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An improved algorithm based on equivalent sound velocity profile method at large incident angle
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作者 Qianqian Li Qian Tong +3 位作者 Fanlin Yang Qi Li Zhihao Juan Yu Luo 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2024年第2期161-167,共7页
With the development of ultra-wide coverage technology,multibeam echo-sounder(MBES)system has put forward higher requirements for localization accuracy and computational efficiency of ray tracing method.The classical ... With the development of ultra-wide coverage technology,multibeam echo-sounder(MBES)system has put forward higher requirements for localization accuracy and computational efficiency of ray tracing method.The classical equivalent sound speed profile(ESSP)method replaces the measured sound velocity profile(SVP)with a simple constant gradient SVP,reducing the computational workload of beam positioning.However,in deep-sea environment,the depth measurement error of this method rapidly increases from the central beam to the edge beam.By analyzing the positioning error of the ESSP method at edge beam,it is discovered that the positioning error increases monotonically with the incident angle,and the relationship between them could be expressed by polynomial function.Therefore,an error correction algorithm based on polynomial fitting is obtained.The simulation experiment conducted on an inclined seafloor shows that the proposed algorithm exhibits comparable efficiency to the original ESSP method,while significantly improving bathymetry accuracy by nearly eight times in the edge beam. 展开更多
关键词 equivalent sound speed profile ray tracing method large incident angle edge beam deep sea error correction multibeam echo-sounder system
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Angle measurement error and compensation for pitched rotation of circular grating 被引量:6
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作者 陈希军 王振桓 +1 位作者 王政邦 曾庆双 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第3期11-15,共5页
As circular grating is not vertical to the shaft,the angle measurement error of the circular grating is analyzed.Based on the moire fringe equations in pitched condition,the mathematic model of the angle measurement e... As circular grating is not vertical to the shaft,the angle measurement error of the circular grating is analyzed.Based on the moire fringe equations in pitched condition,the mathematic model of the angle measurement error is derived.The paper comes to the conclusion that the nonorthogonal angle between the circular grating and the shaft leads to the second harmonic error of the angle measurement,and the correctness of the result is proved by the experimental data.The method of the error compensation is presented,and the angle measurement accuracy of the circular grating is improved by the error compensation. 展开更多
关键词 circular grating nonorthogonal angle moire fringe second-harmonic error
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Effects of laser beam divergence angle on airborne LIDAR positioning errors 被引量:1
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作者 姜利芳 蓝天 +1 位作者 顾美霞 倪国强 《Journal of Beijing Institute of Technology》 EI CAS 2012年第2期278-284,共7页
The influence of laser beam divergence angle on the positioning accuracy of scanning airborne light detection and ranging (LIDAR) is analyzed and simulated. Based on the data process and positioning principle of air... The influence of laser beam divergence angle on the positioning accuracy of scanning airborne light detection and ranging (LIDAR) is analyzed and simulated. Based on the data process and positioning principle of airborne LIDAR, the errors from pulse broadening induced by laser beam di vergence angle are modeled and qualitatively analyzed for different terrain surfaces. Simulated results of positioning errors and suggestions to reduce them are given for the flat surface, the downhill of slope surface, and the uphill surface. 展开更多
关键词 Kairborne light detection and ranging (LIDAR) positioning error laser beam divergenceangle slope angle scan angle
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Orthogonality of inductosyn angle-measuring system error and error-separating technology 被引量:1
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作者 任顺清 曾庆双 王常虹 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2003年第4期376-379,共4页
