资源描述:
《平流层飞艇抗风场干扰cukf算法设计与应用》由会员上传分享,免费在线阅读,更多相关内容在学术论文-天天文库。
1、平流层飞艇抗风场干扰CUKF算法设计与应用赵岩1,高社生2,丁晓3,韦道知1(1.空军工程大学,防空反导学院,西安710051;2.西北工业大学,自动化学院,西安710129;3.中航工业西安动力控制有限公司设计所,西安710077)摘要:为了提高风场干扰环境下飞艇的导航精度,研究飞艇抗风场干扰导航算法。在建立风场干扰条件下飞艇速度误差约束模型的基础上,设计抗风场干扰的约束Unscented卡尔曼滤波算法。首先确定风场干扰条件下飞艇的速度误差约束量,将该约束与Unscented卡尔曼滤波算法相结合,对速度误差进行估计和补偿,以减小风场对飞艇定位精度的影响;然后证明该
2、算法的状态估计量不仅是无偏的,而且协方差小于标准UKF的协方差;最后将提出的算法应用于捷联惯导/天文/合成孔径雷达组合导航系统中进行仿真验证,并与自适应扩展卡尔曼滤波和抗差自适应UKF算法进行比较,结果表明:提出的约束UKF算法的滤波性能明显优于自适应EKF和抗差自适应UKF算法,能够有效抑制风场对飞艇定位精度的影响,提高飞艇的导航定位精度。关键词:组合导航;平流层飞艇;风场估计;约束Unscented卡尔曼滤波中图分类号:V249文献标识码:ADesignandApplicationonCUKFforStratosphericAirshipwithWindFiel
3、dDisturbanceZHAOYan1,GAOShesheng2,DINGXiao2,WEIDaozhi1(1.AirForceEngineeringUniversity,AirandMissileDefenseCollege,Xi`an710051China;2.SchoolofAutomatics,NorthwesternPolytechnicalUniversity,Xi’an710129,China;3.InstituteofAVICAero-engineControlsCO.,Xi`an710077China)Abstract:Toimprovethen
4、avigationaccuracyofairshipinthedisturbanceenvironmentofwindfield,anavigationalgorithmwithanti-interferenceofwindfieldwasstudied.Basedonbuildingupanerrorconstraintsmodeloftheairshipvelocityinwindfielddisturbance,aconstraintsunscentedkalmanfilteralgorithmwhichresistswindfielddisturbancew
5、asdesigned.Firstly,theerrorconstraintvectorofairshipvelocitywasdetermined.Todecreasetheimpactofwindfieldonpositionalaccuracyofairship,thevelocityerrorwasestimatedandcompensatedbythecombinationofunscentedkalmanfilteranderrorconstraintvector.Then,thestateestimationvalueofproposedalgorith
6、mwasprovedtobeunbiased,andthecovariancewaslessthanthatofthestandardUKF.Finally,theproposedalgorithmwasappliedtoSINS/CNS/SARintegratednavigationsystemandconductedsimulation,andwascomparedwiththeadaptiveextendedkalmanfilterandrobustadaptiveUKF.Thesimulationresultsshowthatnotonlythefilter
7、performanceoftheproposedCUKFwasmuchbetterthanthoseofAEKFandRAUKF,butalsotheimpactofwindfiledonpositionalaccuracyofwasdecreasedandthenavigationaccuracyofairshipwasimprovedeffectively.Keywords:integratednavigation;stratosphericairship;windfiledestimation;constraintsunscentedkalmanfilte