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GNSS/INS组合导航在飞行进近着陆中的应用
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作者 杨姝 韩宇康 加松 《航空计算技术》 2025年第1期114-118,共5页
针对航空器进近着陆中全球卫星导航系统(Global Navigation Satellite System,GNSS)易受干扰导致精度变差的情况,将惯性导航系统(Inertial Navigation System,INS)和GNSS系统融合成GNSS/INS组合导航系统,模拟仿真了包含航空器进近着陆... 针对航空器进近着陆中全球卫星导航系统(Global Navigation Satellite System,GNSS)易受干扰导致精度变差的情况,将惯性导航系统(Inertial Navigation System,INS)和GNSS系统融合成GNSS/INS组合导航系统,模拟仿真了包含航空器进近着陆的轨迹并进行算法验证。结果显示进近着陆阶段的姿态角误差、速度误差和位置误差均值分别比巡航阶段减少98.95%、76.84%、60.65%。最后通过组合导航系统实验和Septentrio高精度GNSS接收机进行验证。结果显示东向、北向及天向位置误差均值分别为0.503688 m、0.482033 m和1.774242 m,满足民航一类精密进近水平和垂直精度要求,进一步验证了系统算法。 展开更多
关键词 全球卫星导航系统 进近着陆 惯性导航系统 组合导航 信息融合
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Free-walking:Pedestrian inertial navigation based on dual foot-mounted IMU 被引量:1
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作者 Qu Wang Meixia Fu +6 位作者 Jianquan Wang Lei Sun Rong Huang Xianda Li Zhuqing Jiang Yan Huang Changhui Jiang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期573-587,共15页
The inertial navigation system(INS),which is frequently used in emergency rescue operations and other situations,has the benefits of not relying on infrastructure,high positioning frequency,and strong real-time perfor... The inertial navigation system(INS),which is frequently used in emergency rescue operations and other situations,has the benefits of not relying on infrastructure,high positioning frequency,and strong real-time performance.However,the intricate and unpredictable pedestrian motion patterns lead the INS localization error to significantly diverge with time.This paper aims to enhance the accuracy of zero-velocity interval(ZVI)detection and reduce the heading and altitude drift of foot-mounted INS via deep learning and equation constraint of dual feet.Aiming at the observational noise problem of low-cost inertial sensors,we utilize a denoising autoencoder to automatically eliminate the inherent noise.Aiming at the problem that inaccurate detection of the ZVI detection results in obvious displacement error,we propose a sample-level ZVI detection algorithm based on the U-Net neural network,which effectively solves the problem of mislabeling caused by sliding windows.Aiming at the problem that Zero-Velocity Update(ZUPT)cannot suppress heading and altitude error,we propose a bipedal INS method based on the equation constraint and ellipsoid constraint,which uses foot-to-foot distance as a new observation to correct heading and altitude error.We conduct extensive and well-designed experiments to evaluate the performance of the proposed method.The experimental results indicate that the position error of our proposed method did not exceed 0.83% of the total traveled distance. 展开更多
关键词 Indoor positioning inertial navigation system(ins) Zero-velocity update(ZUPT) Internet of things(IoTs) Location-based service(LBS)
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基于李群误差模型的SINS/DVL鲁棒滤波
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作者 郜鹏华 覃方君 +1 位作者 李开龙 钱镭源 《舰船科学技术》 北大核心 2025年第3期123-128,共6页
针对SINS/DVL组合导航传统误差模型中卡尔曼滤波在复杂水域误差较大的问题,引入李群右误差模型并提出一种自适应抗差算法。该算法在传统滤波的基础上,采用引入量测新息构建统计量,利用统计量所处区间来构建权值矩阵,进而修改量测噪声协... 针对SINS/DVL组合导航传统误差模型中卡尔曼滤波在复杂水域误差较大的问题,引入李群右误差模型并提出一种自适应抗差算法。该算法在传统滤波的基础上,采用引入量测新息构建统计量,利用统计量所处区间来构建权值矩阵,进而修改量测噪声协方差矩阵来解决滤波发散的问题。通过船载实验数据,所提的鲁棒滤波相较于传统滤波在位置和速度估计精度方面分别提高了56.3%和69.1%,相较于普通抗差滤波分别提高了7.9%和12.5%。研究结果表明,在李群右误差模型基础上利用自适应抗差算法可以有效提高滤波的抗干扰能力。 展开更多
