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Calculation and correction of magnetic object positioning error caused by magnetic field gradient tensor measurement 被引量:6
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作者 WANG Sansheng ZHANG Mingji +1 位作者 ZHANG Ning GUO Qiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第3期456-461,共6页
Magnetic field gradient tensor measurement is an important technique to obtain position information of magnetic objects. When using magnetic field sensors to measure magnetic field gradient as the coefficients of tens... Magnetic field gradient tensor measurement is an important technique to obtain position information of magnetic objects. When using magnetic field sensors to measure magnetic field gradient as the coefficients of tensor, field differentiation is generally approximated by field difference. As a result, magnetic objects positioning by magnetic field gradient tensor measurement always involves an inherent error caused by sensor sizes, leading to a reduction in detectable distance and detectable angle. In this paper, the inherent positioning error caused by magnetic field gradient tensor measurement is calculated and corrected by iterations based on the systematic position error distribution patterns. The results show that, the detectable distance range and the angle range of an ac magnetic object(2.44 Am^2@1 kHz) can be increased from(0.45 m, 0.75 m),(0?, 25?) to(0.30 m, 0.80 m),(0?,80?), respectively. 展开更多
关键词 magnetic dipole magnetic gradient tensor positioning error error correction
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Performance analysis and design of MIMO-OFDM system using concatenated forward error correction codes 被引量:3
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作者 Arun Agarwal Saurabh N.Mehta 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第6期1322-1343,共22页
This work investigates the performance of various forward error correction codes, by which the MIMO-OFDM system is deployed. To ensure fair investigation, the performance of four modulations, namely, binary phase shif... This work investigates the performance of various forward error correction codes, by which the MIMO-OFDM system is deployed. To ensure fair investigation, the performance of four modulations, namely, binary phase shift keying(BPSK), quadrature phase shift keying(QPSK), quadrature amplitude modulation(QAM)-16 and QAM-64 with four error correction codes(convolutional code(CC), Reed-Solomon code(RSC)+CC, low density parity check(LDPC)+CC, Turbo+CC) is studied under three channel models(additive white Guassian noise(AWGN), Rayleigh, Rician) and three different antenna configurations(2×2, 2×4, 4×4). The bit error rate(BER) and the peak signal to noise ratio(PSNR) are taken as the measures of performance. The binary data and the color image data are transmitted and the graphs are plotted for various modulations with different channels and error correction codes. Analysis on the performance measures confirm that the Turbo + CC code in 4×4 configurations exhibits better performance. 展开更多
关键词 bit error rate (BER) convolutional CODE (CC) forward error correction peak signal to noise ratio (PSNR) Turbo CODE
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Tooth surface error correction of hypoid gears machined by duplex helical method 被引量:7