Round inductosyn is widely used in inertial navigation test equipment, and its accuracy has significant effect on the general accuracy of the equipment. Four main errors of round inductosyn,i.e. the first-order long-p... Round inductosyn is widely used in inertial navigation test equipment, and its accuracy has significant effect on the general accuracy of the equipment. Four main errors of round inductosyn,i.e. the first-order long-period (360°) harmonic error, the second-order long-period harmonic error, the first-order short-period harmonic error and the second-order short-period harmonic error, are described, and the orthogonality of these four kinds of errors is studied. An error separating technology is proposed to separate these four kinds of errors, and in the process of separating the short-period harmonic errors, the arrangement in the order of decimal part of the angle pitch number can be omitted. The effectiveness of the technology proposed is proved through measuring and adjusting the angular errors. 展开更多
关键词 INDUCTOSYN angle measurement error separation ORTHOGONALITY
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THE ANGLE ERROR ESTIMATE METHOD IN THE WIDE SWATH SAR BASING ON MULTI-RECEIVER 被引量:1
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作者 Wang Xiaoqing Zhu Minhui Sheng Xinqing 《Journal of Electronics(China)》 2006年第3期374-378,共5页
The wide-swath method based on multi-receiver is a novel and highly accurate wide-swath method, which requires a very precise view angle. The estimated angle has error because of the atmosphere refraction, angle error... The wide-swath method based on multi-receiver is a novel and highly accurate wide-swath method, which requires a very precise view angle. The estimated angle has error because of the atmosphere refraction, angle error of view and target height. A method is proposed in this paper to estimate the angle error from the return signal. The method makes use of the relationship between the view angle error and the signal correlation of the subswaths to estimate the angle error. The precision of this method is analyzed by the law of great number and it turns out to be in direct proportion to the root square number of averaging. The simulation result is given and the angle precision is 0.025°. 展开更多
关键词 Synthetic Aperture Radar (SAR) Multi-receiver angle error estimation
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A Combined Antenna Array Deployment with High Positioning Accuracy and Low Angular Measurement Error
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作者 Wangjie Chen Weiqiang Zhu +3 位作者 Zhenhong Fan Li Wu Yi He Yixiao Wang 《Journal of Beijing Institute of Technology》 EI CAS 2024年第2期141-154,共14页
In this paper,an antenna array composed of circular array and orthogonal linear array is proposed by using the design of long and short baseline“orthogonal linear array”and the circular array ambiguity resolution de... In this paper,an antenna array composed of circular array and orthogonal linear array is proposed by using the design of long and short baseline“orthogonal linear array”and the circular array ambiguity resolution design of multi-group baseline clustering.The effectiveness of the antenna array in this paper is verified by sufficient simulation and experiment.After the system deviation correction work,it is found that in the L/S/C/X frequency bands,the ambiguity resolution probability is high,and the phase difference system error between each channel is basically the same.The angle measurement error is less than 0.5°,and the positioning error is less than 2.5 km.Notably,as the center frequency increases,calibration consistency improves,and the calibration frequency points become applicable over a wider frequency range.At a center frequency of 11.5 GHz,the calibration frequency point bandwidth extends to 1200 MHz.This combined antenna array deployment holds significant promise for a wide range of applications in contemporary wireless communication systems. 展开更多
关键词 antenna array deployment ambiguity resolution phase consistency angle measurement error positioning error
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Missile guidance law design based on free-time convergent error dynamics
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作者 LIU Yuanhe XIE Nianhao +1 位作者 LI Kebo LIANG Yan’gang 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第5期1315-1325,共11页
To solve the finite-time error-tracking problem in mis-sile guidance,this paper presents a unified design approach through error dynamics and free-time convergence theory.The proposed approach is initiated by establis... To solve the finite-time error-tracking problem in mis-sile guidance,this paper presents a unified design approach through error dynamics and free-time convergence theory.The proposed approach is initiated by establishing a desired model for free-time convergent error dynamics,characterized by its independence from initial conditions and guidance parameters,and adjustable convergence time.This foundation facilitates the derivation of specific guidance laws that integrate constraints such as leading angle,impact angle,and impact time.The theoretical framework of this study elucidates the nuances and synergies between the proposed guidance laws and existing methodologies.Empirical evaluations through simulation comparisons underscore the enhanced accuracy and adaptability of the proposed laws. 展开更多
