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低剂量胸部CT联合smooth算法重组对冠状动脉钙化的评估价值
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作者 王淑颖 陈馨 《中国CT和MRI杂志》 2025年第5期74-77,共4页
目的探讨低剂量胸部CT联合smooth算法重组对冠状动脉钙化评估的临床价值。方法选取2020年10月至2022年11月本院收治的70例冠状动脉钙化患者的一般资料进行回顾性分析。患者均开展心电门控CT平扫(ECG-gated CT)和非门控胸部低剂量CT扫描(... 目的探讨低剂量胸部CT联合smooth算法重组对冠状动脉钙化评估的临床价值。方法选取2020年10月至2022年11月本院收治的70例冠状动脉钙化患者的一般资料进行回顾性分析。患者均开展心电门控CT平扫(ECG-gated CT)和非门控胸部低剂量CT扫描(Low-dose computed tomography,LDCT),并将其设为A组和B组,其中B组每个患者图像都分别采用smooth、standard、sharp三种算法重组,再依次设为B1组、B2组、B3组。比较两位放射科医师对四组图像质量主观评价(背景噪声、整体图像质量评分)的一致性以及A、B1、B2、B3组图像质量的主观和客观指标情况和A、B组CT辐射剂量情况。结果两位放射科医师对A组、B1组、B2组、B3组背景噪声评分结果ICC分别为0.779、0.775、0.752、0.772,对整体图像质量评分结果ICC分别为0.854、0.856、0.873、0.810;B1组背景噪声、整体图像质量评分与A组相比较差异不显著(P>0.05),但B2组和B3组与A组背景噪声、整体图像质量评分比较均有明显差异(P<0.05);与A组相比较,B1、B2、B3组噪声值均较高(P<0.05),且B1组噪声值均小于B2、B3组(P<0.05);与A组相比较,B1、B2、B3组CNR、SNR值较低(P<0.05),且B1组CNR、SNR值均大于B2、B3组(P<0.05);与A组相比较,B组CTDlvol、DLP、ED剂量均较低(P<0.05)。结论将低剂量胸部CT扫描配合smooth算法重组应用于冠状动脉钙化的评估中,可获得较高的主观和客观图像质量,具有较高的临床应用价值,值得推广和使用。 展开更多
关键词 冠状动脉钙化 低剂量胸部CT smooth算法 应用价值
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Dual smoothing ionospheric gradient monitoring algorithm for dual-frequency BDS GBAS 被引量:2
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作者 Zhipeng WANG Yu YIN +3 位作者 Dan SONG Kun FANG Qiang LI Xiao LI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第12期3395-3404,共10页
In this study,a Dual Smoothing Ionospheric Gradient Monitor Algorithm(DSIGMA)was developed for Code-Carrier Divergence(CCD)faults of dual-frequency Ground-Based Augmentation Systems(GBAS)based on the Bei Dou Navigatio... In this study,a Dual Smoothing Ionospheric Gradient Monitor Algorithm(DSIGMA)was developed for Code-Carrier Divergence(CCD)faults of dual-frequency Ground-Based Augmentation Systems(GBAS)based on the Bei Dou Navigation Satellite System(BDS).Divergence-Free(DF)combinations of the signals were used to form test statistics for a dualfrequency DSIGMA.First,the single-frequency DSIGMA was reviewed,which supports the GBAS approach service type D(GAST-D)for protection against the effect of large ionospheric gradients.The single-frequency DSIGMA was used to create a novel input scheme for the dual-frequency DSIGMA by introducing DF combinations.The steady states of the test statistics were also analysed.The monitors were characterized using BDS measurement data,whereby standard deviations of 0.0432 and 0.0639 m for the proposed two test statistics were used to calculate the monitor threshold.An extensive simulation was designed to assess the monitor performance by comparing the Probability of Missed Detection(PMD)according to the differential error with the range domain PMD limits under different fault modes.The results showed that the proposed algorithm has a higher integrity performance than the single-frequency monitor.The minimum detectable divergence with the same missed probability is less than 50%that of GAST-D. 展开更多
关键词 Approach Augmentation Integrity Ionosphere-monitoring Satellite navigation smoothing algorithms Steady state Threshold
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Smoothing Newton Algorithm for Linear Programming over Symmetric Cones 被引量:2
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作者 刘晓红 倪铁 《Transactions of Tianjin University》 EI CAS 2009年第3期216-221,共6页