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作者 WU Shun-xing YAN Hong-zhi +3 位作者 WANG Zhi-yong BI Ren-gui CHEN Zhi ZHU Peng-fei 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第5期1402-1411,共10页
In this work,synchronous cutting of concave and convex surfaces was achieved using the duplex helical method for the hypoid gear,and the problem of tooth surface error correction was studied.First,the mathematical mod... In this work,synchronous cutting of concave and convex surfaces was achieved using the duplex helical method for the hypoid gear,and the problem of tooth surface error correction was studied.First,the mathematical model of the hypoid gears machined by the duplex helical method was established.Second,the coordinates of discrete points on the tooth surface were obtained by measurement center,and the normal errors of the discrete points were calculated.Third,a tooth surface error correction model is established,and the tooth surface error was corrected using the Levenberg-Marquard algorithm with trust region strategy and least square method.Finally,grinding experiments were carried out on the machining parameters obtained by Levenberg-Marquard algorithm with trust region strategy,which had a better effect on tooth surface error correction than the least square method.After the tooth surface error is corrected,the maximum absolute error is reduced from 30.9μm before correction to 6.8μm,the root mean square of the concave error is reduced from 15.1 to 2.1μm,the root mean square of the convex error is reduced from 10.8 to 1.8μm,and the sum of squared errors of the concave and convex surfaces was reduced from 15471 to 358μm^(2).It is verified that the Levenberg-Marquard algorithm with trust region strategy has a good accuracy for the tooth surface error correction of hypoid gear machined by duplex helical method. 展开更多
关键词 duplex helical method hypoid gear error measurement Levenberg–Marquard algorithm with trust region strategy correction of tooth surface error
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Near field 3-D imaging approach for joint high-resolution imaging and phase error correction 被引量:2
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作者 Yang Fang Baoping Wang +2 位作者 Chao Sun Zuxun Song Shuzhen Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第2期199-211,共13页
This paper combines compressed sensing (CS) imaging theory and range migration algorithm (RMA), and then proposes a near-field three-dimensional (3-D) imaging approach for joint high-resolution imaging and phase error... This paper combines compressed sensing (CS) imaging theory and range migration algorithm (RMA), and then proposes a near-field three-dimensional (3-D) imaging approach for joint high-resolution imaging and phase error correction. Firstly, a sparse measurement matrix construction method based on a logistic sequence is proposed, which conducts nonlinear transformation for the determined logistic sequence, making it obey uniform distribution, then conducts sign function mapping, and generates the pseudorandom sequence with Bernoulli distribution, thus leading to good signal recovery under down-sampling and easy availability for engineering realization. Secondly, in combination with the RMA imaging approach, the dictionary with all scene information