关键词 guidance design free-time convergence error dynamics approach impact angle constraint impact time constraint
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The Triangle Collapse Algorithm Based on Angle Error Metrics
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作者 Xiaorong Yan Yuansheng Lou Ling Li 《国际计算机前沿大会会议论文集》 2017年第1期156-158,共3页
To solve the problems in the mesh simplification,such as the poor features preserving and too uniform in some areas,an improved triangle collapse algorithm based on angle error metrics is proposed.First,divide the tri... To solve the problems in the mesh simplification,such as the poor features preserving and too uniform in some areas,an improved triangle collapse algorithm based on angle error metrics is proposed.First,divide the triangles into three types,and different processing methods are adopted for different types of triangles.The algorithm uses the triangle collapse based on the quadratic error metrics.In order to preserving the topological structure and geometric boundary feature of the original model,the angle error metrics is added as a new feature factor on the basis of the two factors:the long and narrow degree and the local region area.This algorithm is implemented by VC++6.0 and OpenGL.The experiment shows that the algorithm preserves the boundary feature and topology of the original model well,and the speed of simplification is faster than other algorithm. 展开更多
关键词 angle error TRIangle COLLAPSE QUADRIC error metrics MESH SIMPLIFICATION
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Optimizing circumferential assembly angle of rotor parts connected by curvic couplings based on acquired tooth surface error data
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作者 Huibin SUN Meng LIU +1 位作者 Yingzhi ZHANG Chenle WEI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第3期404-416,共13页
Due to the excellent self-centering and load-carrying capability,curvic couplings have been widely used in advanced aero-engine rotors.However,curvic tooth surface errors lead to poor assembly precision.Traditional ph... Due to the excellent self-centering and load-carrying capability,curvic couplings have been widely used in advanced aero-engine rotors.However,curvic tooth surface errors lead to poor assembly precision.Traditional physical-master-gauge-based indirect tooth surface error measurement and circumferential assembly angle optimization methods have the disadvantages of high cost and weak generality.The unknown tooth surface fitting mechanism is a big barrier to assembly precision prediction and improvement.Therefore,this work puts forward a data-driven assembly simulation and optimization approach for aero-engine rotors connected by curvic couplings.The origin of curvic tooth surface error is deeply investigated.Using 5-axis sweep scan method,a large amount of high-precision curvic tooth surface data are acquired efficiently.Based on geometric models of parts,the fitting mechanism of curvic couplings is uncovered for assembly precision simulation and prediction.A circumferential assembly angle optimization model is developed to decrease axial and radial assembly runouts.Experimental results show that the assembly precision can be predicted accurately and improved dramatically.By uncovering the essential principle of the assembly precision formation and proposing circumferential assembly angle optimization model,this work is meaningful for assembly quality,efficiency and economy improvement of multistage aero-engine rotors connected by curvic couplings. 展开更多
关键词 Curvic couplings Tooth surface error Assembly precision Axial and radial runouts Circumferential assembly angle
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Theory and practice of hull dynamic deformation law and heading angle transfer error correction
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作者 Yepin Qu Jianqiang Liu +2 位作者 Yuhai Lyu Chaoran Zhang Tao Li 《Journal of Ocean Engineering and Science》 SCIE 2024年第2期191-198,共8页