By using the theory of Euclidean Jordan algebras,based on a new class of smoothing functions,the QiSun-Zhou's smoothing Newton algorithm is extended to solve linear programming over symmetric cones(SCLP).The algor... By using the theory of Euclidean Jordan algebras,based on a new class of smoothing functions,the QiSun-Zhou's smoothing Newton algorithm is extended to solve linear programming over symmetric cones(SCLP).The algorithm is globally convergent under suitable assumptions. 展开更多
关键词 linear programming symmetric cone Euclidean Jordan algebra smoothing algorithm
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An energy spectrum smoothing algorithm based on TCC-DEE 被引量:3
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作者 Bo Lu Yong Chen +3 位作者 YueZhu Yan-Ji Yang Wei.WeiCui Yu-MeiZhou 《Nuclear Science and Techniques》 SCIE CAS CSCD 2017年第10期1-8,共8页
A smoothing algorithm for energy spectrum based on differential nonlinearity(DNL) error elimination with total counts conservation for high-energy particle detector systems is presented. It is physics based and is onl... A smoothing algorithm for energy spectrum based on differential nonlinearity(DNL) error elimination with total counts conservation for high-energy particle detector systems is presented. It is physics based and is only determined by the DNL error of analog-to-digital converter device itself. From the experimental results, this algorithm slightly improves both noise performance and energy resolution, while greatly reduces the testing errors by almost a half compared to their original values. In addition, the reduced-x^2 statistic for evaluating the Gaussian fitting goodness is significantly reduced by almost two orders after smoothing. As a typical verification example,this algorithm is successfully applied in the ground calibration of the Low Energy X-ray Instrument onboard the Hard X-ray Modulation Telescope(HXMT-LE) satellite,lending it a powerful, nondestructive and low-cost tool for both calibration and data processing for high-energy particle detector systems. 展开更多
关键词 平滑算法 硬X射线调制望远镜 探测器系统 基础 能谱 高能粒子 测试误差 微分非线性
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NON-INTERIOR SMOOTHING ALGORITHM FOR FRICTIONAL CONTACT PROBLEMS 被引量:1
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作者 张洪武 何素艳 李兴斯 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2004年第1期47-58,共12页
A new algorithm for solving the three-dimensional elastic contact problem with friction is presented. The algorithm is a non-interior smoothing algorithm based on an NCP-function. The parametric variational principle ... A new algorithm for solving the three-dimensional elastic contact problem with friction is presented. The algorithm is a non-interior smoothing algorithm based on an NCP-function. The parametric variational principle and parametric quadratic programming method were applied to the analysis of three-dimensional frictional contact problem. The solution of the contact problem was finally reduced to a linear complementarity problem, which was reformulated as a system of nonsmooth equations via an NCP-function. A smoothing approximation to the nonsmooth equations was given by the aggregate function. A Newton method was used to solve the resulting smoothing nonlinear equations. The algorithm presented is easy to understand and implement. The reliability and efficiency of this algorithm are demonstrated both by the numerical experiments of LCP in mathematical way and the examples of contact problems in mechanics. 展开更多