关键词 组合导航 捷联惯导系统 李群 自适应抗差滤波
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A Quaternion Scaled Unscented Kalman Estimator for Inertial Navigation States Determination Using INS/GPS/Magnetometer Fusion 被引量:4
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作者 Wassim Khoder Bassem Jida 《Journal of Sensor Technology》 2014年第2期101-117,共17页
This Inertial Navigation System (INS), Global Positioning System (GPS) and fluxgate magnetometer technologies have been widely used in a variety of positioning and navigation applications. In this paper, a low cost so... This Inertial Navigation System (INS), Global Positioning System (GPS) and fluxgate magnetometer technologies have been widely used in a variety of positioning and navigation applications. In this paper, a low cost solid state INS/GPS/Magnetometer integrated navigation system has been developed that incorporates measurements from an Inertial Navigation System (INS), Global Positioning System (GPS) and fluxgate magnetometer (Mag.) to provide a reliable complete navigation solution at a high output rate. The body attitude estimates, especially the heading angle, are fundamental challenges in a navigation system. Therefore targeting accurate attitude estimation is considered a significant contribution to the overall navigation error. A better estimation of the body attitude estimates leads to more accurate position and velocity estimation. For that end, the aim of this research is to exploit the magnetometer and accelerometer data in the attitude estimation technique. In this paper, a Scaled Unscented Kalman Filter (SUKF) based on the quaternion concept is designed for the INS/GPS/Mag integrated navigation system under large attitude error conditions. Simulation and experimental results indicate a satisfactory performance of the newly developed model. 展开更多
关键词 inertial navigation System inertial Sensor Model GPS MAGNETOMETER QUATERNION Attitude PARAMETERIZATION Rotation Vector Scaled AUGMENTED Unscented KALMAN Filter
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基于误差状态扩展卡尔曼滤波的GNSS/INS组合导航机载车载船载数据集
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作者 尹智慧 党龙飞 +1 位作者 魏峥嵘 王胜利 《全球定位系统》 2025年第1期9-17,共9页
针对直接采用扩展卡尔曼滤波(extended Kalman filter,EKF)可能导致精度损失以及出现万向节死锁的情况,本文采用具有良好线性特性的基于误差状态扩展卡尔曼滤波(error state Kalman filter,ESKF)的方法进行GNSS与惯性导航系统(inertial ... 针对直接采用扩展卡尔曼滤波(extended Kalman filter,EKF)可能导致精度损失以及出现万向节死锁的情况,本文采用具有良好线性特性的基于误差状态扩展卡尔曼滤波(error state Kalman filter,ESKF)的方法进行GNSS与惯性导航系统(inertial navigation system,INS)组合导航解算,并将解算结果与高精度解算软件Inertial Explorer(IE)进行对比分析.为了验证方法的有效性,制作并公开了3组组合导航数据集,分别为车载、机载以及船载数据.该数据集的INS设备均采用霍尼韦尔的HG4930,GNSS数据的采样频率分别有车载的5 Hz和机载的1 Hz以及船载的10 Hz.本文将基于ESKF方法在公开的数据集上进行实验,并与IE软件得到的结果进行对比与分析. 展开更多
关键词 GNSS 惯性导航系统(ins) 扩展卡尔曼滤波(EKF) 公开数据集 误差状态扩展卡尔曼滤波(ESKF)
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城市遮挡与多路径环境下GNSS/INS组合定位方法
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作者 周勇 王鹤 王剑 《导航定位学报》 北大核心 2025年第1期113-118,共6页
为了进一步提高全球卫星导航系统(GNSS)/惯性导航系统(INS)组合导航在城市遮挡与多路径环境下的定位精度,提出一种基于自适应滤波的GNSS/INS组合导航定位提升方案:结合改进的自适应滤波算法,对多路径及遮挡物环境下的信号干扰问题进行研... 为了进一步提高全球卫星导航系统(GNSS)/惯性导航系统(INS)组合导航在城市遮挡与多路径环境下的定位精度,提出一种基于自适应滤波的GNSS/INS组合导航定位提升方案:结合改进的自适应滤波算法,对多路径及遮挡物环境下的信号干扰问题进行研究,以提高GNSS/INS组合导航定位的精度;然后通过改进自适应抗差滤波、新息异常判断及更合理地构建抗差因子,实现整合改进自适应滤波算法的GNSS/INS组合导航定位系统构建;最后在构建GNSS/INS组合导航定位整体系统框架的基础上,对系统关键技术包括改进的双窗口自适应滤波及新息占比的判断进行阐述。实验结果表明,通过对姿态角精度的提升效果及N、E、U三向位置误差减少情况2个方面进行对比,提出的方案对GNSS/INS组合导航定位的定位精度提升效果明显,运行更加可靠稳定。 展开更多
