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An improved quaternion Gauss–Newton algorithm for attitude determination using magnetometer and accelerometer 被引量:7
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作者 Liu Fei Li Jie +1 位作者 Wang Haifu Liu Chang 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第4期986-993,共8页
For the vector attitude determination, the traditional optimal algorithms which are based on quaternion estimator(QUEST) measurement noise model are complicated for just two observations. In our application, the mag... For the vector attitude determination, the traditional optimal algorithms which are based on quaternion estimator(QUEST) measurement noise model are complicated for just two observations. In our application, the magnetometer and accelerometer are not two comparable kinds of sensors and both are not small field-of-view sensors as well. So in this paper a new unit measurement model is derived. According to the Wahba problem, the optimal weights for each measurement are obtained by the error variance researches. Then an improved quaternion Gauss–Newton method is presented and adopted to acquire attitude. Eventually, simulation results and experimental validation employed to test the proposed method demonstrate the usefulness of the improved algorithm. 展开更多
关键词 ACCELEROMETER Attitude determination gauss-newton algorithm MAGNETOMETER MEASUREMENTS
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A Localization Algorithm Using a Mobile Anchor Node Based on Region Determination in Underwater Wireless Sensor Networks 被引量:8
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作者 XU Tingting WANG Jingjing +2 位作者 SHI Wei WANG Jianfeng CHEN Zhe 《Journal of Ocean University of China》 SCIE CAS CSCD 2019年第2期394-402,共9页
At present, most underwater positioning algorithms improve the positioning accuracy by increasing the number of anchor nodes which resulting in the increasing energy consumption. To solve this problem, the paper propo... At present, most underwater positioning algorithms improve the positioning accuracy by increasing the number of anchor nodes which resulting in the increasing energy consumption. To solve this problem, the paper proposes a localization algorithm assisted by mobile anchor node and based on region determination(LMRD), which not only improves the positioning accuracy of nodes positioning but also reduces the energy consumption. This algorithm is divided into two stages: region determination stage and location positioning stage. In the region determination stage, the target region is divided into several sub-regions by the region division strategy with the smallest overlap rate which can reduce the number of virtual anchor nodes and lock the target node to a sub-region, and then through the planning of mobile nodes to optimize the travel path, reduce the moving distance, and reduce system energy consumption. In the location positioning stage, the target node location can be calculated using the HILBERT path planning and trilateration. The simulation results show that the proposed algorithm can improve the positioning accuracy when the energy consumption is reduced. 展开更多
关键词 UWSN MOBILE ANCHOR NODES energy CONSUMPTION REGION determination LOCALIZATION algorithm
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Error analysis on heading determination via genetic algorithms 被引量:1
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作者 Zhong Bing Xu Jiangning Ma Heng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第3期673-676,共4页
A new error analysis method is presented via genetic algorithms for high precise heading determination model based on two total positioning stations (TPSs). The method has the ability to search all possible solution... A new error analysis method is presented via genetic algorithms for high precise heading determination model based on two total positioning stations (TPSs). The method has the ability to search all possible solution space by the genetic operators of elitist model and restriction. The result of analyzing the error of this model shows that the accuracy of this model is precise enough to meet the need of calibration for navigation systems on ship, and the search space is only 0. 03% of the total search space, and the precision of heading determination is 4" in a general dock. 展开更多
关键词 heading determination SGA genetic algorithms.