关键词 three-dimensional frictional contact problem parametic quadratic programming method linear complementarity problem NCP-function aggregate function non-interior smoothing algorithm
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Smooth constraint inversion technique in genetic algorithms and its application to surface wave study in the Tibetan Plateau 被引量:3
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作者 吴建平 明跃红 曾融生 《Acta Seismologica Sinica(English Edition)》 EI CSCD 2001年第1期49-57,共9页
Smooth constraint is important in linear inversion, but it is difficult to apply directly to model parameters in genetic algorithms. If the model parameters are smoothed in iteration, the diversity of models will be g... Smooth constraint is important in linear inversion, but it is difficult to apply directly to model parameters in genetic algorithms. If the model parameters are smoothed in iteration, the diversity of models will be greatly suppressed and all the models in population will tend to equal in a few iterations, so the optimal solution meeting requirement can not be obtained. In this paper, an indirect smooth constraint technique is introduced to genetic inversion. In this method, the new models produced in iteration are smoothed, then used as theoretical models in calculation of misfit function, but in process of iteration only the original models are used in order to keep the diversity of models. The technique is effective in inversion of surface wave and receiver function. Using this technique, we invert the phase velocity of Raleigh wave in the Tibetan Plateau, revealing the horizontal variation of S wave velocity structure near the center of the Tibetan Plateau. The results show that the S wave velocity in the north is relatively lower than that in the south. For most paths there is a lower velocity zone with 12-25 km thick at the depth of 15-40 km. The lower velocity zone in upper mantle is located below the depth of 100 km, and the thickness is usually 40-80 km, but for a few paths reach to 100 km thick. Among the area of Ando, Maqi and Ushu stations, there is an obvious lower velocity zone with the lowest velocity of 4.2-4.3 km/s at the depth of 90-230 km. Based on the S wave velocity structures of different paths and former data, we infer that the subduction of the Indian Plate is delimited nearby the Yarlung Zangbo suture zone. 展开更多
关键词 genetic algorithm smooth constraint surface wave S wave velocity structure Tibetan Plateau
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Fast Sparse Multipath Channel Estimation with Smooth L0 Algorithm for Broadband Wireless Communication Systems 被引量:1
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作者 Guan Gui Qun Wan +1 位作者 Ni Na Wang Cong Yu Huang 《Communications and Network》 2011年第1期1-7,共7页
