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Concise review of relaxations and approximation algorithms for nonidentical parallel-machine scheduling to minimize total weighted completion times 被引量:1
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作者 Li Kai Yang Shanlin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期827-834,共8页
A class of nonidentical parallel machine scheduling problems are considered in which the goal is to minimize the total weighted completion time. Models and relaxations are collected. Most of these problems are NP-hard... A class of nonidentical parallel machine scheduling problems are considered in which the goal is to minimize the total weighted completion time. Models and relaxations are collected. Most of these problems are NP-hard, in the strong sense, or open problems, therefore approximation algorithms are studied. The review reveals that there exist some potential areas worthy of further research. 展开更多
关键词 parallel machine SCHEDULING REVIEW total weighted completion time RELAXATION algorithm
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New HB-weighted time delay estimation algorithm under impulsive noise environment 被引量:2
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作者 Sun Yongmei Qiu Tianshuang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第6期1102-1108,共7页
The traditional HB-weighted time-delay estimation (TDE) method degenerates under the impulsive noise environment. Two new time-delay estimation methods are proposed based on fractional lower order statistics (FLOS... The traditional HB-weighted time-delay estimation (TDE) method degenerates under the impulsive noise environment. Two new time-delay estimation methods are proposed based on fractional lower order statistics (FLOS) according to the impulsive characteristics of fractional lower order α-stable noises. Theoretic analysis and computer simulations indicate that the proposed covariation based HB weighted (COV-HB) algorithm can suppress impulsive noises in one received signal for 1 ≤α≤ 2, whereas the other proposed fractional lower order eovariancebased HB weighted (FLOC-HB) algorithm has robust performance under arbitrary impulsive noise conditions for the whole range of 0 〈α≤ 2. 展开更多
关键词 HB weighted time delay COVARIATION fractional lower order covariance.
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Data point selection for weighted least square fitting of cavity decay time constant 被引量:1
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作者 何星 晏虎 +2 位作者 董理治 杨平 许冰 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第1期640-646,共7页
For the accurate extraction of cavity decay time, a selection of data points is supplemented to the weighted least square method. We derive the expected precision, accuracy and computation cost of this improved method... For the accurate extraction of cavity decay time, a selection of data points is supplemented to the weighted least square method. We derive the expected precision, accuracy and computation cost of this improved method, and examine these performances by simulation. By comparing this method with the nonlinear least square fitting (NLSF) method and the linear regression of the sum (LRS) method in derivations and simulations, we find that this method can achieve the same or even better precision, comparable accuracy, and lower computation cost. We test this method by experimental decay signals. The results are in agreement with the ones obtained from the nonlinear least square fitting method. 展开更多
关键词 cavity ring-down decay time extraction weighted least square method data point selection
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Fabrication scheduling on a single machine to minimize the weighted sum of product completion time
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作者 王玉青 孙世杰 《Journal of Shanghai University(English Edition)》 CAS 2007年第2期109-114,共6页
In this paper, a fabrication scheduling problem concerning the production of components at a single manufacturing facility was studied, in which the manufactured components are subsequently assembled into a finite num... In this paper, a fabrication scheduling problem concerning the production of components at a single manufacturing facility was studied, in which the manufactured components are subsequently assembled into a finite number of end products. Each product was assumed to comprise a common component to all jobs and a unique component to itself. Common operations were processed in batches and each batch required a setup time. A product is completed when both its two operations have been processed and are available. The optimality criterion considered was the minimization of weighted flow time. For this scheduling problem, the optimal schedules were described in a weignted shortest processing time first (WSPT) order and two algorithms were constructed corresponding to the batch availability and item availability, respectively. 展开更多
关键词 SCHEDULING PRODUCT weighted flow time weighted shortest processing time first (WSPT) batch processing dynamic programming.