In order to meet the demand of high-precision heading angle transmission in the transfer alignment of inertial navigation system on moving base,the analytical function relationship between the hull deforma-tion and th... In order to meet the demand of high-precision heading angle transmission in the transfer alignment of inertial navigation system on moving base,the analytical function relationship between the hull deforma-tion and the turning angular velocity and angular acceleration was derived by using the classical beam theory based on the analysis of the equivalent load exerted by the hydrodynamic force and inertia force on the hull structure during the turning process under the combined action of the steering rudder mo-ment and wave force.The objective law between the angular motion and the azimuth deformation angle of the hull under the combined action of maneuvering and sea waves was revealed.Finally,the correc-tion coefficients were determined according to the left turn and right turn motions of the hull by using the measured data of the ship in the sea trial during the S-shape maneuvering navigation,and the az-imuth deformation angle correction was completed.The results indicated that the application of the Qu’s bending deformation correction formula could greatly reduce the influence of the hull flexural deforma-tion on the heading angle accuracy,meet the needs of high-precision heading angle transmission,and fully verify the correctness of the hull azimuth deformation law and the heading angle transmission er-ror correction theory.This theory and method provided technical support for establishing high-precision distributed digital reference in the field of transfer alignment of inertial navigation on moving base and the application of heading angle transfer of other shipborne equipment. 展开更多
关键词 Hull deformation Hull girder Heading angle Alignment on moving Base Transfer alignment error correction
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Trajectory shaping guidance law with terminal impact angle constraint 被引量:1
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作者 刘大卫 夏群利 +1 位作者 武涛 祁载康 《Journal of Beijing Institute of Technology》 EI CAS 2011年第3期345-350,共6页
In order to strike hard targets underground or warships and tanks with expected impact angle by missiles or guided bombs, trajectory shaping guidance law with terminal position and impact angle constraints is derived ... In order to strike hard targets underground or warships and tanks with expected impact angle by missiles or guided bombs, trajectory shaping guidance law with terminal position and impact angle constraints is derived based on linear quadratic optimal control theory. The required accelera- tion expressed by impact angle and heading error is obtained in lag-free guidance system in order to find the optimal relationship of those angles in terminal phase. The adjoint systems of miss distance and impact angle error of first-order guidance system are established based on statistical linearization adjoint method (SLAM) in order to study the impact performances of the guidance law. Simulation results show that the miss distance and impact angle error of trajectory shaping guidance law are both according with the impact position and angle constraint and the required acceleration at impact can be decreased by an optimal relationship of impact angle and heading error. 展开更多
关键词 trajectory shaping required acceleration miss distance impact angle error
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Roll angle measurement system based on triaxial magneto-resistive sensor 被引量:2
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作者 赵鑫炉 张晓明 《Journal of Measurement Science and Instrumentation》 CAS 2013年第3期214-217,共4页
Aiming at large error when inertial devices measure the roll angle under high overload conditions,the article designs one kind of roll angle measurement system based on magneto-resistive sensor which calculates the ro... Aiming at large error when inertial devices measure the roll angle under high overload conditions,the article designs one kind of roll angle measurement system based on magneto-resistive sensor which calculates the roll angle by micro controller STM32.Experiment results of a triaxial turntable show that using magneto-resistive sensor to measure roll angle is feasible and of high accuracy,and it can calculate the roll angle of the conventional projectile with the error in 1°. 展开更多
关键词 magneto-resistive sensor roll angle errorCLC number:TP212.1 Document code:AArticle ID:1674-8042(2013)03-0214-04
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Design of the Rotation Angle Measurement System for the Atmospheric Dispersion Corrector (ADC)
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作者 Wenjie Li Quanquan Mu +4 位作者 Shaoxin Wang Chengliang Yang Haiping Wang Zhaoliang Cao Li Xuan 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2017年第4期57-61,共5页