关键词 全球卫星导航系统(GNSS)/惯性导航系统(ins)组合导航 定位精度 松组合 新息异常 自适应滤波
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ROTATING FIBER OPTIC GYRO STRAP-DOWN INERTIAL NAVIGATION SYSTEM WITH THREE ROTATING AXES 被引量:13
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作者 张玲 刘建业 赖际舟 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2008年第4期289-294,共6页
The principle of the inertial navigation system(INS) with rotating inertial measurement unit (IMU) is analyzed. A new IMU is established to rotate round each axis in three directions. Then, the related error model... The principle of the inertial navigation system(INS) with rotating inertial measurement unit (IMU) is analyzed. A new IMU is established to rotate round each axis in three directions. Then, the related error models for the designed system during rotating are deduced and the improved system is built. Finally, the performance simulation of the proposed system is provided. The simulation result indicates that the designed system can improve the accuracy of the roll and the pitch as well as heading by rotating three axes, thus guaranting the heading accuracy. Moreover, based on the principle of rotation at six different positions, such structure can carry out real-time calibration, and improve the system performance. 展开更多
关键词 inertial navigation systems ROTATION DESIGN error analysis
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Tightly-coupled model for INS/WSN integrated navigation based on Kalman filter 被引量:2
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作者 徐元 陈熙源 《Journal of Southeast University(English Edition)》 EI CAS 2011年第4期384-387,共4页
Aiming at the problem of poor observability of measurement information in the loosely-coupled integration of the inertial navigation system (INS) and the wireless sensor network (WSN), this paper presents a tightl... Aiming at the problem of poor observability of measurement information in the loosely-coupled integration of the inertial navigation system (INS) and the wireless sensor network (WSN), this paper presents a tightly-coupled integration based on the Kalman filter (KF). When the WSN is available, the difference between the distances from the blind node(BN) to the reference nodes (RNs) measured by the INS and those measured by the WSN are used as measurement information for the KF due to its better observability and independence, which can effectively improve the accuracy of the KF. Simulations show that the proposed approach reduces the mean error of the position by about 50% compared with loosely-coupled integration, while the mean error of the velocity is a little higher than that of loosely-coupled integration. 展开更多
关键词 inertial navigation system ins wireless sensor network(WSN) tightly-coupled integration Kalman filter
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两种双矢量SINS粗对准方法大俯仰角适应性研究 被引量:1
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作者 屈新芬 李世玲 +1 位作者 徐林 祝刚 《太赫兹科学与电子信息学报》 2024年第8期859-864,共6页
大俯仰角下捷联惯导粗对准双矢量定姿中,不同矢量组合下,姿态角尤其是方位角对准精确度相差很大,必须慎重选择。对此,给出了2种最常用的粗对准矢量组合模式误差方程,对其主要误差影响因素进行分析。综合传感器误差,利用蒙特卡洛随机打... 大俯仰角下捷联惯导粗对准双矢量定姿中,不同矢量组合下,姿态角尤其是方位角对准精确度相差很大,必须慎重选择。对此,给出了2种最常用的粗对准矢量组合模式误差方程,对其主要误差影响因素进行分析。综合传感器误差,利用蒙特卡洛随机打靶方法对全姿态角下粗对准精确度进行仿真,并开展了80°俯仰角转台静态粗对准试验。转台试验中,在惯导陀螺误差约1°/h,加速度计误差约0.1mg情况下,第1种、第2种组合模式方位角粗对准最大误差值分别为20°、7.5°,第2种组合模式约为第1种的1/3;仿真测试中,在惯导陀螺误差约0.1°/h,加速度计误差约1mg,80°俯仰角下,第1种、第2种组合模式下方位角粗对准最大误差值分别为11°与2.2°,前者约为后者的5倍。仿真与试验结果表明,大俯仰角下矢量组合模式是影响惯导姿态角与姿态矩阵粗对准精确度的最主要因素。 展开更多