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Weighted average consensus problem in networks of agents with diverse time-delays 被引量:4
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作者 Wenhui Liu Feiqi Deng +1 位作者 Jiarong Liang Xuekui Yan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第6期1056-1064,共9页
This paper studies the weighted average consensus problem for networks of agents with fixed directed asymmetric unbalance information exchange topology. We suppose that the classical distributed consensus protocol is ... This paper studies the weighted average consensus problem for networks of agents with fixed directed asymmetric unbalance information exchange topology. We suppose that the classical distributed consensus protocol is destroyed by diverse time-delays which include communication time-delay and self time-delay. Based on the generalized Nyquist stability criterion and the Gerschgorin disk theorem, some sufficient conditions for the consensus of multi-agent systems are obtained. And we give the expression of the weighted average consensus value for our consensus protocol. Finally, numerical examples are presented to illustrate the theoretical results. 展开更多
关键词 networks of agents distributed control weighted average consensus time-DELAY digraph theory
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ABSOLUTE CONTINUITIES OF EXIT MEASURES AND TOTAL WEIGHTED OCCUPATION TIME MEASURES FOR SUPER-α-STABLE PROCESSES
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作者 张静 任艳霞 《Acta Mathematica Scientia》 SCIE CSCD 2006年第2期358-370,共13页
Suppose X is a super-α-stable process in R^d, (0 〈 α〈 2), whose branching rate function is dr, and branching mechanism is of the form ψ(z) = z^1+β (0 〈0 〈β ≤1). Let Xγ and Yγ denote the exit measur... Suppose X is a super-α-stable process in R^d, (0 〈 α〈 2), whose branching rate function is dr, and branching mechanism is of the form ψ(z) = z^1+β (0 〈0 〈β ≤1). Let Xγ and Yγ denote the exit measure and the total weighted occupation time measure of X in a bounded smooth domain D, respectively. The absolute continuities of Xγ and Yγ are discussed. 展开更多
关键词 Super-α-stable process absolute continuity exit measure total weighted occupation time measure
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Weighted Time-Variant Slide Fuzzy Time-Series Models for Short-Term Load Forecasting
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作者 Xiaojuan Liu Enjian Bai Jian’an Fang 《Journal of Intelligent Learning Systems and Applications》 2012年第4期285-290,共6页
Short-term load forecast plays an important role in the day-to-day operation and scheduling of generating units. Season and temperature are the most important factors that affect the load change, but random factors su... Short-term load forecast plays an important role in the day-to-day operation and scheduling of generating units. Season and temperature are the most important factors that affect the load change, but random factors such as big sport events or popular TV shows can change demand consumption in particular hours, which will lead to sudden load changes. A weighted time-variant slide fuzzy time-series model (WTVS) for short-term load forecasting is proposed to improve forecasting accuracy. The WTVS model is divided into three parts, including the data preprocessing, the trend training and the load forecasting. In the data preprocessing phase, the impact of random factors will be weakened by smoothing the historical data. In the trend training and load forecasting phase, the seasonal factor and the weighted historical data are introduced into the Time-variant Slide Fuzzy Time-series Models (TVS) for short-term load forecasting. The WTVS model is tested on the load of the National Electric Power Company in Jordan. Results show that the proposed WTVS model achieves a significant improvement in load forecasting accuracy as compared to TVS models. 展开更多
关键词 LOAD Forecasting FUZZY time-Series weightED SLIDE
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Real-Time Update of Sequence Placement Logic for High Arch Dams Based on Evidence Weight Discount 被引量:1
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作者 Tao Guan Denghua Zhong Bingyu Ren 《Transactions of Tianjin University》 EI CAS 2017年第3期267-276,共10页
Sequence placement logic plays a significant role in construction simulation of high arch dams and directly affects the simulation process and results. To establish a sequence logic for dam block placement, the constr... Sequence placement logic plays a significant role in construction simulation of high arch dams and directly affects the simulation process and results. To establish a sequence logic for dam block placement, the construction scheme, real-time construction process, and random factors of the site all need to be considered in detail. There are few studies available currently that take all these factors into consideration. To address this problem, a real-time update of sequence placement logic for high arch dams based on evidence weight discount is proposed in this study. First, the subjective weight of the dam block sequence priority criteria is built using a consistent matrix method based on the construction scheme. Second, using evidence theory, dynamic objective weight of the priority criteria and basic probability assignment is built. Finally, using a weight self-adaptive adjustment method and comprehensive evidence discounting, the placing probabilities of different dam blocks are obtained. A case study indicates that this method can realize real-time update of sequence placement logic. © 2017, Tianjin University and Springer-Verlag Berlin Heidelberg. 展开更多
关键词 Arch dams ARCHES DAMS