In order to measure the rotation angle error of the worm and gear mechanisms in the atmospheric dispersion corrector( ADC),a novel measurement system based on the autocollimator is designed in this paper.Based on the ... In order to measure the rotation angle error of the worm and gear mechanisms in the atmospheric dispersion corrector( ADC),a novel measurement system based on the autocollimator is designed in this paper.Based on the position relations between the shaft and spot converged by rays of autocollimator,the rotation angle can be calculated quickly and conveniently using a brief algorithm. An optical wedge is introduced to the measurement system for suppressing the awful measuring error caused by the axial wobbly error. The measurement system can measure the shaft rotation angle at any rotation position,which is the novel usage of the two-dimensional autocollimator. Its optical layout is very simple. Only an optical wedge and two plane mirrors are needed besides the autocollimator. The measurement accuracy of the proposed method is less than±0.5 arcmin. In the measurement of two worms and gears mechanisms in ADC,the rotation angle error are±0.05° and ±0.07° respectively,which all satisfies the design demand( ±0.1°). The proposed measurement system can be also suits for some engineering fields. 展开更多
关键词 OPTICAL measurement ROTATION angle AUTOCOLLIMATOR AXIS wobbly error OPTICAL WEDGE
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A target group tracking algorithm for wireless sensor networks using azimuthal angle of arrival information
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作者 张淳 费树岷 周杏鹏 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第12期1-10,共10页
In this paper, we explore the technology of tracking a group of targets with correlated motions in a wireless sensor network. Since a group of targets moves collectively and is restricted within a limited region, it i... In this paper, we explore the technology of tracking a group of targets with correlated motions in a wireless sensor network. Since a group of targets moves collectively and is restricted within a limited region, it is not worth consuming scarce resources of sensors in computing the trajectory of each single target. Hence, in this paper, the problem is modeled as tracking a geographical continuous region covered by all targets. A tracking algorithm is proposed to estimate the region covered by the target group in each sampling period. Based on the locations of sensors and the azimuthal angle of arrival (AOA) information, the estimated region covering all the group members is obtained. Algorithm analysis provides the fundamental limits to the accuracy of localizing a target group. Simulation results show that the proposed algorithm is superior to the existing hull algorithm due to the reduction in estimation error, which is between 10% and 40% of the hull algorithm, with a similar density of sensors. And when the density of sensors increases, the localization accuracy of the proposed algorithm improves dramatically. 展开更多
关键词 wireless sensor network target group TRACKING azimuthal angle estimation error
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Angle measurement technology based on magnetization vector for narrow space applications
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作者 Yinguo Huang Shiyu Zhang +1 位作者 Le Gao Yelong Zheng 《Nanotechnology and Precision Engineering》 EI CAS CSCD 2020年第3期167-173,共7页
With the wide application of laser in the field of skin plastic surgery, micro laser galvanometer scanner has made great progress in this field with its portability. However, the measurement method used to measure the... With the wide application of laser in the field of skin plastic surgery, micro laser galvanometer scanner has made great progress in this field with its portability. However, the measurement method used to measure the deflection angle of laser galvanometer in the narrow space of scanner with high precision remains to be studied. In this paper, an angle measurement method based on magnetic field is proposed, and the effect of the shapes of permanent magnets(PMs) on the measurement is studied by theoretical and experimental study under the condition that the maximum available space for the PMs is a 10 mm side cube. An angle measuring experimental device is set up, and the contrast experiment is carried out with different PMs which are the same as simulation. The experimental results show that cylindrical PM is more suitable than other PMs, which is consistent with the simulation results, and the maximum nonlinearity error is 0.562%. This method has the advantages of small volume,non-contact measurement, small moment of inertia, good dynamic response and no external excitation for the PMs, so it has a broad application prospect in micro laser galvanometer scanner. 展开更多
关键词 Micro laser galvanometer scanner Deflection angle Narrow space Shapes of permanent magnets Nonlinearity error