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Improved mean-shift-based pitch determination
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作者 吴红卫 吴镇扬 赵力 《Journal of Southeast University(English Edition)》 EI CAS 2007年第4期494-499,共6页
The underlying principle of pitch determination based on the mean shift algorithm is studied, and the cause of pitch error propagation in the original pseudo code is analyzed. The problem of error propagation is solve... The underlying principle of pitch determination based on the mean shift algorithm is studied, and the cause of pitch error propagation in the original pseudo code is analyzed. The problem of error propagation is solved by choosing an appropriate initial pitch candidate F00. The theoretical choice guideline in a pitch epoch is obtained as ensuring the true pitch F0 satisfying F00/2 〈 F0 〈 3F00/2. The validity of the choice guideline is verified by the F00 experiment. Meanwhile, the algorithm is extended to the pitch determination in the noisy case and compared with the method of subharmonic-to-harmonic ratio (SHR). The experimental results show that the improved algorithm bears comparison with SHR and it runs much faster than SHR. 展开更多
关键词 PITCH pitch determination mean shift algorithm
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Autonomous orbit determination for the probe around small body
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作者 黄翔宇 崔祜涛 +1 位作者 崔平远 栾恩杰 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期327-332,共6页
The algorithm of autonomous orbit determination for the probe around small body is studied. In the algorithm, first, the observed images of the body are compared with its pre-computed model of the body to obtain the l... The algorithm of autonomous orbit determination for the probe around small body is studied. In the algorithm, first, the observed images of the body are compared with its pre-computed model of the body to obtain the location of the limb features of the body in the inertial coordinate. Second, the information of the images and features in utilized to obtain the position of the probe using the Levenberg-Marquardt algorithm. The position is then input to an extended Kalman filter which determines the real time orbit of the probe. Finally, considering the effective of the irregular small body shape perturbation and the small body model parameter error on the orbit determination precise, the procedure of autonomous orbit determination is validated using digital simulation. 展开更多
关键词 autonomous orbit determination probe around small body Levenberg-Marquardt algorithm extended Kalman filter
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Optimal urban EV charging station site selection and capacity determination considering comprehensive benefits of vehicle-station-grid