关键词 捷联惯性导航系统 初始对准 静基座 双矢量定姿
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GNSS/SINS/视觉导航鲁棒算法 被引量:1
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作者 李明 柴洪洲 郑乃铨 《南京信息工程大学学报(自然科学版)》 CAS 北大核心 2024年第1期114-119,共6页
全球导航卫星系统(Global Navigation Satellite System, GNSS)、捷联惯性导航系统(Strapdown Inertial Navigation System, SINS)和视觉传感器优势互补,3者信息融合可获得高精度、无漂移的导航定位信息.针对GNSS/SINS/视觉融合导航易... 全球导航卫星系统(Global Navigation Satellite System, GNSS)、捷联惯性导航系统(Strapdown Inertial Navigation System, SINS)和视觉传感器优势互补,3者信息融合可获得高精度、无漂移的导航定位信息.针对GNSS/SINS/视觉融合导航易受运动速度、光照变化、遮挡等影响导致定位精度和鲁棒性降低问题,本文在图优化框架的代价函数中加入SoftLOne鲁棒核函数,设置量测值粗差检验程序,降低离群点带来的负面影响.进一步,对量测值计算残差进行卡方检验,对超限残差降权处理,提高系统精度和鲁棒性.实验结果表明,本文算法较不施加鲁棒核函数、不采用异常值剔除策略和卡方检验的传统算法,以及加入其他鲁棒核函数的算法精度更高、鲁棒性更好,能够较大程度提升GNSS/SINS/视觉导航定位精度和鲁棒性,在大尺度环境下,未出现较大漂移误差,绝对位姿均方根误差0.735 m,绝对位姿误差标准差0.336 m. 展开更多
关键词 全球导航卫星系统 捷联惯性导航系统 视觉 鲁棒算法 卡方检验
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一种基于深度学习辅助的SINS/DVL组合导航方法
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作者 匡兴红 黄傲威 《系统仿真学报》 CAS CSCD 北大核心 2024年第8期1810-1822,共13页
水下机器人(autonomous underwater vehicle,AUV)导航定位精度一定上程度影响了AUV的工作效率,由于GNSS无法在水下使用,以捷联惯导系统/多普勒计程仪(SINS/DVL)的组合导航系统受到众多青睐。DVL在部分情况下会失效,若直接将DVL隔离,系... 水下机器人(autonomous underwater vehicle,AUV)导航定位精度一定上程度影响了AUV的工作效率,由于GNSS无法在水下使用,以捷联惯导系统/多普勒计程仪(SINS/DVL)的组合导航系统受到众多青睐。DVL在部分情况下会失效,若直接将DVL隔离,系统将变为纯惯性导航系统,严重影响导航定位的精度。为了应对DVL在部分波束缺失的情况,提出了一种DLinear-informer辅助组合导航算法。通过DLinear对原始输入数据特有的分解方式,增强了算法对AUV非线性信息的提取与学习,提高了速度预测精度。实验结果表明:所提算法能够准确预测DVL失效期间丢失波束的速度,降低组合导航的位置误差,提高了系统的鲁棒性和定位精度。 展开更多
关键词 水下机器人 捷联惯导系统/多普勒计程仪 组合导航 波束缺失 DLinear-informer
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An INS/GNSS integrated navigation in GNSS denied environment using recurrent neural network 被引量:14
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作者 Hai-fa Dai Hong-wei Bian +1 位作者 Rong-ying Wang Heng Ma 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第2期334-340,共7页
In view of the failure of GNSS signals,this paper proposes an INS/GNSS integrated navigation method based on the recurrent neural network(RNN).This proposed method utilizes the calculation principle of INS and the mem... In view of the failure of GNSS signals,this paper proposes an INS/GNSS integrated navigation method based on the recurrent neural network(RNN).This proposed method utilizes the calculation principle of INS and the memory function of the RNN to estimate the errors of the INS,thereby obtaining a continuous,reliable and high-precision navigation solution.The performance of the proposed method is firstly demonstrated using an INS/GNSS simulation environment.Subsequently,an experimental test on boat is also conducted to validate the performance of the method.The results show a promising application prospect for RNN in the field of positioning for INS/GNSS integrated navigation in the absence of GNSS signal,as it outperforms extreme learning machine(ELM)and EKF by approximately 30%and 60%,respectively. 展开更多
关键词 inertial navigation system(ins) Global navigation satellite system(GNSS) Integrated navigation RECURRENT neural network(RNN)