and phase error correction is constructed for CS signal recovery and error correction. Finally, the non-quadratic solution model jointing imaging and phase error correction based on regularization is built, and it is solved by two steps - the separable surrogate functionals (SSF) iterative shrinkage algorithm is adopted to realize target scattering estimate; the iteration mode is adopted for the correction of the dictionary model, so as to achieve the goal of error correction and highly-focused imaging. The proposed approach proves to be effective through numerical simulation and real measurement in anechoic chamber. The results show that, the proposed approach can realize high-resolution imaging in the case of less data; the designed measurement matrix has better non-coherence and easy availability for engineering realization. The proposed approach can effectively correct the phase error, and achieve highly-focused target image. © 2017 Beijing Institute of Aerospace Information. 展开更多
关键词 Compressed sensing error correction Image reconstruction Iterative methods Linear transformations Mathematical transformations Signal reconstruction Signal sampling
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Novel multipath routing protocol integrated with forward error correction in MANET 被引量:1
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作者 安辉耀 卢锡城 +1 位作者 彭伟 王阳元 《Journal of Central South University of Technology》 EI 2006年第2期196-199,共4页
In order to improve the data transmission reliability of mobile ad hoc network, a routing scheme called integrated forward error correction multipath routing protocol was proposed, which integrates the techniques of p... In order to improve the data transmission reliability of mobile ad hoc network, a routing scheme called integrated forward error correction multipath routing protocol was proposed, which integrates the techniques of packet fragmenting and forward error correction encoding into multipath routing. The scheme works as follows: adding a certain redundancy into the original packets; fragmenting the resulting packets into exclusive blocks of the same size; encoding with the forward error correction technique, and then sending them to the destination node. When the receiving end receives a certain amount of information blocks, the original information will be recovered even with partial loss. The performance of the scheme was evaluated using OPNET modeler. The experimental results show that with the method the average transmission delay is decreased by 20% and the transmission reliability is increased by 30%. 展开更多
关键词 mobile ad hoc networks multipath routing forward error correction encoding reliable transmission
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Error Correction in Permittivity Measurement of High Dielectric Constant Materials Based on Cavity Perturbation Method
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作者 MA Li 《微波学报》 CSCD 北大核心 2012年第S1期319-321,共3页
The purpose of this paper is to reduce the error when measuring high dielectric constant materials.In this paper,the reason why the error introduced is analyzed firstly.Then,with HFSS,the method of choosing the size o... The purpose of this paper is to reduce the error when measuring high dielectric constant materials.In this paper,the reason why the error introduced is analyzed firstly.Then,with HFSS,the method of choosing the size of cavity and the dimension of dielectric materials is proposed.And several error correction curves are provided for measuring high dielectric constant materials.Finally,the experiment is conducted to validate the feasibility of our analysis. 展开更多