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Fragmental Weight-Conservation Combining Scheme for Statistical Signal Transmissions under Fast Time-Varying Channels
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作者 Xingwei Wang Ting Zhou +3 位作者 Tianheng Xu Songlin Feng Honglin Hu Yanliang Jin 《China Communications》 SCIE CSCD 2020年第1期118-128,共11页
Statistical Signal Transmission(SST)is a technique based on orthogonal frequency-division multiplexing(OFDM)and adopts cyclostationary features,which can transmit extra information without additional bandwidth.However... Statistical Signal Transmission(SST)is a technique based on orthogonal frequency-division multiplexing(OFDM)and adopts cyclostationary features,which can transmit extra information without additional bandwidth.However,the more complicated environment in 5G communication systems,especially the fast time-varying scenarios,will dramatically degrade the performance of the SST.In this paper,we propose a fragmental weight-conservation combining(FWCC)scheme for SST,to overcome its performance degradation under fast time-varying channels.The proposed FWCC scheme consists of three phases:1、incise the received OFDM stream into pieces;2、endue different weights for fine and contaminated pieces,respectively;3、combine cyclic autocorrelation function energies of all the pieces;and 4、compute the final feature and demodulate data of SST.Through these procedures above,the detection accuracy of SST will be theoretically refined under fast time-varying channels.Such an inference is confirmed through numerical results in this paper.It is demonstrated that the BER performance of proposed scheme outperforms that of the original scheme both in ideal channel estimation conditions and in imperfect channel estimation conditions.In addition,we also find the experiential optimal weight distribution strategy for the proposed FWCC scheme,which facilitates practical applications. 展开更多
关键词 Cyclostationary features statistical signal transmission(SST) weight conservation time-varying channels
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Assessment the Optimal Effect of Time of Repetition: Extrinsic Pulse Parameter on Gd-DTPA Enhanced, Spin-Echo T1-Weighted MR Images under Low Magnetic Field Strength
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作者 Bimali Sanjeevani Weerakoon Toshiaki Osuga Takehisa Konishi 《International Journal of Medical Physics, Clinical Engineering and Radiation Oncology》 2016年第3期196-203,共9页
The contrast agent concentration, the time of repetition (TR) and magnetic field strength are significant parameters that influence for the accurate signal intensity (SI) in quantitative Magnetic Resonance Imaging (MR... The contrast agent concentration, the time of repetition (TR) and magnetic field strength are significant parameters that influence for the accurate signal intensity (SI) in quantitative Magnetic Resonance Imaging (MRI). Therefore, this study was conducted to investigate and refine the dependence and the optimal effect of Time of Repetition (TR) on the relationship between signal intensity and Gd-DTPA (Gadolinium-diethylene-triaminepenta-acetic acid) concentration, after applying two-dimensional (2D) Spin Echo (SE) pulse sequence under low-field MRI. In addition to that, the optimal concentration of Gd-DTPA at given sequence parameters at low-field MRI was also evaluated. A water-filled phantom was constructed for a range of Gd-DTPA concentrations (0 - 6 mmol/L) and the mean signal intensities (SIs) were assessed in the defined region of interest on T1-weighted images with different TR values (40 - 2000 ms). The generated signal-concentration curves for Gd-DTPA revealed that increasing TR was associated with the increase of the overall SIs and the maximum relationship between SI to concentration. Moreover, the required Gd-DTPA concentration to produce the maximum SI was associated to decrease with the increase of TR. In addition to this, the application of beyond 100 ms TR values in this study with relatively higher concentrations (beyond 1 - 2 mmol/L) has resulted predominantly non-linear patterns in the signal-concentration curves and it appears the saturation or decay of the SIs due to T2 effect. From these results, it can be suggested that the selection of relatively lower Gd-DTPA concentration ( mmol/L) with less than 800 ms (<800 ms) TR values can produce a better linear relationship between the concertation and SIs in T1-weighted SE low field contrast-enhanced MRI. Furthermore, this study also outlined the significance and necessity of the optimization of TR in SE sequence in low field MRI prior to a particular examination. 展开更多
关键词 Gd-DTPA Concentration Spin Echo Pulse Sequence Signal Intensity time of Repetition T1-weighted Images Low Field MRI
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Weighted Pseudo Almost Periodic Solutions for a Class of Hematopoiesis Model with Time-Varying Delay
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作者 Hui Zhou Liu Yang Wei Jiang 《Analysis in Theory and Applications》 CSCD 2017年第3期197-205,共9页
In this paper, firstly, a notion of a class of generalized weighted pseudo al- most periodic function is introduced, then we investigate some basic and essential properties of the space that consists of these function... In this paper, firstly, a notion of a class of generalized weighted pseudo al- most periodic function is introduced, then we investigate some basic and essential properties of the space that consists of these functions. Finally, we study the exis- tence of weighted pseudo almost periodic solutions to hematopoiesis model with time- varying delay. 展开更多
关键词 weighted pseudo almost periodic hematopoiesis model time-varying delay.