Broadband wireless channels are often time dispersive and become strongly frequency selective in delay spread domain. Commonly, these channels are composed of a few dominant coefficients and a large part of coefficien... Broadband wireless channels are often time dispersive and become strongly frequency selective in delay spread domain. Commonly, these channels are composed of a few dominant coefficients and a large part of coefficients are approximately zero or under noise floor. To exploit sparsity of multi-path channels (MPCs), there are various methods have been proposed. They are, namely, greedy algorithms, iterative algorithms, and convex program. The former two algorithms are easy to be implemented but not stable;on the other hand, the last method is stable but difficult to be implemented as practical channel estimation problems be-cause of computational complexity. In this paper, we introduce a novel channel estimation strategy using smooth L0 (SL0) algorithm which combines stable and low complexity. Computer simulations confirm the effectiveness of the introduced algorithm. We also give various simulations to verify the sensing training signal method. 展开更多
关键词 smooth L0 algorithm RESTRICTED ISOMETRY Property SPARSE Channel Estimation Compressed Sensing
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Smoothing Newton Algorithm for Solving Generalized Complementarity Problem
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作者 刘晓红 倪铁 《Transactions of Tianjin University》 EI CAS 2010年第1期75-79,共5页
The generalized complementarity problem includes the well-known nonlinear complementarity problem and linear complementarity problem as special cases.In this paper, based on a class of smoothing functions, a smoothing... The generalized complementarity problem includes the well-known nonlinear complementarity problem and linear complementarity problem as special cases.In this paper, based on a class of smoothing functions, a smoothing Newton-type algorithm is proposed for solving the generalized complementarity problem.Under suitable assumptions, the proposed algorithm is well-defined and global convergent. 展开更多
关键词 generalized complementarity problem smoothing Newton algorithm NCP function global convergence
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Smoothing Newton Algorithm for Nonlinear Complementarity Problem with a PFunction
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作者 刘丹红 黄涛 王萍 《Transactions of Tianjin University》 EI CAS 2007年第5期379-386,共8页
By using a smoothing function,the P nonlinear complementarity problem(P NCP)can be reformulated as a parameterized smooth equation.A Newton method is proposed to solve this equation.The iteration sequence generated by... By using a smoothing function,the P nonlinear complementarity problem(P NCP)can be reformulated as a parameterized smooth equation.A Newton method is proposed to solve this equation.The iteration sequence generated by the proposed algorithm is bounded and this algorithm is proved to be globally convergent under an assumption that the P NCP has a nonempty solution set.This assumption is weaker than the ones used in most existing smoothing algorithms.In particular,the solution obtained by the proposed algorithm is shown to be a maximally complementary solution of the P NCP without any additional assumption. 展开更多
关键词 P.nonlinear complementarity problem smoothing Newton algorithm maximally complementary solution
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The extraction and smoothing algorithms for γ-ray spectrum of a CdZnTe detector system
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作者 许鹏 王宋 +2 位作者 蔡星会 李如松 霍勇刚 《Nuclear Science and Techniques》 SCIE CAS CSCD 2014年第5期53-56,共4页