关键词 HFSS rectangular CAVITY PERTURBATION method high dielectric constant material error correction
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A Method on Non-Linear Correction of Broadband LFMCW Signal Utilizing Its Relative Sweep Non-Linear Error
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作者 Chen Zhuming Ding Yiyuan & Xiang Jingcheng Dept. of Electronic Engineering, UEST, Chengdu 610054, P. R. China 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第1期70-74,共5页
This paper presents a method on non-linear correction of broadband LFMCW signal utilizing its relative nonlinear error. The deriving procedure and the results simulated by a computer and tested by a practical system a... This paper presents a method on non-linear correction of broadband LFMCW signal utilizing its relative nonlinear error. The deriving procedure and the results simulated by a computer and tested by a practical system are also introduced. The method has two obvious advantages compared with the previous methods: (1) Correction has no relation with delay time td and sweep bandwidth B; (2) The inherent non-linear error of VCO has no influence on the correction and its last results. 展开更多
关键词 Computer simulation Control nonlinearities error correction Frequency modulation Signal processing Variable frequency oscillators
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Local Influence on the Error-Correction Variable in a Cointegrated System
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作者 Zhang, X. Yang, B. +1 位作者 Zhang, T. Zhang, S. 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第3期1-8,共8页
The concept of cointegration describes an equilibrium relationship among a set of time-varying variables, and the cointegrated relationship can be represented through an error-correction model (ECM). The error-correct... The concept of cointegration describes an equilibrium relationship among a set of time-varying variables, and the cointegrated relationship can be represented through an error-correction model (ECM). The error-correction variable, which represents the short-run discrepancy from the equilibrium state in a cointegrated system, plays an important role in the ECM. It is natural to ask how the error-correction mechanism works, or equivalently, how the short-run discrepancy affects the development of the cointegrated system? This paper examines the effect or local influence on the error-correction variable in an error-correction model. Following the argument of the second-order approach to local influence suggested by reference [5], we develop a diagnostic statistic to examine the local influence on the estimation of the parameter associated with the error-correction variable in an ECM. An empirical example is presented to illustrate the application of the proposed diagnostic. We find that the short-run discre pancy may have strong influence on the estimation of the parameter associated with the error-correction model. It is the error-correction variable that the short-run discrepancies can be incorporated through the error-correction mechanism. 展开更多