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融合时变权重LQR与五次多项式的轨迹规划方法
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作者 尹力 赵明欣 《汽车实用技术》 2026年第3期15-22,共8页
针对智能汽车紧急横向避障场景下传统固定权重线性二次调节器(LQR)在避障后段对横向位移误差抑制不足、难以平衡全程跟踪性能的问题,文章提出了一种融合五次多项式轨迹规划与时变权重LQR控制的协同方法。首先,基于笛卡尔坐标系,利用五... 针对智能汽车紧急横向避障场景下传统固定权重线性二次调节器(LQR)在避障后段对横向位移误差抑制不足、难以平衡全程跟踪性能的问题,文章提出了一种融合五次多项式轨迹规划与时变权重LQR控制的协同方法。首先,基于笛卡尔坐标系,利用五次多项式生成满足起终点位移、速度、加速度连续性的平滑避障参考轨迹,有效避免了曲率突变并约束了侧向加速度峰值(<0.1g)。其次,设计了一种时变权重LQR跟踪控制器:在避障前期(t<2 s),赋予横向位移误差较低权重,侧重响应速度与控制平顺性;在避障后期(t≥2 s),则显著增大其权重,强制控制器优先抑制累积性横向误差,提升跟踪精度。在MATLAB/Simulink/CarSim联合仿真平台上构建典型行人避障场景进行验证。结果表明,相较于固定权重LQR,所提方法将横向位移误差峰值由大于0.5 m显著降低至小于0.2 m(降幅大于60%),并有效抑制了误差在避障后期的累积漂移趋势;横摆角误差峰值由大于0.05 rad降低至小于0.02 rad(降幅大于60%);侧向加速度峰值稳定维持在0.1g以内。该方法通过轨迹平滑性保障与控制器权重动态调节的协同,显著提升了紧急避障过程的安全性(确保安全距离)与舒适性(平顺控制),为智能汽车动态避障控制提供了有效解决方案。 展开更多
关键词 智能汽车 横向避障 时变权重 五次多项式曲线 线性二次调节器
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A Simple Additive Weighting Method for Time-SeriesMultiindices Decision Making and Its Applications
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作者 Wang Yingming(Department of Automation, Xiamen University, 361005, P. R. China)(Received January 16, 1998) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1999年第1期4-10,共7页
This paper takes the evaluation of overall economic benefit by an example and proposes a simple additive weighting method for time-series multiindices decision making. The method can automatically determine the weight... This paper takes the evaluation of overall economic benefit by an example and proposes a simple additive weighting method for time-series multiindices decision making. The method can automatically determine the weight coefficients among the multiindices and the years respectively and it also can obtain the objective evaluation results and conclusions. 展开更多
关键词 time-series multiindices DECISION MAKING ECONOMIC BENEFIT evaluation SIMPLE ADDITIVE weighting method.