The extraction algorithms for pulse amplitude and smoothing of energy spectrum have a great influence on energy spectrum of γ-rays during the digital detection and analysis procedure. For a CdZnTe digital γ detector... The extraction algorithms for pulse amplitude and smoothing of energy spectrum have a great influence on energy spectrum of γ-rays during the digital detection and analysis procedure. For a CdZnTe digital γ detector system, different extraction algorithms for pulse amplitude and smoothing of energy spectrum are discussed in this paper. The results show that extraction of pulse amplitude using the first-order derivative method and smoothing of energy spectrum using the wavelet transformation method may obtain energy spectrum with good performance. 展开更多
关键词 探测器系统 提取算法 平滑算法 碲锌镉 γ射线谱 γ射线能谱 小波变换方法 脉冲幅度
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Medical Quality-of-Service Optimization in Wireless Telemedicine System Using Optimal Smoothing Algorithm
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作者 Sodhro Ali Hassan Ye Li 《E-Health Telecommunication Systems and Networks》 2013年第1期1-8,共8页
In this paper we consider the transmission of stored video from a server to a client for medical applications such as, Telemonitoring, to optimize medical quality of service (m-QoS) and to examine how the client buffe... In this paper we consider the transmission of stored video from a server to a client for medical applications such as, Telemonitoring, to optimize medical quality of service (m-QoS) and to examine how the client buffer space can be used efficiently and effectively towards reducing the rate variability of the compressed variable bit rate (VBR) video. Three basic results are presented. First, we show how to obtain the greatest possible reduction in rate variability when sending stored video to client with a given buffer size. Second, how to reduce high peak data rate of compressed VBR video when a patient is moving/walking very fast in hospital. Third, we evaluate the impact of optimal smoothing algorithm on the network parameters such as, peak-to-mean ratio, standard deviation, delay, jitter, average delay and average jitter to optimize the m-QoS. To resolve these all problems we used optimal smoothing algorithm and show its performance over a set of long MPEG-4 encoded video traces. Simulation results show that m-QoS is optimized by minimizing network metrics. 展开更多
关键词 WIRELESS TELEMEDICINE System MEDICAL QoS OPTIMAL smoothING algorithm Mobile Health
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A Control Strategy for Smoothing Active Power Fluctuation of Wind Farm with Flywheel Energy Storage System Based on Improved Wind Power Prediction Algorithm
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作者 J. C. Wang X. R. Wang 《Energy and Power Engineering》 2013年第4期387-392,共6页
The fluctuation of active power output of wind farm has many negative impacts on large-scale wind power integration into power grid. In this paper, flywheel energy storage system (FESS) was connected to AC side of the... The fluctuation of active power output of wind farm has many negative impacts on large-scale wind power integration into power grid. In this paper, flywheel energy storage system (FESS) was connected to AC side of the doubly-fed induction generator (DFIG) wind farm to realize smooth control of wind power output. Based on improved wind power prediction algorithm and wind