关键词 Computer simulation error correction Mathematical models Parameter estimation Program diagnostics Statistical methods Time series analysis Time varying control systems
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Relationship Between Agricultural Credits and Agricultural Economy Based on Error Correct Model in Heilongjiang Province
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作者 XIN Liqiu LI Yanqiu 《Journal of Northeast Agricultural University(English Edition)》 CAS 2011年第1期75-78,共4页
Heilongjiang is a large agriculture province.Problems of agriculture,rural areas and farmers are urgent to be solved.The development of agriculture needs the support of agricultural credits,because finance is the cent... Heilongjiang is a large agriculture province.Problems of agriculture,rural areas and farmers are urgent to be solved.The development of agriculture needs the support of agricultural credits,because finance is the center of agriculture economy.However,the low comparative advantage in agriculture and pursuit of the capital interests which aggravate the conflicts of supply and demand of agricultural funds.Lacking of fund is the main factor that constrains the development of agricultural economy.In order to analyze the economic effect of agricultural credits on agricultural economy,an error correction model was set up to research the relationship between them,which based on the least square methods.Through the study of the contribution from agricultural credits to total value of agricultural out-put,the empirical evidence for developing the rural financial vigorously was provided,in order to promote the agricultura leconomic development. 展开更多
关键词 agricultural credit agricultural economy STATIONARY CO-INTEGRATION error correction model
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洪水预报的比例系数系统响应误差修正方法 被引量:2
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作者 瞿思敏 陆威村 +4 位作者 蒋思军 陈辉 石朋 虞鸿 张锏 《水资源保护》 北大核心 2025年第2期88-94,105,共8页
针对系统微分响应误差修正方法在水文预报中同时修正多个变量出现的信息不足的问题,考虑各变量误差在不同时段对洪水预报精度的影响,提出了比例系数系统响应误差修正方法。以同时修正新安江模型各雨量单元降水量为例,分别采用湿润区(长... 针对系统微分响应误差修正方法在水文预报中同时修正多个变量出现的信息不足的问题,考虑各变量误差在不同时段对洪水预报精度的影响,提出了比例系数系统响应误差修正方法。以同时修正新安江模型各雨量单元降水量为例,分别采用湿润区(长诏水库流域)的理想模型和半干旱半湿润区(日照水库流域)的实际流域进行了检验。结果表明:经过误差修正,湿润区理想模型和半干旱半湿润区实际流域在次洪流量模拟中的平均纳什效率系数分别从0.906和0.573提升至0.994和0.809,比例系数系统响应误差修正方法修正效果明显,具有跨气候区的强适应性。 展开更多
关键词 洪水预报 系统微分响应 误差修正 比例系数 长诏水库流域 日照水库流域
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基于超参数优化和误差修正的STAGN超短期风电功率预测 被引量:3
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作者 潘超 王超 +1 位作者 孙惠 孟涛 《电力系统保护与控制》 北大核心 2025年第8期117-129,共13页
针对风电功率预测模型的数据关联性与误差修正适应性问题,提出基于超参数优化和误差修正单元切换的超短期风电功率预测方法。首先,构建时空注意力门控网络预测模型,利用改进开普勒算法进行超参数优化。然后,考虑风电场数据与预测误差之... 针对风电功率预测模型的数据关联性与误差修正适应性问题,提出基于超参数优化和误差修正单元切换的超短期风电功率预测方法。首先,构建时空注意力门控网络预测模型,利用改进开普勒算法进行超参数优化。然后,考虑风电场数据与预测误差之间的非线性关联,构建误差修正自适应单元。同时挖掘风速时序变化特征,构建深度学习单元。在此基础上,提出基于风速矩阵梯度的误差修正单元切换策略。最后,将模型应用于实际风场的功率预测并与其他模型对比分析。结果表明,所提方法在预测精度上优于其他方法,且在风速复杂多变的风场仍具有较高预测精度,验证了所提方法的准确性和适用性。 展开更多
关键词 超短期风电功率预测 改进开普勒算法 误差修正 风速矩阵梯度
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面间煤柱掘支机器人集群数字孪生系统高效虚实同步方法 被引量:1
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作者 毛清华 司马俊雷 +5 位作者 马宏伟 王川伟 陈彦璋 郭文瑾 崔闻达 成佳帅 《煤田地质与勘探》 北大核心 2025年第5期228-238,共11页