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Accuracy improvement of GPS/MEMS-INS integrated navigation system during GPS signal outage for land vehicle navigation 被引量:15
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作者 Honglei Qin Li Cong Xingli Sun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第2期256-264,共9页
To improve the reliability and accuracy of the global po- sitioning system (GPS)/micro electromechanical system (MEMS)- inertial navigation system (INS) integrated navigation system, this paper proposes two diff... To improve the reliability and accuracy of the global po- sitioning system (GPS)/micro electromechanical system (MEMS)- inertial navigation system (INS) integrated navigation system, this paper proposes two different methods. Based on wavelet threshold denoising and functional coefficient autoregressive (FAR) model- ing, a combined data processing method is presented for MEMS inertial sensor, and GPS attitude information is also introduced to improve the estimation accuracy of MEMS inertial sensor errors. Then the positioning accuracy during GPS signal short outage is enhanced. To improve the positioning accuracy when a GPS signal is blocked for long time and solve the problem of the tra- ditional adaptive neuro-fuzzy inference system (ANFIS) method with poor dynamic adaptation and large calculation amount, a self-constructive ANFIS (SCANFIS) combined with the extended Kalman filter (EKF) is proposed for MEMS-INS errors modeling and predicting. Experimental road test results validate the effi- ciency of the proposed methods. 展开更多
关键词 functional coefficient autoregressive (FAR) global po- sitioning system (GPS) micro electromechanical system (MEMS) inertial navigation system ins self-constructive adaptive neuro- fuzzy inference system (SCANFIS).
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SINS/CNS/GPS integrated navigation algorithm based on UKF 被引量:26
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作者 Haidong Hu Xianlin Huang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第1期102-109,共8页
A new nonlinear algorithm is proposed for strapdown inertial navigation system (SINS)/celestial navigation system (CNS)/global positioning system (GPS) integrated navigation systems. The algorithm employs a nonl... A new nonlinear algorithm is proposed for strapdown inertial navigation system (SINS)/celestial navigation system (CNS)/global positioning system (GPS) integrated navigation systems. The algorithm employs a nonlinear system error model which can be modified by unscented Kalman filter (UKF) to give predictions of local filters. And these predictions can be fused by the federated Kalman filter. In the system error model, the rotation vector is introduced to denote vehicle's attitude and has less variables than the quaternion. Also, the UKF method is simplified to estimate the system error model, which can both lead to less calculation and reduce algorithm implement time. In the information fusion section, a modified federated Kalman filter is proposed to solve the singular covariance problem. Specifically, the new algorithm is applied to maneuvering vehicles, and simulation results show that this algorithm is more accurate than the linear integrated navigation algorithm. 展开更多
关键词 navigation system integrated navigation unscented Kalman filter federated Kalman filter strapdown inertial navigation system celestial navigation system global psitioning system.