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Predictability of Al-Mn Alloy Exposure Time Based on Its As-Cast Weight and Corrosion Rate in Sea Water Environment
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作者 Chukwuka Nwoye Simeon Neife +2 位作者 Ebere Ameh Awo Nwobasi Ndubuisi Idenyi 《Journal of Minerals and Materials Characterization and Engineering》 2013年第6期307-314,共8页
This paper presents the predictability of aluminium-manganese alloy exposure time based on its as-cast weight and corrosion rate in sea water environment. The validity of the derived model: α = 26.67γ + 0.55β?- 0.2... This paper presents the predictability of aluminium-manganese alloy exposure time based on its as-cast weight and corrosion rate in sea water environment. The validity of the derived model: α = 26.67γ + 0.55β?- 0.29 is rooted on the core expression: 0.0375α = γ + 0.0206β?- 0.0109 where both sides of the expression are correspondingly approximately equal. Statistical analysis of model-predicted and experimentally evaluated exposure time for each value of as-cast weight and alloy corrosion rate considered shows a standard error of 0.0017% & 0.0044% and 0.0140% & 0.0150% respectively. The depths of corrosion penetration (at increasing corrosion rate: 0.0104 - 0.0157 mm/yr) as predicted by derived model and obtained from experiment are 0.7208 × 10-4 & 1.0123 × 10-4 mm and 2.5460 × 10-4 & 1.8240 × 10-4 mm (at decreasing corrosion rate: 0.0157 - 0.0062 mm/yr) respectively. Deviational analysis indicates that the maxi- mum deviation of the model-predicted alloy exposure time from the corresponding experimental value is less than 10%. 展开更多
关键词 Prediction EXPOSURE time AL-MN Alloys SEA Water Alloy AS-CAST weight Corrosion Rate
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A New Time-Aware Collaborative Filtering Intelligent Recommendation System 被引量:6
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作者 Weijin Jiang Jiahui Chen +4 位作者 Yirong Jiang Yuhui Xu Yang Wang Lina Tan Guo Liang 《Computers, Materials & Continua》 SCIE EI 2019年第8期849-859,共11页
Aiming at the problem that the traditional collaborative filtering recommendation algorithm does not fully consider the influence of correlation between projects on recommendation accuracy,this paper introduces projec... Aiming at the problem that the traditional collaborative filtering recommendation algorithm does not fully consider the influence of correlation between projects on recommendation accuracy,this paper introduces project attribute fuzzy matrix,measures the project relevance through fuzzy clustering method,and classifies all project attributes.Then,the weight of the project relevance is introduced