【目的】针对面间煤柱掘支机器人集群虚拟模型数据量大、数据传输异常等导致虚实同步效果不佳问题,提出了一种基于三维模型轻量化与轨迹预测-修正模型的数字孪生掘支机器人集群高效虚实同步方法。【方法】定义了配合依赖顶点的概念,通... 【目的】针对面间煤柱掘支机器人集群虚拟模型数据量大、数据传输异常等导致虚实同步效果不佳问题,提出了一种基于三维模型轻量化与轨迹预测-修正模型的数字孪生掘支机器人集群高效虚实同步方法。【方法】定义了配合依赖顶点的概念,通过引入配合依赖顶点坍缩影响因子来改进二次误差度量算法,约束装配体三维模型轻量化过程使其保持各构件之间的配合关系,减小三维模型数据规模;建立了掘支机器人集群轨迹预测-修正模型,基于Self-Attention-LSTM轨迹预测算法预测孪生机器人集群的运动轨迹,结合二次插值法实时修正预测轨迹,保证虚拟模型与物理装备虚实同步的时空一致性。并构建了数字孪生掘支机器人集群高效虚实同步模拟验证平台。【结果和结论】引入配合依赖顶点坍缩影响因子约束轻量化过程,可有效抑制三维模型几何误差的增长,保持装配体配合面基本不变,可达到90%数据压缩率;1.5 s运动轨迹预测任务中,Self-Attention-LSTM轨迹预测算法误差最小,轨迹预测-修正方法可使驱动轨迹的MAD缩小74.28%,有效保障虚实同步一致性与平稳性;虚实同步延迟最大为55.28 ms,最大虚实同步位置绝对误差为1.93 mm、相对误差为1.07%,实现了掘支机器人集群高精度、低延迟虚实同步。提出的高效虚实同步方法为提升煤矿装备数字孪生系统运行效率提供了新思路。 展开更多
关键词 面间煤柱 数字孪生 掘支机器人集群 模型轻量化 二次误差度量 轨迹预测-修正
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探空湿度传感器太阳辐射误差理论修正与实验验证
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作者 张加宏 沙秩生 +2 位作者 王立 刘清惓 李敏 《传感技术学报》 北大核心 2025年第7期1182-1189,共8页
为了修正太阳辐射对探空湿度测量的影响,首先分析研究了太阳辐射引起湿度测量误差的机理,然后采用计算流体动力学方法(CFD,Computational Fluid Dynamics)进行仿真模拟,并设计与构建了硬件电路和实验验证平台。计算流体动力学仿真结果表... 为了修正太阳辐射对探空湿度测量的影响,首先分析研究了太阳辐射引起湿度测量误差的机理,然后采用计算流体动力学方法(CFD,Computational Fluid Dynamics)进行仿真模拟,并设计与构建了硬件电路和实验验证平台。计算流体动力学仿真结果表明:海拔高度、太阳辐射强度以及太阳高度角等三个因素对湿敏电阻的升温量产生正相关影响,升温量可达5℃,引起的湿度测量相对误差约20%。实验测试发现太阳辐射导致湿度测量出现偏干误差,且温度升温量越大、湿度测量的太阳辐射偏干误差越显著,这与理论计算结果一致,表明CFD理论模拟可以用于探空湿度测量太阳辐射误差修正。 展开更多
关键词 太阳辐射 计算流体动力学 探空湿度传感器 误差修正
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基于扩展汉明码的二维码秘密分享方案
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作者 曹雪花 仲鑫玮 吉根林 《南京师大学报(自然科学版)》 北大核心 2025年第2期112-123,138,共13页
秘密分享作为隐私保护的重要手段,近来在云计算、物联网等领域迅猛发展.二维码作为当下极为流行的信息载体,其使用频率远超传统图像,因此秘密分享技术在二维码上的应用前景广阔.然而,由于二维码常以纸质形式呈现,容易遭受污渍沾染或破坏... 秘密分享作为隐私保护的重要手段,近来在云计算、物联网等领域迅猛发展.二维码作为当下极为流行的信息载体,其使用频率远超传统图像,因此秘密分享技术在二维码上的应用前景广阔.然而,由于二维码常以纸质形式呈现,容易遭受污渍沾染或破坏;同时,隐写二维码在传输过程中可能遭到攻击者篡改.这些情况必然导致隐写二维码中出现误码,而现有研究方案无力实现无损重构秘密信息.鉴于此,本文提出一种基于扩展汉明码的二维码秘密分享方案.该方案不但确保了载体的高嵌入容量,还实现了隐写二维码的可纠错性,能够准确检测并纠正隐写二维码中的误码,进而恢复秘密信息.理论分析与实验充分证明了该方案的有效性和实用性. 展开更多
关键词 秘密分享 二维码 误码 扩展汉明码 纠错
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考虑参数不确定性的地下水数值模型误差补偿校正方法
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作者 胡立堂 甘霖 +3 位作者 孙建冲 刘宏博 田蕾 沈琦 《地学前缘》 北大核心 2026年第1期432-443,共12页
模型结构和参数取值的不确定性是制约地下水模型仿真精度和实现高精度管理应用的关键因素。针对这一问题,本文提出了一种基于观测井观测数据的地下水水头模拟误差补偿校正方法。该方法首先对观测井的模拟水位进行误差校正,再利用反距离... 模型结构和参数取值的不确定性是制约地下水模型仿真精度和实现高精度管理应用的关键因素。针对这一问题,本文提出了一种基于观测井观测数据的地下水水头模拟误差补偿校正方法。该方法首先对观测井的模拟水位进行误差校正,再利用反距离插值技术估计误差的空间分布,最后将误差补偿应用于模型中其他网格点,实现整体模拟精度的提升。研究基于自主研发的地下水流数值模拟软件,设计了三种真实非均质介质、定流量和变流量抽注水、不同开采井和观测井数量组合的多种模拟情景,系统评估了均质水文地质模型误差补偿校正方法对水头模拟的效果。结果表明,误差补偿校正后的观测井水头模拟精度显著提高,且精度提升程度与渗透系数的平均值成反比、与其方差成正比。在多井抽水注水及强非均质变流量条件下,均方根误差由1.5 m降至0.25 m。通过对多种校正点数量情景的比较分析发现,所提出的方法在校正点位置的模拟效果显著提升,但对空间范围内地下水水头的整体模拟效果提升较为有限。研究方法可提升已识别地下水数值模型的模拟精度,具有较好的推广应用价值。 展开更多
关键词 地下水数值模型 非均质 误差校正补偿 参数不确定性 模型仿真性
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远程对海末制导炮弹指令修正量解算方法研究
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作者 王海川 郭浩 张志勇 《舰船科学技术》 北大核心 2025年第6期180-183,共4页
针对大口径舰炮精确打击超视距海上目标的作战需求,在对末制导炮弹作战特性分析的基础上,提出基于虚拟发射目标点的指令修正量解算方法和修正数据格式,给出适应海上目标机动的适时指令修正方案,在炮弹出膛后开始计算中、末制导交接时刻... 针对大口径舰炮精确打击超视距海上目标的作战需求,在对末制导炮弹作战特性分析的基础上,提出基于虚拟发射目标点的指令修正量解算方法和修正数据格式,给出适应海上目标机动的适时指令修正方案,在炮弹出膛后开始计算中、末制导交接时刻因目标机动引起的目标位置偏差,当位置偏差量大于临界值时通过传感器发送指令修正量予以修正。该方法旨在减小因目标有意机动引起的目标预测误差,提高制导炮弹中、末制导交接的成功概率,可为远程对海末制导炮弹的研究和应用提供技术参考。 展开更多
关键词 舰炮 末制导炮弹 预测误差 指令修正