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Error Model of Rotary Ring Laser Gyro Inertial Navigation System 被引量:2
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作者 张伦东 练军想 +1 位作者 吴美平 郑志强 《Journal of Beijing Institute of Technology》 EI CAS 2010年第4期439-444,共6页
To improve the precision of inertial navigation system(INS) during long time operation,the rotation modulated technique(RMT) was employed to modulate the errorr of the inertial sensors into periodically varied sig... To improve the precision of inertial navigation system(INS) during long time operation,the rotation modulated technique(RMT) was employed to modulate the errorr of the inertial sensors into periodically varied signals,and,as a result,to suppress the divergence of INS errors.The principle of the RMT was introduced and the error propagating functions were derived from the rotary navigation equation.Effects of the measurement error for the rotation angle of the platform on the system precision were analyzed.The simulation and experimental results show that the precision of INS was ① dramatically improved with the use of the RMT,and ② hardly reduced when the measurement error for the rotation angle was in arc-second level.The study results offer a theoretical basis for engineering design of rotary INS. 展开更多
关键词 inertial navigation system(ins rotation modulated technique(RMT) error function inertial sensor
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Suppression of the G-sensitive drift of laser gyro in dual-axis rotational inertial navigation system 被引量:3
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作者 YU Xudong WANG Zichao +2 位作者 FAN Huiying WEI Guo WANG Lin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第4期822-830,共9页
The dual-axis rotational inertial navigation system(INS)with dithered ring laser gyro(DRLG)is widely used in high precision navigation.The major inertial sensor errors such as drift errors of gyro and accelerometer ca... The dual-axis rotational inertial navigation system(INS)with dithered ring laser gyro(DRLG)is widely used in high precision navigation.The major inertial sensor errors such as drift errors of gyro and accelerometer can be averaged out,but the G-sensitive drifts of laser gyro cannot be averaged out by indexing.A 16-position rotational simulation experiment proves the G-sensitive drift will affect the long-term navigation error for the rotational INS quantitatively.The vibration coupling and asymmetric structure of the DRLG are the main errors.A new dithered mechanism and optimized DRLG is designed.The validity and efficiency of the optimized design are conformed by 1 g sinusoidal vibration experiments.An optimized inertial measurement unit(IMU)is formulated and measured experimentally.Laboratory and vehicle experimental results show that the divergence speed of longitude errors can be effectively slowed down in the optimized IMU.In long term independent navigation,the position accuracy of dual-axis rotational INS is improved close to 50%,and the G-sensitive drifts of laser gyro in the optimized IMU are less than 0.0002°/h.These results have important theoretical significance and practical value for improving the structural dynamic characteristics of DRLG INS,especially the highprecision inertial system. 展开更多
关键词 inertial navigation rotational inertial navigation system(ins) laser gyro G-sensitive drift
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Method of Improving the Navigation Accuracy of SINS by Continuous Rotation 被引量:22
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作者 杨勇 缪玲娟 沈军 《Journal of Beijing Institute of Technology》 EI CAS 2005年第1期45-49,共5页
A method of improving the navigation accuracy of strapdown inertial navigation system (SINS) is studied. The particular technique discussed involves the continuous rotation of gyros and accelerometers cluster about th... A method of improving the navigation accuracy of strapdown inertial navigation system (SINS) is studied. The particular technique discussed involves the continuous rotation of gyros and accelerometers cluster about the vertical axis of the vehicle. Then the errors of these sensors will have periodic variation corresponding to components along the body frame. Under this condition, the modulated sensor errors produce reduced system errors. Theoretical analysis based on a new coordinate system defined as sensing frame and test results are presented, and they indicate the method attenuates the navigation errors brought by the gyros' random constant drift and the accelerometer's bias and their white noise compared to the conventional method. 展开更多
关键词 strapdown inertial navigation system (Sins) ROTATION navigation error
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IAE-adaptive Kalman filter for INS/GPS integrated navigation system 被引量:14
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作者 Bian Hongwei Jin Zhihua Tian Weifeng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期502-508,共7页