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作者 Hongwei Li Yufeng Song +4 位作者 Jiuding Tan Yi Cui Shuaibing Li Yongqiang Kang Haiying Dong 《iEnergy》 2024年第3期162-174,共13页
This paper presents an optimization model for the location and capacity of electric vehicle(EV)charging stations.The model takes the multiple factors of the“vehicle-station-grid”system into account.Then,ArcScene is ... This paper presents an optimization model for the location and capacity of electric vehicle(EV)charging stations.The model takes the multiple factors of the“vehicle-station-grid”system into account.Then,ArcScene is used to couple the road and power grid models and ensure that the coupling system is strictly under the goal of minimizing the total social cost,which includes the operator cost,user charging cost,and power grid loss.An immune particle swarm optimization algorithm(IPSOA)is proposed in this paper to obtain the optimal coupling strategy.The simulation results show that the algorithm has good convergence and performs well in solving multi-modal problems.It also balances the interests of users,operators,and the power grid.Compared with other schemes,the grid loss cost is reduced by 11.1%and 17.8%,and the total social cost decreases by 9.96%and 3.22%. 展开更多
关键词 EVS charging station site selection and capacity determination ArcScene immune particle swarm optimization algorithm(IPSOA) road electrical coupling
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基于机器视觉的纸张表面缺陷在线诊断方法综述
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作者 汤伟 周国庆 +2 位作者 刘嫣 亢洁 王孟效 《中国造纸学报》 北大核心 2026年第1期174-188,共15页
本文围绕特种纸张表面缺陷的在线诊断方法,阐述了基于机器视觉技术的纸病在线诊断的基本原理和一般流程,对其中关键技术进行了详细综述,包括纸张图像数据实时采集的硬件架构及核心设备、图像数据预处理算法(主要包括特征提取算法、图像... 本文围绕特种纸张表面缺陷的在线诊断方法,阐述了基于机器视觉技术的纸病在线诊断的基本原理和一般流程,对其中关键技术进行了详细综述,包括纸张图像数据实时采集的硬件架构及核心设备、图像数据预处理算法(主要包括特征提取算法、图像增强算法、图像分解和重构算法)、纸病判定算法(主要包括基于灰度特征的算法、基于形态特征的算法和基于深度学习的算法)、纸病识别算法(主要包括基于特征分析的算法和基于机器学习的算法)等。此外,本文还介绍了纸病在线诊断算法的性能评价指标及后处理技术,并对当前工业场景下纸病诊断技术存在的关键问题与挑战进行了分析,对未来发展趋势进行了展望。 展开更多
关键词 纸病在线诊断 机器视觉 图像预处理算法 纸病判定算法 纸病识别算法
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从技术决定论到算法决定论——我们如何在智能社会下超越技术的迷思
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作者 蓝江 《西北师大学报(社会科学版)》 北大核心 2026年第2期38-46,共9页
要理解今天智能时代的算法问题,需要回到经典的技术决定论的问题之中。因为,算法决定论是技术决定论在智能时代的直接表现形态,其本质是算法通过“集置”、构建自我指涉的社会系统及遵循自主性逻辑,深刻地重构了社会关系与人类主体性。... 要理解今天智能时代的算法问题,需要回到经典的技术决定论的问题之中。因为,算法决定论是技术决定论在智能时代的直接表现形态,其本质是算法通过“集置”、构建自我指涉的社会系统及遵循自主性逻辑,深刻地重构了社会关系与人类主体性。在剖析这一范式的基础上,指出算法在加剧数据异化、决策异化与社交异化的同时,也因其内在矛盾而孕育了否定的力量。借鉴马克思历史唯物主义的视角,超越算法决定论的关键在于将其批判从技术本体转向社会关系层面,通过争夺数据所有权、培育数字时代的阶级意识以及构建替代性技术等实践,最终塑造一种能驾驭而非臣服于算法的无产阶级算法主体,从而为实现人的解放开辟现实路径。 展开更多
关键词 技术决定论 算法决定论 智能社会 技术的迷思
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改进粒子群算法的电动汽车充电桩选址定容方法