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基于全局几何特征滑动优化的惯性/地图匹配误差辨识方法
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作者 韩勇强 孙恩顺 +3 位作者 李贞旭 吴克强 叶响 陈家斌 《中国惯性技术学报》 北大核心 2025年第10期1026-1033,1060,共9页
针对卫星拒止条件下陆用惯性/里程计航位推算系统(DR)长时间、大范围行驶自主定位精度下降问题,提出一种基于全局几何特征滑动优化的惯性/地图匹配误差辨识方法。首先,设计了一种基于轨迹几何特征的地图匹配算法,实现DR轨迹与电子地图... 针对卫星拒止条件下陆用惯性/里程计航位推算系统(DR)长时间、大范围行驶自主定位精度下降问题,提出一种基于全局几何特征滑动优化的惯性/地图匹配误差辨识方法。首先,设计了一种基于轨迹几何特征的地图匹配算法,实现DR轨迹与电子地图道路数据的精准匹配。其次,在得到精准的地图匹配结果后,采用基于全局几何特征滑动优化的DR误差辨识补偿方法,对导航系统的位置误差和里程计刻度系数误差进行辨识与补偿。车载实验结果表明,所提方法能够实现车辆大范围行驶条件下的高精度自主定位,多次大范围长距离(行驶里程均超过160 km)车载实验全程水平定位误差最大值为12.76 m,与传统的基于平移矢量补偿和基于相邻特征点辨识补偿方法相比,最大定位误差分别平均降低了53.1%和31.0%,均方根误差分别平均降低了50.0%和39.0%,验证了所提方法的有效性。 展开更多
关键词 航位推算 地图匹配 几何特征 滑动优化 误差修正
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基于二次分解、LSTM-ELM和误差修正的空气质量指数预测模型 被引量:1
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作者 周建国 秦远 周路明 《安全与环境学报》 北大核心 2025年第1期322-334,共13页
精准预测空气质量指数(Air Quality Index,AQI)对于制定有效的空气污染治理策略至关重要。为了进一步提升AQI的预测精度,提出了一种新的预测模型,并结合了二次分解(Secondary Decomposition,SD)、优化算法、双尺度预测和误差修正的方法... 精准预测空气质量指数(Air Quality Index,AQI)对于制定有效的空气污染治理策略至关重要。为了进一步提升AQI的预测精度,提出了一种新的预测模型,并结合了二次分解(Secondary Decomposition,SD)、优化算法、双尺度预测和误差修正的方法。首先,采用改良的自适应白噪声完全集合经验模态分解(Improved Complete Ensemble Empirical Mode Decomposition with Adaptive Noise,ICEEMDAN)和样本熵(Sample Entropy,SE)对原始AQI序列进行分解并重构,获得高频、中频和低频3个频率分量。其次,利用经过北方苍鹰算法(Northern Goshawk Optimization,NGO)优化的变分模态分解(Variational Mode Decomposition,VMD)对高频分量进行二次分解,进一步降低其复杂度。再次,引入向量加权平均算法(Weighed Mean of Vectors Algorithm,INFO)对长短期记忆网络(Long Short-Term Memory,LSTM)和极限学习机(Extreme Learning Machine,ELM)的关键参数进行优化,同时利用INFO-LSTM预测高频分量分解后的子序列,进而利用INFO-ELM分别预测中、低频分量,并将所得预测结果进行线性叠加。最后,利用NGO-VMD和INFO-ELM对误差序列进行分解和预测,并对初次预测结果进行修正,得到最终的AQI预测值。研究选取北京、上海和成都3个典型城市为例进行实证分析,并对比了7个对照试验,发现基于二次分解、LSTM-ELM和误差修正的模型具有最高的预测精度。该模型可为治理空气污染提供理论和技术上的帮助。 展开更多
关键词 环境工程学 空气质量指数预测 二次分解 长短期记忆网络 极限学习机 向量加权平均算法 误差修正模型
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全班教学中数智技术支持的嵌入式纠错模式构建及其效果
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作者 徐晓东 吴剑南 +4 位作者 闵越 徐佳峰 罗善维 麦仲权 肖建伟 《电化教育研究》 北大核心 2025年第11期77-84,共8页
智能时代,随着AI、大数据及数据挖掘技术的出现,为传统纠错模式革新提供了新的契机。纠错是教学的主要目标之一,但传统的全班教学中的纠错模式在实施中过度依赖教师的经验和猜测,存在不能准确识别纠错对象的困境,进而导致纠错效率低下... 智能时代,随着AI、大数据及数据挖掘技术的出现,为传统纠错模式革新提供了新的契机。纠错是教学的主要目标之一,但传统的全班教学中的纠错模式在实施中过度依赖教师的经验和猜测,存在不能准确识别纠错对象的困境,进而导致纠错效率低下。文章基于无感知AI辅助教学系统、数字光学点阵纸笔系统和智慧课堂应用教学系统,通过数智化升级带来的错误聚类自动化、纠错流程精简化,重塑了传统纠错模式,为教师开展“因类施教”提供了有力支持,从而创新性地开发了新型纠错模式,该模式作为教学过程的一个环节可以嵌入各类课型中。准实验研究结果显示,该模式可以促进学生纠错学习效果的提升。此外,文章分析了不同技术环境下学生对错误的适应性差异,这一发现有利于教师在不同教学目标下选择不同的技术时提供指引,彰显了本研究成果在推动教学革新中所具有的广泛应用价值。 展开更多
关键词 数智技术 全班教学 纠错教学 纠错模式 嵌入式
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基于系统响应的马斯京根连续演算误差修正方法
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作者 司伟 黄思琦 +5 位作者 瞿思敏 张永康 程翔 朱彦泽 李昂 郑佳乐 《水资源保护》 北大核心 2025年第5期89-95,共7页
针对近年来径流式电站、船闸等河道型水利工程持续修建导致传统马斯京根法在新安江模型流域洪水预报应用中精度下降的问题,引入并改进了系统响应误差修正方法,提出了基于系统响应的马斯京根连续演算误差修正方法。该方法根据预报断面实... 针对近年来径流式电站、船闸等河道型水利工程持续修建导致传统马斯京根法在新安江模型流域洪水预报应用中精度下降的问题,引入并改进了系统响应误差修正方法,提出了基于系统响应的马斯京根连续演算误差修正方法。该方法根据预报断面实测流量和计算流量的差值计算修正比例系数,将其应用于各河段节点,对河道汇流初值进行实时动态修正。以受梯级船闸影响的富春江流域主河道为例进行实例分析,结果表明:修正后的洪水预报精度明显提高,修正方法对洪峰的修正效果最好,对于双峰或多峰洪水,特别是受水利工程调控影响较大的洪水过程具有显著的修正效果;传统马斯京根法在加入系统响应误差修正方法后,可有效降低河道型水利工程对洪水预报中河道汇流演算的影响,提高流域洪水预报精度,同时解决了传统系统响应误差修正方法中信息来源与待修正变量之间信息维度不对称的问题。 展开更多
关键词 洪水预报 马斯京根法 系统响应 误差修正 河道汇流演算 富春江流域
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