in the user similarity calculation,so that the nearest neighbor search is more accurate.In the prediction scoring section,considering the change of user interest with time,it is proposed to use the time weighting function to improve the influence of the time effect of the evaluation,so that the newer evaluation information in the system has a relatively large weight.The experimental results show that the improved algorithm improves the recommendation accuracy and improves the recommendation quality. 展开更多
关键词 Fuzzy clustering time weight attenuation function Collaborative filtering method recommendation algorithm
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基于连续时间随机游走扩散加权成像全容积直方图在乳腺癌诊断中的价值
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作者 章少兰 汪飞 +4 位作者 孙宜楠 张宝媞 陈红 刘孟潇 朱娟 《临床放射学杂志》 北大核心 2026年第1期38-44,共7页
目的探讨基于连续时间随机游走(CTRW)模型扩散加权成像(DWI)全容积直方图参数在乳腺癌诊断中的价值。方法对91例乳腺病变患者进行CTRW模型(D_(m)、α、β参数)和单指数模型(ADC参数)DWI全容积直方图分析。使用独立样本t检验或Mann-Whitn... 目的探讨基于连续时间随机游走(CTRW)模型扩散加权成像(DWI)全容积直方图参数在乳腺癌诊断中的价值。方法对91例乳腺病变患者进行CTRW模型(D_(m)、α、β参数)和单指数模型(ADC参数)DWI全容积直方图分析。使用独立样本t检验或Mann-Whitney U检验比较良性和恶性病变组在D_(m)、α、β及ADC图全容积直方图参数上的差异。此外,采用受试者工作特征曲线分析每个直方图参数在乳腺癌诊断中的效能。结果CTRW-DWI参数图及ADC图全容积直方图参数除D_(m最大值、方差)、α_(90th、最大值、偏度、峰度)、β_(90th、最大值、偏度、峰度)、A_(DC熵、方差、均匀性)外,其他在乳腺良、恶性病变组间差异均有统计学意义(P<0.05)。在各直方图参数组中,D_(m10th)、α_(熵)、β_(熵)、ADC50th的曲线下面积(AUC)最高,分别为0.893、0.855、0.804、0.894。纳入组间差异有统计学意义的CTRW-DWI全容积直方图参数建立综合模型1,AUC为0.972;纳入组间差异有统计学意义的单指数DWI全容积直方图参数建立综合模型2,AUC为0.930。结论基于CTRW-DWI全容积直方图参数在乳腺癌诊断中具有一定价值,多直方图参数联合诊断具有更高的诊断效能。 展开更多
关键词 乳腺癌 连续时间随机游走模型 扩散加权成像 直方图
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带状高速公路RTK融合定位策略探讨
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作者 徐大伟 曾腾腾 +1 位作者 高成发 马恩高 《导航定位学报》 北大核心 2026年第1期93-99,共7页
针对沿高速公路带状分布的多个基准站难以为连续运行参考站(CORS)网提供高精度改正数据的问题,在单基站实时动态差分(RTK)定位基础上,提出一种基于动态误差传播建模的差分数据加权策略:通过面向差分数据的距离加权和面向定位结果的距离... 针对沿高速公路带状分布的多个基准站难以为连续运行参考站(CORS)网提供高精度改正数据的问题,在单基站实时动态差分(RTK)定位基础上,提出一种基于动态误差传播建模的差分数据加权策略:通过面向差分数据的距离加权和面向定位结果的距离加权,引入方位约束因子构建联合加权模型,以解决传统反距离加权(IDW)的空间各向同性问题。实验结果表明:在短距离场景下,面向结果的距离加权RTK水平定位精度优于单站RTK,可达2 cm以内,垂直精度稳定在3 cm以内;双基站加权融合后,水平精度较单基站提升5%~10%,垂直精度提升10%~18%;面向差分数据的距离加权受限于误差传播路径的复杂性,而导致精度降低。多基站加权方式能够提高解算的精度和稳定性,特别适用于基准站呈线性分布的带状公路施工场景,可为智慧高速建设及运营提供技术参考。 展开更多
关键词 带状区域 实时动态差分(RTK) 距离定权 虚拟参考值 高速公路
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时间加权的Besov空间上带外力的分数阶Navier-Stokes方程
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作者 李琳玉 杨和 《西北师范大学学报(自然科学版)》 2026年第1期77-92,共16页
讨论分数阶Navier-Stokes方程在时间加权的Besov空间中mild解的存在性和唯一性.基于Lebesgue控制收敛定理、Banach空间隐函数定理、Besov空间上Navier-Stokes方程的L p-L q估计以及Mittag-Leffler函数的相关性质,给出了具有小初始数据... 讨论分数阶Navier-Stokes方程在时间加权的Besov空间中mild解的存在性和唯一性.基于Lebesgue控制收敛定理、Banach空间隐函数定理、Besov空间上Navier-Stokes方程的L p-L q估计以及Mittag-Leffler函数的相关性质,给出了具有小初始数据和外力的情况下该方程全局mild解的存在性和唯一性定理,并研究了给定数据下局部mild解的存在性. 展开更多