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作者 宋天斌 胡华锋 +1 位作者 朱小虎 王庆 《信息技术》 2026年第1期123-128,共6页
电动汽车对基础充电设施的需求日益增长,其普及和发展速度与充电服务之间产生矛盾,为此,研究改进粒子群算法的电动汽车充电桩选址定容方法。以多种影响因素为前提,充分考虑用户需求,确定电动汽车充电桩初始配置目标;采用粒子群算法中的... 电动汽车对基础充电设施的需求日益增长,其普及和发展速度与充电服务之间产生矛盾,为此,研究改进粒子群算法的电动汽车充电桩选址定容方法。以多种影响因素为前提,充分考虑用户需求,确定电动汽车充电桩初始配置目标;采用粒子群算法中的粒子对应配置目标,建立最优充电桩选址定容配置目标搜索流程;通过惯性因子改进粒子群算法,以适应度函数求解最优值,实现电动汽车充电桩选址定容。结果表明,该研究方法可以提高充电桩的覆盖率、减少配置冗余情况,具有应用价值。 展开更多
关键词 改进粒子群算法 电动汽车 充电桩 选址定容
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偏远山区配电网的“光储充”双层优化配置策略
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作者 王果 李瑞 +3 位作者 陈鑫 闵永智 郭文凯 苏鹏飞 《高电压技术》 北大核心 2026年第3期1135-1145,I0013-I0027,共26页
针对偏远山区负荷分散、经济不发达、电压质量差、有功损耗高等问题,为满足新农村建设和新能源汽车下乡需求,通过配置光伏(photovoltaic,PV)、电池储能(battery energy storage system,BESS)和电动汽车充电桩(electric vehicle supply e... 针对偏远山区负荷分散、经济不发达、电压质量差、有功损耗高等问题,为满足新农村建设和新能源汽车下乡需求,通过配置光伏(photovoltaic,PV)、电池储能(battery energy storage system,BESS)和电动汽车充电桩(electric vehicle supply equipment,EVSE),在有效提升配电网供电质量的同时为改善民生提供电力保障。首先,通过概率模型处理偏远山区的PV出力和负荷不确定性,基于蒙特卡洛模拟偏远山区电动汽车(electric vehicle,EV)充电负荷,采用多场景分析法、时段划分法与K-means++聚类法构建综合考虑偏远山区EV充电负荷的源荷时序运行场景;其次,建立偏远山区配电网的“光储充”双层优化配置模型,上层规划层以综合成本最小为目标,确定PV、BESS和EVSE的位置与容量,下层运行层满足电压偏差小、有功损耗低的综合指标,实现PV、BESS和EVSE的最优模拟运行;再次,通过模型转换将双层模型转换为含上下层决策变量的单层多目标模型,提出多目标浣熊优化算法(multi-objective coati optimization algorithm,MOCOA)并对其改进得到改进MOCOA(improved multi-objective coati optimization algorithm,IMOCOA),采用IMOCOA和模糊数学法对转换后的模型求解得到最优配置方案;最后,以基于某偏远山区实际数据改进的IEEE 33节点配电网和西部陕南某偏远山区实际配电网分别进行验证,结果表明,所提配置策略适用于偏远山区配电网“光储充”优化,能在经济掣肘情况下显著提升电压质量、降低有功损耗,所提求解方法的计算速度相比于模型转换前提升70%以上,比NSGA2和MOPSO的求解精度更高。 展开更多
关键词 偏远山区配电网 光储充 双层优化配置 选址定容 模型转换 改进多目标浣熊优化算法
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基于Gauss-Newton和UKF结合的微小卫星姿态确定算法 被引量:9
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作者 康国华 范凯 +1 位作者 周琼峰 梁尔涛 《中国空间科学技术》 EI CSCD 北大核心 2018年第2期16-23,共8页
为提高微型低成本姿态敏感器的姿态确定精度,文章基于磁强计/太阳敏感器/陀螺的姿态敏感器配置,设计了高斯牛顿(Gauss-Newton,GN)迭代算法和无迹卡尔曼滤波(Unscented Kalman Filter,UKF)有机结合的微小卫星姿态确定算法,先用Gauss-New... 为提高微型低成本姿态敏感器的姿态确定精度,文章基于磁强计/太阳敏感器/陀螺的姿态敏感器配置,设计了高斯牛顿(Gauss-Newton,GN)迭代算法和无迹卡尔曼滤波(Unscented Kalman Filter,UKF)有机结合的微小卫星姿态确定算法,先用Gauss-Newton算法融合磁强计和太阳敏感器的数据,迭代计算最优四元数,然后以最优四元数联合陀螺数据作为观测量,以姿态四元数和惯性系下的角速度为状态量进行UKF,降低观测维数,并将观测方程转化为线性方程,显著减小计算量,同时克服了测量误差对姿态确定精度的影响。 展开更多
关键词 微小卫星 姿态确定 高斯牛顿迭代算法 无迹卡尔曼滤波
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积极拥抱还是消极逃避:算法管理之下的员工创造力
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作者 赵爽 邹春娟 马君 《管理评论》 北大核心 2026年第2期212-223,共12页
在算法逐步渗透到传统管理环节的背景下,如何激发和保护员工创造力成为亟待深入研究的话题。但现有研究无法回答为何员工在算法管理下会产生不同的行为并呈现差异化创造力水平的问题。本研究基于自我决定理论,从员工主动控制视角构建了... 在算法逐步渗透到传统管理环节的背景下,如何激发和保护员工创造力成为亟待深入研究的话题。但现有研究无法回答为何员工在算法管理下会产生不同的行为并呈现差异化创造力水平的问题。本研究基于自我决定理论,从员工主动控制视角构建了算法管理影响员工创造力的双路径模型,探索了算法管理对创造力的影响效应以及员工自我领导在这一过程中所发挥的作用。研究发现:趋近型重塑和回避型重塑均在算法管理与员工创造力之间起中介作用;自我领导水平越高,算法管理通过趋近型重塑对创造力的间接作用越强,通过回避型重塑对创造力的间接作用越弱。研究阐明了算法管理与员工创造力增益与损耗并存的双路径影响效应,对企业合理运用算法管理激活员工创造力具有重要意义。 展开更多
