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21.
基于自适应容积粒子滤波的车辆状态估计 总被引:1,自引:1,他引:0
针对车辆状态估计中由模型的强非线性、噪声的非高斯分布等相关因素导致估计精度下降甚至发散的问题,本文提出了基于自适应容积粒子滤波(Adaptive cubature particle filter,ACPF)的车辆状态估计器。首先基于非稳态动态轮胎模型,构建高维度非线性八自由度车辆模型。其次利用自适应容积卡尔曼滤波(Adaptive cubature Kalman filter,ACKF)算法更新基本粒子滤波(Particle filter,PF)算法的重要性密度函数,以完成自适应容积粒子滤波算法设计。利用车载传感器信息,运用ACPF算法实现对车辆的侧倾角、质心侧偏角等关键状态变量高精度在线观测。搭建Simulink-Carsim联合仿真平台进行了算法的验证,结果表明该算法状态估计精度高于传统无迹粒子滤波(Unscented particle filter,UPF)算法,且算法运算效率高于UPF算法,而传统PF估计值发散。研究结果为实现车辆动力学精准控制提供了理论支持。 相似文献
22.
液体火箭发动机健康监控技术是改进和提高运载火箭、航天器可靠性与安全性的核心技术之一,对其进行研究具有重要的学术价值和工程应用价值。液体火箭发动机健康监控技术的研究主要包括液体火箭发动机故障检测与诊断理论方法、液体火箭发动机健康监控系统两方面。该文介绍了基于模型驱动的方法、基于数据驱动的方法和基于人工智能的方法,阐明了液体火箭发动机故障检测与诊断理论方法的研究现状,通过对美国液体火箭发动机典型健康监控系统的介绍,阐明了液体火箭发动机健康监控系统研究的若干进展及现状,并对液体火箭推进系统健康监控技术的演变趋势作了简要评述。 相似文献
23.
《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2020,65(1):86-94
We have studied the time delay of ionospheric storms to geomagnetic storms at a low latitude station Taoyuan (25.02°N, 121.21°E), Taiwan using the Dst and TEC data during 126 geomagnetic storms from the year 2002 to 2014. In addition to the known local time dependence of the time delay, the statistics show that the time delay has significant seasonal characteristics, which can be explained within the framework of the seasonal characteristics of the ionospheric TEC. The data also show that there is no correlation between the time delay and the intensity of magnetic storms. As for the solar activity dependence of the time delay, the results show that there is no relationship between the time delay of positive storms and the solar activity, whereas the time delay of negative storms has weakly negative dependence on the solar activity, with correlation coefficient −0.41. Especially, there are two kinds of extreme events: pre-storm response events and long-time delay events. All of the pre-storm response events occurred during 15–20 LT, manifesting the Equator Ionospheric Anomaly (EIA) feature at Taoyuan. Moreover, the common features of the pre-storm response events suggest the storm sudden commencement (SSC) and weak geomagnetic disturbance before the main phase onset (MPO) of magnetic storms are two main possible causes of the pre-storm response events. By analyzing the geomagnetic indices during the events with long-time delay, we infer that this kind of events may not be caused by magnetic storms, and they might belong to ionospheric Q-disturbances. 相似文献
24.
为提高无人平台在复杂环境中的地形探测能力以及解决在小样本数据下识别地形困难的问题,提出了一种无人平台复杂地形探测的视触融合方法。在原始宽度学习的基础上,建立了多模态级联特征节点宽度学习框架。首先进行触觉和视觉初步特征提取和融合特征提取,随后将融合特征矩阵经宽度学习分类器得到地形识别的结果。最后,在自建的视觉-触觉地形 (V-T2)数据集进行了实验验证。结果表明,相比于传统的融合算法,提出的融合算法有很好的准确性和鲁棒性,为无人平台地形探测提供了有效的策略。 相似文献
25.
26.
Pengbin Guo Jian Sun Shuling Hu Ju Xue 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2018,61(3):787-798
Pulsar navigation is a promising navigation method for high-altitude orbit space tasks or deep space exploration. At present, an important reason for restricting the development of pulsar navigation is that navigation accuracy is not high due to the slow update of the measurements. In order to improve the accuracy of pulsar navigation, an asynchronous observation model which can improve the update rate of the measurements is proposed on the basis of satellite constellation which has a broad space for development because of its visibility and reliability. The simulation results show that the asynchronous observation model improves the positioning accuracy by 31.48% and velocity accuracy by 24.75% than that of the synchronous observation model. With the new Doppler effects compensation method in the asynchronous observation model proposed in this paper, the positioning accuracy is improved by 32.27%, and the velocity accuracy is improved by 34.07% than that of the traditional method. The simulation results show that without considering the clock error will result in a filtering divergence. 相似文献
27.
针对我国下一代静止轨道微波探测器资料应用的需求,对微波50~60GHz和183GHz的温湿遥感通道开展了不同大气条件下探测敏感高度的模拟,发现大气散射对微波探测影响明显,尤其是近地面通道,在未来数据应用时需加以注意。提出一种基于一维变分的大气温湿度廓线物理反演算法。以美国最新一代气象卫星Suomi NPP搭载的ATMS(Advanced Technology Microwave Sounder)获取的观测资料为研究对象,RTTOV(Radiative Transfer for TOVS)快速辐射传输模式为前向算子,利用一维变分算法开展了温湿度廓线反演单点试验。研究发现:地表参数对微波亮温,尤其是地面通道影响较大。同时,反演所需背景场对反演结果影响较明显,反演所得温度与背景场较接近。 相似文献
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29.
脊形前体有较强的背风涡流场,不同的前体形状对前体涡流场和气动力有很大的影响。本文针对脊形前体飞行器大迎角湍流大分离流动计算的困难,采用IDDES混合湍流模型,以及与之匹配的非定常算法,研究了不同来流迎角下脊形前体的气动特性,以及背风涡非定常演化、破裂的细致流动结构。选取了不同脊形角,以及不同上、下高宽比的脊形前体进行计算。计算结果表明,在迎角较小时,随着迎角的增大,前体主涡会逐渐增强,在迎角较大时,前体主涡破裂;在相同迎角下,脊形角较小时,前体涡较强,涡升力也更大;对于相同脊形角的前体,当上半截面高宽比较小时,前体主涡强度较大,前体涡破裂临界迎角较小,即会提前破裂。 相似文献
30.
《中国航空学报》2020,33(6):1625-1641
The Tilt Quad Rotor (TQR) has complex dynamics characteristics, especially in conversion mode. It is difficult to build the dynamic model of the TQR and the environmental factors have a great influence on it. To solve the problem of control in conversion mode of TQR, this paper carries out the design of the controller based on improved Active Disturbance Rejection Control (ADRC). According to the characteristics of flight in conversion mode, Tracking Differentiator (TD) with explicit model is used to solve the problem of multiple integrals when the system is high-order system. Extended State Observer (ESO) with Radial Basis Function (RBF) neural network is used to estimate and compensate for internal and external uncertainties, and the adaptive sliding mode control in Nonlinear State Error Feedback (NLSEF) is used to improve the response speed of the controller and reduce the parameters which should be tuned. Through the flight control simulation of the TQR, the validity and rationality of the control system are verified. 相似文献