speed-power curve modeling, a new smooth control strategy with the FESS was proposed. The requirement of power system dispatch for wind power prediction and flywheel rotor speed limit were taken into consideration during the process. While smoothing the wind power fluctuation, FESS can track short-term planned output of wind farm. It was demonstrated by quantitative analysis of simulation results that the proposed control strategy can smooth the active power fluctuation of wind farm effectively and thereby improve power quality of the power grid. 展开更多
关键词 WIND POWER Generation FESS WIND POWER Prediction IMPROVED Time-series algorithm Active POWER smooth Control
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飞机轮胎-湿滑道面相互作用SPH算法仿真分析 被引量:2
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作者 蔡靖 黄钰岱 +2 位作者 李琪 李岳 戴轩 《北京航空航天大学学报》 北大核心 2025年第1期53-62,共10页
针对飞机在湿滑道面上的滑水问题,采用光滑粒子流体动力学(SPH)算法建立了飞机轮胎-湿滑道面有限元模型,与流固耦合算法(CEL)模型进行对比,显示了SPH算法的优越性,进而分析了不同轮胎速度及水膜厚度对轮胎与湿滑道面相互作用的影响规律... 针对飞机在湿滑道面上的滑水问题,采用光滑粒子流体动力学(SPH)算法建立了飞机轮胎-湿滑道面有限元模型,与流固耦合算法(CEL)模型进行对比,显示了SPH算法的优越性,进而分析了不同轮胎速度及水膜厚度对轮胎与湿滑道面相互作用的影响规律。结果表明,SPH模型得到的临界滑水速度与CEL模型结果相差不超过5%;舰首波、侧向羽流等流体特征更为明显立体;平均运算效率较CEL模型提高36.5%。利用SPH模型分析可得,道面支撑力随轮胎速度增加呈先平缓下降再急速下降的趋势,水膜厚度为3~13 mm时,急速下降段所在轮胎速度区间为170~260 km/h,基本处于A320飞机的着陆滑跑速度范围内,应增强对飞机滑水事故风险的防范;位移阻力随着轮胎速度增加呈先增大后减小的趋势,且在轮胎达到临界滑水速度时取得最大值,进而提出利用位移阻力最大值确定临界滑水速度的方法;侧向羽流最大溅水高度随轮胎速度增加呈先升高后降低的趋势,在接近临界滑水速度时达到最大值;舰首波最大溅水高度低于侧向羽流最大溅水高度,且随轮胎速度增加而降低,达到临界滑水速度时舰首波接近消失,2种溅水特征的最大溅水高度值均低于A320飞机发动机的最小离地高度0.680 m,不会对发动机产生影响。 展开更多
关键词 交通运输工程 轮胎-道面相互作用 光滑粒子流体动力学算法 临界滑水速度 道面支撑力 位移阻力 溅水高度
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基于邻域自适应无监督多视图深度估计
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作者 魏东 孙赫 +1 位作者 张静恬 白宜凡 《现代电子技术》 北大核心 2025年第21期165-171,共7页
为了提升弱纹理区域无监督多视图深度估计性能,文中提出一种基于邻域自适应无监督多视图深度估计算法。算法采用双分支结构,深度估计分支首先采用邻域自适应深度分布方法改善弱纹理区域深度分布;其次采用深度变化概率引导的深度假设范... 为了提升弱纹理区域无监督多视图深度估计性能,文中提出一种基于邻域自适应无监督多视图深度估计算法。算法采用双分支结构,深度估计分支首先采用邻域自适应深度分布方法改善弱纹理区域深度分布;其次采用深度变化概率引导的深度假设范围细化后续阶段深度估计。为了提高对场景边缘的识别,采用基于标准差的深度平滑约束。神经渲染分支用于提高深度估计能力,为了增强与深度估计分支间的几何一致性,采用融合图像颜色与深度信息的采样方法。由实验结果可知,该算法在DTU数据集测试完整度误差和整体精度误差优于其他无监督算法,且完整度误差比DS⁃MVSNet减小16.71%。可视化结果表明,针对弱纹理区域深度估计性能提升明显。在Tanks and Temples数据集上进行泛化性验证,整体性能(Mean)为56.22,证明了所提算法的有效性。 展开更多
关键词 深度估计 邻域自适应 深度假设范围 无监督算法 深度平滑约束 弱纹理
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基于窄带物联网的农业种植测控系统研究 被引量:1
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作者 李威 李海虹 孙胜 《传感器与微系统》 北大核心 2025年第8期64-66,70,共4页
针对农作物种植环境信息在大面积采集时存在传感器节点多、不同区域环境波动大的问题,搭建了基于5G标准的智能窄带物联网(NB-IoT),设计了一种动态的环境检测系统。采用定点传感器搭配NB巡检车移动采集,减少节点的数量;使用改进的滤波算... 针对农作物种植环境信息在大面积采集时存在传感器节点多、不同区域环境波动大的问题,搭建了基于5G标准的智能窄带物联网(NB-IoT),设计了一种动态的环境检测系统。采用定点传感器搭配NB巡检车移动采集,减少节点的数量;使用改进的滤波算法对环境数据进行处理,提高准确性。以温度数据为例进行仿真。结果表明:改进的滤波算法均方误差(MSE)相比于卡尔曼滤波(KF)算法下降81.8%。对系统进行实地试验,结果表明:NB无线数据传输平均丢包率为0.39%,系统通信稳定。 展开更多
关键词 窄带物联网 多传感器融合 卡尔曼平滑算法 嵌入式系统
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基于AFD融合算法的运输机器人路径规划方法 被引量:1
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作者 袁杰 张迎港 +3 位作者 加尔肯别克 张宁宁 刘超 谢霖伟 《农业机械学报》 北大核心 2025年第6期594-607,共14页
为提高运输机器人在导航中的自主性和安全性,需要进行有效合理的路径规划。本研究提出了一种改进型AFD(A*Fuzzy-DWA)融合算法,以解决经典A*算法在运输机器人路径规划中存在的问题,如搜索时间长、路径冗余、拐点多且不平滑、动态避障能... 为提高运输机器人在导航中的自主性和安全性,需要进行有效合理的路径规划。本研究提出了一种改进型AFD(A*Fuzzy-DWA)融合算法,以解决经典A*算法在运输机器人路径规划中存在的问题,如搜索时间长、路径冗余、拐点多且不平滑、动态避障能力不足等。该算法通过设计障碍率评价指标优化评价函数以减少搜索时间和遍历节点,进而设计Smooth Floyd方法简化全局路径,并采用圆内切平滑策略进一步优化路径,最后设计评价函数权重模糊推理方法提高局部路径规划效率,从而实现全面的路径优化。仿真实验结果表明,与对比算法相比,AFD算法在静态和动态环境下的全局及局部路径长度和运行时间均显著减小。实际场景验证进一步证实了该算法在提升运输机器人自主导航能力和安全性方面的有效性。 展开更多