关键词 算法管理 趋近-回避型重塑 自我领导 员工创造力 自我决定理论
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基于多目标优化的新型配电网储能选址与容量配置策略研究
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作者 程逸飞 魏业文 +3 位作者 黄冰 蒋旭辉 严梓宁 郭亮 《现代电子技术》 北大核心 2026年第4期111-118,共8页
针对新型配电网因广域分布式电源接入产生的电压越限的问题,在兼顾新能源消纳能力提升与经济性优化目标下,提出了一种综合考虑多方面因素的储能选址与容量配置策略。首先,建立新型配电网模型,引入节点电压稳定性及动态热定值作为指标,... 针对新型配电网因广域分布式电源接入产生的电压越限的问题,在兼顾新能源消纳能力提升与经济性优化目标下,提出了一种综合考虑多方面因素的储能选址与容量配置策略。首先,建立新型配电网模型,引入节点电压稳定性及动态热定值作为指标,对线路进行稳定性评估;其次,构建相应的经济性模型,并采用改进的多目标粒子群优化算法进行求解;最后,通过IEEE33节点模型验证了该策略研究的效果。实验结果表明:稳定性指标中引入的动态热定值相较于传统静态热定值可以更准确地识别配电网中易过载的线路;并且通过改进粒子群优化算法可以使储能系统的安装成本降低47.37%。所以该策略不仅可以更好地平抑配电网的电压波动问题,提高配电网的稳定性,而且可以有效地降低配电网的运营成本。 展开更多
关键词 储能系统 选址定容 节点电压稳定性 动态热定值 配电网稳定性 改进多目标粒子群算法 分布式发电
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新就业形态中女性劳动者劳动权益保障的现实梗阻与优化进路
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作者 吕春娟 刘含珠 《中华女子学院学报》 2026年第2期5-17,共13页
随着数字经济发展,新就业形态日益兴起。这一趋势下,我国新就业形态女性劳动者规模已超3800万,其权益保障需求愈发迫切。通过分析权威裁判文书检索平台近四年与新就业形态女性劳动者相关的案例,发现她们在权益保障方面存在三大问题:一... 随着数字经济发展,新就业形态日益兴起。这一趋势下,我国新就业形态女性劳动者规模已超3800万,其权益保障需求愈发迫切。通过分析权威裁判文书检索平台近四年与新就业形态女性劳动者相关的案例,发现她们在权益保障方面存在三大问题:一是从属性理论争议导致劳动关系认定模糊;二是平台滥用合同优势地位,致使合同形式与用工实质背离;三是传统法律供给不足叠加算法偏见,导致薪酬、休息权及“四期”特殊权益保障缺位。为此,应构建“不完全劳动者”制度完善劳动关系认定体系,贯彻事实优先原则,限制平台权利滥用,通过修订专项法律、强化协同监管、规范算法设计与审计,健全新就业形态女性劳动者权益保障机制。 展开更多
关键词 新就业形态 女性劳动者 劳动关系认定 平台算法规制
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基于粗糙集与WLS的矿井通风网络解算方法优化研究
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作者 刘永立 荆凯 +2 位作者 王振锁 董长吉 鲁悦 《工矿自动化》 北大核心 2026年第3期34-42,94,共10页
现有矿井通风网络解算方法在解算过程中未考虑通风网络中的误差权重分布问题,导致网络各分支风量发生偏移,制约了解算结果的精确度。针对该问题,提出了一种融合粗糙集属性约简与加权最小二乘法(WLS)的通风网络解算方法。基于粗糙集理论... 现有矿井通风网络解算方法在解算过程中未考虑通风网络中的误差权重分布问题,导致网络各分支风量发生偏移,制约了解算结果的精确度。针对该问题,提出了一种融合粗糙集属性约简与加权最小二乘法(WLS)的通风网络解算方法。基于粗糙集理论,采用向前贪心约简算法构建等价类并计算依赖度,实现属性约简,得到与风量分布高度相关的关键属性为风量、阻力和断面面积;依据关键属性权值,采用Prim优先队列算法构建通风网络的最小生成树,进而得到余支边集合;引入WLS-余支测定法对各分支权重进行迭代优化,降低计算误差,提升预测精度。工程应用实例分析结果表明:引入粗糙集属性约简后,有效减少了网络解算耗时,提升了通风网络解算效率和精度;WLS-余支测定法将16条关键余支的风量计算偏差控制在0.1%~2.0%,具备更高的计算精度与稳定性。 展开更多
关键词 矿井通风网络解算 粗糙集 属性约简 加权最小二乘法 Prim优先队列算法 WLS-余支测定法
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新业态劳动者工时管理制度的困境检讨与修正路径
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作者 秦逸汀 《山东工会论坛》 2026年第1期60-75,共16页
新业态经济为劳动力市场持续注入活力,然而我国新业态劳动者工时管理制度存在显著缺位,尤其表现在在线时间认定标准模糊,等单、宽放等时间性质争议频发;工时基准缺失,司法实践中标准工时制、不定时工作制等适用混乱;算法强势管控下,平... 新业态经济为劳动力市场持续注入活力,然而我国新业态劳动者工时管理制度存在显著缺位,尤其表现在在线时间认定标准模糊,等单、宽放等时间性质争议频发;工时基准缺失,司法实践中标准工时制、不定时工作制等适用混乱;算法强势管控下,平台通过僵化时限设定、绩效激励等手段加剧过度劳动,且算法黑箱导致监管真空。上述困境的根源在于劳动关系认定不明、算法卸责与传统工时制度滞后。为此,需从四个方面修正路径:以安全健康、体面劳动、利益平衡为理念指引;明确在线等单、接单及宽放时间均属工作时间,强化民主参与;构建弹性最长工时基准,分级设定工间休息,引入“按单基准”;加强算法全流程监管,提升透明度与可解释性。通过系统性制度完善,实现新业态劳动者权益保障与平台经济健康发展的平衡。 展开更多