关键词 分数阶Navier-Stokes方程 时间加权的Besov空间 MILD解 适定性
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DWI、T_(2)^(*) mapping及SWI多模态磁共振成像在前列腺癌与前列腺增生鉴别诊断中的价值
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作者 辛玉静 刘青 李晶 《山东医药》 2026年第2期118-121,126,共5页
目的 探讨基于弥散加权成像(DWI)、T_(2)^(*)弛豫时间定量成像(T_(2)^(*)mapping)及磁敏感加权成像(SWI)的多模态磁共振成像(MRI)在前列腺癌(PCa)与前列腺增生(BPH)鉴别诊断中的应用价值。方法 回顾性纳入PCa患者35例作为PCa组,BPH患者4... 目的 探讨基于弥散加权成像(DWI)、T_(2)^(*)弛豫时间定量成像(T_(2)^(*)mapping)及磁敏感加权成像(SWI)的多模态磁共振成像(MRI)在前列腺癌(PCa)与前列腺增生(BPH)鉴别诊断中的应用价值。方法 回顾性纳入PCa患者35例作为PCa组,BPH患者45例作为BPH组。所有患者行前列腺常规MRI及DWI、T_(2)^(*)mapping、SWI检查,分别获取表观扩散系数(ADC)值、T_(2)^(*)值及钙化灶、微出血灶数量。比较两组各参数差异,采用多元Logistic回归构建联合诊断模型,绘制受试者工作特征(ROC)曲线评价各参数单独及联合模型的鉴别诊断效能。结果 PCa组ADC值、T_(2)^(*)值均低于BPH组,微出血灶数量高于BPH组(P均<0.05);两组钙化灶数量比较差异无统计学意义(P>0.05)。基于ADC值、T_(2)^(*)值及微出血灶数量分别构建单一参数诊断模型,其ROC曲线下面积(AUC)分别为0.930、0.866及0.661。采用多元Logistic回归分析构建的ADC值+T_(2)^(*)值联合模型及ADC值+T_(2)^(*)值+微出血灶数量联合模型AUC均为0.961,两种联合模型的AUC均优于单独ADC值模型及单独T_(2)^(*)值模型(P均<0.05)。结论 基于DWI、T_(2)^(*)mapping及SWI的多模态磁共振成像可提高前列腺癌与前列腺增生的鉴别诊断能力,其中DWI与T_(2)^(*)mapping的联合应用表现出较高的诊断价值。 展开更多
关键词 前列腺癌 前列腺增生 多模态磁共振成像 弥散加权成像 T_(2)^(*)弛豫时间定量成像 磁敏感加权成像
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基于若干数据分解技术的优化快速学习网地下水水位预测
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作者 潘秀昌 潘思成 崔东文 《长江科学院院报》 北大核心 2026年第1期25-33,共9页
为提高地下水水位时间序列预测精度,同时探讨经验模态分解(EMD)、集合经验模态分解(EEMD)、完整集合经验模态分解(CEEMD)、改进完整集合经验模态分解(ICEEMD)、局部均值分解(LMD)、鲁棒局部均值分解(RLMD)、固有时间尺度分解(ITD)、极... 为提高地下水水位时间序列预测精度,同时探讨经验模态分解(EMD)、集合经验模态分解(EEMD)、完整集合经验模态分解(CEEMD)、改进完整集合经验模态分解(ICEEMD)、局部均值分解(LMD)、鲁棒局部均值分解(RLMD)、固有时间尺度分解(ITD)、极点对称模态分解(ESMD)、小波变换(WT)、小波包变换(WPT)、经验小波变换(EWT)、变分模态分解(VMD)、奇异谱分析(SSA)、时变滤波经验模态分解(TVF-EMD)、傅里叶分解(FDM)、辛几何模态分解(SGMD)、逐次变分模态分解(SVMD)17种分解技术在地下水水位时序数据分解中的应用效果,提出基于17种分解技术的爱情进化算法(LEA)-快速学习网(FLN)预测模型。首先,利用EMD等17种分解技术对地下水水位时序数据进行分解处理,得到若干分解分量;其次,基于各分解分量训练集构建适应度函数,利用LEA优化适应度函数获得最佳FLN输入层权值和隐藏层阈值,建立EMD-LEV-FLN等17种模型对各分解分量进行预测和重构;最后,通过云南省草坝地下水监测井2019—2023年逐日水位时间序列预测实例对各模型进行验证。结果表明:(1)WPT-LEV-FLN、EWT-LEV-FLN、FDM-LEV-FLN、TVF-EMD-LEV-FLN模型预测精度最高,预测的平均绝对百分比误差MAPE、平均绝对误差MAE、均方根误差RMSE分别在0.000%~0.001%、0.002~0.020 m、0.002~0.032 m之间,决定系数R^(2)均为1.0000;SSA-LEV-FLN、WT-LEV-FLN、VMD-LEV-FLN模型次之,预测的MAPE、MAE、RMSE、R^(2)分别在0.003%~0.007%、0.041~0.087 m、0.063~0.131 m、0.9995~0.9999之间,其他模型预测精度相对较差,预测的MAPE、MAE、RMSE、R^(2)分别在0.017%~0.033%、0.221~0.417 m、0.385~0.705 m、0.9853~0.9956之间。(2)WPT、EWT、FDM、TVF-EMD分解效果最好,其中WPT不但分解效果好,而且分解分量少,最具优势;SSA、WT、VMD分解效果较好,增加分解分量数可进一步提升分解效果;其他分解效果相对较差,其中SGMD、SVMD分解分量最少,最具潜力。(3)WPT-LEV-FLN模型预测精度高、计算规模小,最具实用价值和实用意义。 展开更多
关键词 地下水水位预测 分解技术 爱情进化算法 快速学习网 权阈值优化 时间序列
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