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Study on Initial Alignment Under Large Misalignment Angle
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作者 Qi Wang Changsong Yang Shaoen Wu 《Journal of Information Hiding and Privacy Protection》 2019年第3期95-108,共14页
Misalignment angle error model describing the SINS mathematical platform error is presented in this paper following the idea of small misalignment angle error model and large azimuth misalignment angle error model.It ... Misalignment angle error model describing the SINS mathematical platform error is presented in this paper following the idea of small misalignment angle error model and large azimuth misalignment angle error model.It can be considered that the three misalignment angles are independent of the rotational sequence in the misalignment error model,but not suitable in the large misalignment error model.The error angle of Euler platform is used to represent the three misalignment angles from theoretical navigation coordinate system to computational navigation coordinate system.The Euler platform error angle is utilized to represent the mathematical platform error and its physical meaning is very clear.The SINS nonlinear error model is deduced by using the error angle of Euler platform and is simplified under the condition of large azimuth error and small error.The simplified results are more comprehensive and accurate than the large azimuth misalignment error model.The damping SINS algorithm and its error model are proposed to change the structure of the strapdown inertial navigation algorithm by using the external damping information.The accuracy of SINS error model of large Euler platform error angle is simulated,and has strong practicability in initial alignment and is conducive to reducing the amount of calculation. 展开更多
关键词 Misalignment error model large misalignment angle Euler platform error angle SINS.
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有限视场下的攻击时间和角度多约束制导律 被引量:2
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作者 王江 刘经纬 +1 位作者 崔晓曦 范卫鹏 《北京理工大学学报》 EI CAS CSCD 北大核心 2024年第1期18-27,共10页
针对精确打击任务存在导引头视场受限这一过程约束的制导问题,提出了一种考虑视场限制以及攻击角度和时间多种约束的制导律.首先,在以比例导引项实现精确命中的基础上,利用最优控制理论,采用弹目距离加权控制能耗形式的指标函数,设计了... 针对精确打击任务存在导引头视场受限这一过程约束的制导问题,提出了一种考虑视场限制以及攻击角度和时间多种约束的制导律.首先,在以比例导引项实现精确命中的基础上,利用最优控制理论,采用弹目距离加权控制能耗形式的指标函数,设计了攻击角度控制项,并推导了相应的剩余飞行时间解析预测表达式.其次,基于最优误差动力学方法,设计了攻击时间相关的控制项,保证了攻击时间误差的有限时间收敛.同时,针对导引头视场有限的问题,分析了各控制项对前置角收敛性的影响,利用特定的限制函数确保前置角在整个制导过程中始终处于有效视场内,并给出了前置角的有界性及收敛性证明.数学仿真结果验证了所提出制导律对多约束制导问题的有效性. 展开更多
关键词 最优控制 攻击角度控制 攻击时间控制 视场约束 最优误差动力学
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旋变二次谐波测角误差自校正
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作者 王英广 张激扬 +2 位作者 张强 鲁明 田利梅 《光学精密工程》 EI CAS CSCD 北大核心 2024年第2期184-192,共9页
旋变幅值误差和正交误差在角速度频谱上表现为旋变转频的二次谐波,是旋变测角误差的主要来源,影响伺服系统角速度控制精度和稳定度。本文提出了一种基于特征频率参考的二次谐波误差自校正方法。首先,分析旋变测角误差产生的机理,获知其... 旋变幅值误差和正交误差在角速度频谱上表现为旋变转频的二次谐波,是旋变测角误差的主要来源,影响伺服系统角速度控制精度和稳定度。本文提出了一种基于特征频率参考的二次谐波误差自校正方法。首先,分析旋变测角误差产生的机理,获知其幅值误差和正交误差的互不相关性,并证明对旋变输出信号进行幅值调整和相位差调整可实现二次谐波误差校正。然后,在旋变和旋变数字信号转换器(Resolver-to-Digital Converter,RDC)之间设计基于比例放大的幅值校正器和基于交叉调节的相角校正器。最后,根据误差信号在线性控制系统中特征频率不变的特性,对伺服系统进行匀速控制,以角速度频谱中二次谐波频率的幅值为参考基准,分别调整幅值校正器和相角校正器,校正二次谐波误差。实验结果表明:本方法可将旋变二次谐波测角误差幅值降低78.5%,伺服系统速率波动量降低40.5%。本方法实现了旋变二次谐波测角误差的自校正,大幅提升了旋变的测角精度和伺服系统的转速控制稳定度。 展开更多
关键词 测角传感器 旋变 测角误差 自校正
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扭转角度对Shupe误差的影响及绕环工艺的优化
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作者 王晓丹 杨盛林 +2 位作者 张宇 罗振晶 吴晓乐 《中国惯性技术学报》 EI CSCD 北大核心 2024年第10期1035-1042,共8页
针对同一批次光纤环圈Shupe误差差异较大的问题,分析了扭转角度对Shupe误差的影响,并提出了绕环工艺优化方法。通过引入扭转角度重新推导了光纤环圈热致Shupe误差的理论公式并结合光纤环圈精细化有限元模型,建立了考虑扭转角度的光纤环... 针对同一批次光纤环圈Shupe误差差异较大的问题,分析了扭转角度对Shupe误差的影响,并提出了绕环工艺优化方法。通过引入扭转角度重新推导了光纤环圈热致Shupe误差的理论公式并结合光纤环圈精细化有限元模型,建立了考虑扭转角度的光纤环圈Shupe误差模型。通过仿真对比不同扭转角度对Shupe误差的影响可知,扭转角度是造成同一批次光纤环圈Shupe误差可补偿性差的主要原因。通过优化绕环工艺方法,在分纤步骤即进行光纤退扭,可保证后续绕环环节张力控制的有效性和扭转角度的一致性。实验结果表明,采用退扭工艺后,光纤陀螺温度补偿后的零偏误差由0.01(°)/h降至约0.005(°)/h。 展开更多
关键词 光纤环圈 Shupe误差 扭转角度 应力双折射
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基于PSO−ELM的综采工作面液压支架姿态监测方法
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作者 李磊 许春雨 +5 位作者 宋建成 田慕琴 宋单阳 张杰 郝振杰 马锐 《工矿自动化》 CSCD 北大核心 2024年第8期14-19,共6页
针对基于惯性测量单元的液压支架姿态解算方法会产生累计误差、校正结果不准确的问题,提出一种基于粒子群优化(PSO)−极限学习机(ELM)的综采工作面液压支架姿态监测方法。以液压支架顶梁俯仰角为监测对象,采用倾角传感器和陀螺仪采集液... 针对基于惯性测量单元的液压支架姿态解算方法会产生累计误差、校正结果不准确的问题,提出一种基于粒子群优化(PSO)−极限学习机(ELM)的综采工作面液压支架姿态监测方法。以液压支架顶梁俯仰角为监测对象,采用倾角传感器和陀螺仪采集液压支架顶梁支护姿态实时信息,对采集到的数据进行预处理,将处理后的数据输入PSO−ELM误差补偿模型中,得到解算误差预测值;同时通过卡尔曼滤波融合进行液压支架姿态解算,得到解算值;再用误差预测值对解算值进行误差补偿,从而求得更加准确的顶梁支护姿态数据。该方法只考虑加速度和角速度数据与解算误差的关系,不依赖具体的物理模型,可有效降低姿态解算累计误差。实验结果表明:液压支架顶梁俯仰角平均绝对误差由补偿前的1.4208°减少到0.0580°,且误差曲线具有良好的收敛性,验证了所提方法可持续稳定地监测液压支架的支护姿态。 展开更多
关键词 液压支架 顶梁俯仰角 姿态监测 误差补偿 粒子群优化 极限学习机 PSO−ELM
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