关键词 新业态劳动者 工作时间 工时认定 劳动基准 算法管理
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应用数据驱动的分布式配电网故障诊断与保护研究
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作者 陈扬哲 《微型电脑应用》 2026年第1期72-76,共5页
传统的径向配电网的故障诊断保护方法无法准确识别网络配电网架构下的故障方向,从而无法有效应对网络配电网系统中发生的故障。为了提高网络配电网系统中故障诊断的有效性和准确性,提出一种应用数据驱动的分布式配电网故障诊断与保护方... 传统的径向配电网的故障诊断保护方法无法准确识别网络配电网架构下的故障方向,从而无法有效应对网络配电网系统中发生的故障。为了提高网络配电网系统中故障诊断的有效性和准确性,提出一种应用数据驱动的分布式配电网故障诊断与保护方案。对配电网故障的特征参数进行分析,并介绍基于通信系统的故障保护协调方案。借助基于长短期记忆(LSTM)的故障电流确定算法实现对故障方向的确定,与连接的断路器共享数据以确定故障路段,并在故障路段确认后及时切断该区域以实现故障隔离。在IEEE-14总线系统上对所提出的方案进行验证,验证结果表明,所提出的方案能够在约84 ms内完成对故障类型的诊断处理和故障区域的隔离,在拥有98%诊断准确率的同时,还能在特定故障场景下解决传统故障诊断保护方法无法解决的故障方向识别问题。 展开更多
关键词 分布式配电网 故障诊断保护 数据驱动技术 故障方向识别 长短期记忆 故障电流确定算法
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Addressing the ill-conditioned problem in initial orbit determination via the Gooding algorithm
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作者 Zhengyuan Zhang Jizhang Sang Zhenwei Li 《Astrodynamics》 2025年第2期303-320,共18页
The accuracy of angles-only initial orbit determination(IOD)is significantly compromised when only a short-arc orbit is observed.The ill-conditioned problem in matrices due to weak geometric constraints caused by shor... The accuracy of angles-only initial orbit determination(IOD)is significantly compromised when only a short-arc orbit is observed.The ill-conditioned problem in matrices due to weak geometric constraints caused by short arcs and observation errors typically causes significant errors in the estimated ranges and thus unsatisfactory IOD.This paper presents a critical analysis of the ill-conditioned problem using the Gooding algorithm and proposes several techniques to improve it.On the basis of multiple observations,a least-squares method is proposed to solve the ranges at the first and last epochs.For the short-arc case,the ridge estimation technique is applied to mitigate the ill-conditioned problem.To determine whether an orbit is eccentric,a procedure to assess orbit eccentricity is developed via the range-search method,which aims to provide reasonably accurate initial ranges to the Gooding algorithm.Finally,an eccentricity-constraint technique for the Gooding algorithm is proposed for cases where the orbit is determined to be nearly circular.The performances of these techniques on space-based simulation data are assessed,and an improved Gooding algorithm(I-Gooding)suitable for various observation conditions is proposed.The I-Gooding algorithm is subsequently applied to process actual ground-based observations.The results show that its accuracy in estimating the semimajor axis is 47%higher than that afforded by the standard Gooding algorithm. 展开更多
关键词 too-short arc(TSA) angles-only initial orbit determination ill-conditioned analysis geometric constraints improved Gooding algorithm
