Navigation Satellite System(GNSS)positioning in an urban canyon.Most current multipath mitigation algorithms suffer from heavy computational load or ... Multipath interference seriously degrades the performance of Global Navigation Satellite System(GNSS)positioning in an urban canyon.Most current multipath mitigation algorithms suffer from heavy computational load or need external assistance.We propose a multipath mitigation algorithm based on the steepest descent approach,which has the merits of less computational load and no need for external aid.A new ranging code tracking loop is designed based on the steepest descent method,which can save an early branch or a late branch compared with the narrow-spacing correlation method.The power of the Non-Line-of-Sight(NLOS)signal is weaker than that of the Line-of-Sight(LOS)signal when the LOS signal is not obstructed and with a relatively high Carrier Noise Ratio(CNR).The peak position in the X-axis of the ranging code autocorrelation function does not move with the NLOS interference.Meanwhile,the cost function is designed according to this phenomenon.The results demonstrate that the proposed algorithm outperforms the narrow-spacing correlation and the Multipath Estimated Delay Locked Loop(MEDLL)in terms of the code multipath mitigation and computation time.The Standard Deviation(STD)of the tracking error with the proposed algorithm is less than 0.016 chips.Moreover,the computation time of the proposed algorithm in a software defined receiver is shortened by 24.21%compared with the narrow-spacing correlation. 展开更多
关键词 Code multipath mitigation Steepest descent GNSS Narrow-spacing correlation BDS
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