关键词 运输机器人 路径规划 smooth Floyd方法 圆内切策略 模糊推理 融合算法
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多策略改进黑翅鸢算法的机器人路径规划研究
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作者 吴立煌 杨光永 徐天奇 《组合机床与自动化加工技术》 北大核心 2025年第8期1-8,共8页
为了解决黑翅鸢算法(BKA)全局搜索能力不足、收敛速度慢的问题,提出一种多策略改进黑翅鸢算法(IBKA),引入Halton序列初始化种群来减少种群在空间的聚集现象,提高搜索效率,在黑翅鸢攻击行为中,位置更新策略采用了JAYA算法的原理,靠近领... 为了解决黑翅鸢算法(BKA)全局搜索能力不足、收敛速度慢的问题,提出一种多策略改进黑翅鸢算法(IBKA),引入Halton序列初始化种群来减少种群在空间的聚集现象,提高搜索效率,在黑翅鸢攻击行为中,位置更新策略采用了JAYA算法的原理,靠近领导者和远离失败者,不仅整合了随机探索,还利用了种群中的最优与最差解,从而促进算法向最优解更快收敛。最后在算法的迭代末期采用平滑变异开发(SES),增强种群的多样性并实现探索与开发之间的平衡。防止了算法过早地陷入局部最优状态,还通过动态调整变异率及进行严格的边界检查和适应度评估,自适应地在全局探索与局部开发之间实现平衡,从而持续提升解的质量并优化算法的搜索效率。在仿真实验上先是IBKA与BKA对比说明在高维数据处理上IBKA具有更优越的性能,接着采用6个基准测试函数对算法性能进行测试,测试收敛曲线图和箱线图结果显示:收敛速度更快,收敛精度更高;最后将改进算法应用于移动机器人路径规划仿真结果表明:该算法规划的路径长度更短,搜索效率更高。 展开更多
关键词 Halton初始化 JAYA算法 平滑变异开发 BKA算法 路径规划
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考虑原油采购选择的混炼加工优化
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作者 董丰莲 李鹏 +3 位作者 魏志伟 孙鑫 徐赫锴 何畅 《化工进展》 北大核心 2025年第8期4648-4656,共9页
目前,原油采购和混炼加工方案多采用人工经验或数学规划方法进行决策,存在求解时间过长以及无法统筹考虑全局性等问题。针对炼化场景下的典型混炼工艺和原油采购要求,结合“P模型”的概念建立了混合整数非线性模型,并根据整数变量的特... 目前,原油采购和混炼加工方案多采用人工经验或数学规划方法进行决策,存在求解时间过长以及无法统筹考虑全局性等问题。针对炼化场景下的典型混炼工艺和原油采购要求,结合“P模型”的概念建立了混合整数非线性模型,并根据整数变量的特性设计了基于p范数和内点法的迭代求解算法。结果表明,在10种原油、54种物性、58套加工装置的优化背景下,与商用求解器优化结果相比,采用以上方法可以在短时间内找到一个经济效益更好的原油采购加工方案并且在多个算例下均展现出了更好的鲁棒性。 展开更多
关键词 优化 算法 石油 混炼 双线性 内点法 范数平滑
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数据缺失情况下配电网时间序列数据分类算法 被引量:1
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作者 萧展辉 张世良 +1 位作者 邓丽娟 徐菡 《沈阳工业大学学报》 北大核心 2025年第1期29-36,共8页
【目的】在智能电网快速发展的背景下,配电网作为电力传输与分配的关键环节,其数据的有效管理和分析对于保障电网稳定运行、提升供电质量至关重要。然而,配电网数据种类繁多且复杂,涵盖了用户用电行为、天气情况、设备基础信息及营销数... 【目的】在智能电网快速发展的背景下,配电网作为电力传输与分配的关键环节,其数据的有效管理和分析对于保障电网稳定运行、提升供电质量至关重要。然而,配电网数据种类繁多且复杂,涵盖了用户用电行为、天气情况、设备基础信息及营销数据等多个维度。不同类型的数据在采集和传输过程中,会因磁场信号、噪声信号、冗余数据等干扰出现缺失,不仅增加了配电网运行监控的难度,还为故障分析、状态评估及优化决策等工作带来极大挑战。【方法】为提高数据处理的准确性和效率,提出一种数据缺失情况下的配电网时间序列数据分类算法。根据时间序列数据在配电网中的分布状态,利用平滑算法去除数据噪声,从而显著提升数据的准确性和可靠性,优化因冗余数据干扰而产生的问题。对缺失数据进行增量填补,依据时间序列数据的内在规律和相邻数据点的相关性,对缺失数据进行合理推测和填补,保持了数据的完整性,同时确保了时间序列的连续性和一致性。计算不同时间序列的数据缺失情况,将高维和低维数据状态空间与单元、多元时间序列相结合,凭借维度映射得到数据维度因子,实现簇内分类。【结果】设计方法填补后数据均在原始数据附近,无冗余问题,且分类耗时点均匀分布,呈现出线性趋势,充分展示了其高效稳定的数据处理能力。设计方法分类配电网时间序列数据后,同种类配电网数据聚集且互不干扰,噪声数据大幅减少,相对差异值(RDV)始终保持在0.05以下,特异度在数据缺失率5%~35%的范围内均维持在95.0%以上,显著高于对比方法的91.5%和92.0%。【结论】设计方法通过平滑去噪、增量填补和维度映射等技术手段,有效应对数据缺失带来的挑战,提高了数据处理的准确性和效率。同时,验证了设计方法在保持高分类精度和快速收敛速度方面的优势,表明其能够有效应对数据缺失情况,显著提升配电网数据的分类效果和运行稳定性。该算法研究不仅丰富了配电网数据分析的理论体系,还为智能电网的运维管理提供了实用的技术支持,具有重要的理论价值和现实意义。 展开更多
关键词 数据缺失 配电网 维度映射 平滑算法 多元序列 数据分类 噪声干扰 维度因子
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移动机器人用改进的双向A^(*)二次路径规划算法 被引量:3
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作者 李炯逸 李强 +2 位作者 张新闻 Zin Myo Htet 蔡永斌 《系统仿真学报》 北大核心 2025年第2期498-507,共10页
针对传统A*算法存在规划路径与障碍物相交、规划的路径拐点多和搜索时间长等问题,提出了一种面向室内环境改进的双向A^(*)二次路径规划算法。通过对地图进行膨胀处理,解决了规划路径与障碍物相交的问题;通过引入新的启发函数和双向扩展... 针对传统A*算法存在规划路径与障碍物相交、规划的路径拐点多和搜索时间长等问题,提出了一种面向室内环境改进的双向A^(*)二次路径规划算法。通过对地图进行膨胀处理,解决了规划路径与障碍物相交的问题;通过引入新的启发函数和双向扩展等方法,提高了双向A^(*)算法的搜索速度和精度;引入转弯代价函数和自适应权重,减少了拐点数量;利用二次规划和二阶贝塞尔曲线对路径进行平滑处理,删除了允余节点和不符合实际移动的拐角。仿真结果表明:算法的搜索速度提高了55.7%,路径长度缩短了15.6%,拐点和拐角减小了31.6%和56.1%。 展开更多
关键词 评价函数 路径平滑 双向A^(*)算法 二次规划 路径规划 移动机器人
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