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Improved Hybrid ToA/AoA Location Algorithm in NLoS Environments for Wireless Sensor Networks 被引量:4
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作者 赵军辉 赵聪 《China Communications》 SCIE CSCD 2011年第8期106-110,共5页
An improved hybrid Time of Arrival (ToA)/ Angle of Arrival (AoA) location algorithm by adopting Gauss-Newton iterative algorithm is proposed. It is with the advantage of fast convergence and combining with the grid-se... An improved hybrid Time of Arrival (ToA)/ Angle of Arrival (AoA) location algorithm by adopting Gauss-Newton iterative algorithm is proposed. It is with the advantage of fast convergence and combining with the grid-search-based method to optimize the initial object coordinates of the iteration, meanwhile, under the condition of small measurement errors caused by noises of ToA and AoA, the algorithm performance can be improved effectively. In the Non-Line-of-Sight (NLoS) environments of the Wireless Sensor Network (WSN), simulation results show that improved accuracy is gained with moderate flexibility and fast steady convergence compared with the existing algorithms. 展开更多
关键词 WSN location technique gauss-newton algorithm grid search NLOS TOA AOA
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Identification Algorithm Based on the Approximate Least Absolute Deviation Criteria 被引量:3
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作者 Bao-Chang Xu Xin-Le Liu 《International Journal of Automation and computing》 EI 2012年第5期501-505,共5页
Considering the situation that the least-squares(LS)method for system identification has poor robustness and the least absolute deviation(LAD)algorithm is hard to construct,an approximate least absolute deviation(ALAD... Considering the situation that the least-squares(LS)method for system identification has poor robustness and the least absolute deviation(LAD)algorithm is hard to construct,an approximate least absolute deviation(ALAD)algorithm is proposed in this paper.The objective function of ALAD is constructed by introducing a deterministic function to approximate the absolute value function.Based on the function,the recursive equations for parameter identification are derived using Gauss-Newton iterative algorithm without any simplification.This algorithm has advantages of simple calculation and easy implementation,and it has second order convergence speed.Compared with the LS method,the new algorithm has better robustness when disorder and peak noises exist in the measured data.Simulation results show the efficiency of the proposed method. 展开更多
关键词 System identification least absolute deviation(LAD) gauss-newton algorithm ROBUSTNESS disorder and peak noise
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