A marine INS/GPS adaptive navigation system is presented. GPS with two antenna providing vessel' s altitude is selected as the auxiliary system fusing with INS to improve the performance of the hybrid system. The Kal... A marine INS/GPS adaptive navigation system is presented. GPS with two antenna providing vessel' s altitude is selected as the auxiliary system fusing with INS to improve the performance of the hybrid system. The Kalman filter is the most frequently used algorithm in the integrated navigation system, which is capable of estimating INS errors online based on the measured errors between INS and GPS. The standard Kalman filter (SKF) assumes that the statistics of the noise on each sensor are given. As long as the noise distributions do not change, the Kalman filter will give the optimal estimation. However GPS receiver will be disturbed easily and thus temporally changing measurement noise will join into the outputs of GPS, which will lead to performance degradation of the Kalman filter. Many researchers introduce fuzzy logic control method into innovation-based adaptive estimation adaptive Kalman filtering (IAE-AKF) algorithm, and accordingly propose various adaptive Kalman filters. However how to design the fuzzy logic controller is a very complicated problem still without a convincing solution. A novel IAE-AKF is proposed herein, which is based on the maximum likelihood criterion for the proper computation of the filter innovation covariance and hence of the filter gain. The approach is direct and simple without having to establish fuzzy inference rules. After having deduced the proposed IAEAKF algorithm theoretically in detail, the approach is tested by the simulation based on the system error model of the developed INS/GPS integrated marine navigation system. Simulation results show that the adaptive Kalman filter outperforms the SKF with higher accuracy, robustness and less computation. It is demonstra- ted that this proposed approach is a valid solution for the unknown changing measurement noise exited in the Kalman filter. 展开更多
关键词 inertial navigation system global positioning system integrated navigation system adaptive Kalman filter
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A tightly coupled rotational SINS/CNS integrated navigation method for aircraft 被引量:7
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作者 NING Xiaolin YUAN Weiping LIU Yanhong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第4期770-782,共13页
Strapdown inertial navigation system(SINS)/celestial navigation system(CNS)integrated navigation is widely used to achieve long-time and high-precision autonomous navigation for aircraft.In general,SINS/CNS integrated... Strapdown inertial navigation system(SINS)/celestial navigation system(CNS)integrated navigation is widely used to achieve long-time and high-precision autonomous navigation for aircraft.In general,SINS/CNS integrated navigation can be divided into two integrated modes:loosely coupled integrated navigation and tightly coupled integrated navigation.Because the loosely coupled SINS/CNS integrated system is only available in the condition of at least three stars,the latter one is becoming a research hotspot.One major challenge of SINS/CNS integrated navigation is obtaining a high-precision horizon reference.To solve this problem,an innovative tightly coupled rotational SINS/CNS integrated navigation method is proposed.In this method,the rotational SINS error equation in the navigation frame is used as the state model,and the starlight vector and star altitude are used as measurements.Semi-physical simulations are conducted to test the performance of this integrated method.Results show that this tightly coupled rotational SINS/CNS method has the best navigation accuracy compared with SINS,rotational SINS,and traditional tightly coupled SINS/CNS integrated navigation method. 展开更多
关键词 celestial navigation system(CNS) rotation modulation technology ROTATIONAL STRAPDOWN inertial navigation system(Sins) ROTATIONAL Sins/CNS integrated navigation
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DGPS/INS Data Fusion for Land Navigation 被引量:2
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作者 Denis Berdjag Denis Pomorski 《Journal of Donghua University(English Edition)》 EI CAS 2004年第3期88-93,共6页
The interest for land navigation has increased for the recent years. With the advent of the Global Position System (GPS) we have now the ability to determine the absolute position anywhere on the globe. The problem is... The interest for land navigation has increased for the recent years. With the advent of the Global Position System (GPS) we have now the ability to determine the absolute position anywhere on the globe. The problem is that the GPS systems work well only in open environments with no overhead obstructions and they are subject to large unavoidable errors when the reception from some of the satellites are blocked. This occurs frequently in urban environments, forests and tunnels. GPS systems require at least four “visible” satellites to maintain a good position fix. In many situations in which higher level of accuracy is required, the navigation cannot be achieved by GPS alone. This paper discusses the design of a reliable multisensor fusion algorithm using GPS and Inertial Navigation System in order to decrease the implementation cost of such systems on land vehicles. The major contribution of this paper is in the definition of the possible developments and research axes in land navigation. 展开更多
关键词 Data fusion inertial navigation system (ins) GPS system Kalman filter informational filter
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