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基于ITD-K-means-小波包法的爆破振动信号降噪研究
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作者 申宇宙 张云鹏 马海越 《矿冶工程》 北大核心 2026年第1期44-50,共7页
针对实测爆破振动信号中噪声干扰的问题,提出了一种爆破振动信号降噪方法。该方法基于固有时间尺度分解(ITD)算法,将信号分解为多个IMF分量;引入K-means算法进行聚类处理,计算各类别信号的相关系数值,识别含噪信号类别;通过小波包法对... 针对实测爆破振动信号中噪声干扰的问题,提出了一种爆破振动信号降噪方法。该方法基于固有时间尺度分解(ITD)算法,将信号分解为多个IMF分量;引入K-means算法进行聚类处理,计算各类别信号的相关系数值,识别含噪信号类别;通过小波包法对含噪信号进行降噪处理并重构,得到纯净信号。采用该方法对仿真信号和实测信号进行降噪验证,结果表明,在仿真信号降噪实验中,相较于传统的小波包法、CEEMDAN法和ITD法,ITD-K-means-小波包法的信噪比(17.241 dB)最大,均方根误差(9.71×10^(-2))最小;在实测信号降噪实验中,经ITD-K-means-小波包法处理后的信号在中低频段(0~60 Hz)保留了更多的优势主频能量,有效抑制了120 Hz以上的高频噪声。 展开更多
关键词 爆破 振动信号 降噪 固有时间尺度分解(ITD) K-meanS算法 小波包法 信噪比 仿真信号
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基于改进k-means聚类的静态低轨星座分布式时间同步方法
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作者 王伟 荆小通 +1 位作者 臧文驰 彭竞 《信息对抗技术》 2026年第1期120-128,共9页
由于低轨星座卫星数量庞大,在保证低成本的前提下星座时间同步精度难以长期维持。针对该问题,提出了基于激光星间链路实现整个星座分组同步的分布式时间同步架构,并在此架构基础上提出基于改进k-means算法的星钟配置及分组同步方法。构... 由于低轨星座卫星数量庞大,在保证低成本的前提下星座时间同步精度难以长期维持。针对该问题,提出了基于激光星间链路实现整个星座分组同步的分布式时间同步架构,并在此架构基础上提出基于改进k-means算法的星钟配置及分组同步方法。构建了4类星座构型,分别采用原始k-means算法、k-mediods算法和改进k-means算法对其进行仿真,实现星座的分组时间同步。结果表明,k-mediods算法不能解决原始k-means算法易陷入局部最优的问题,而改进k-means算法可以更好地解决,且其最终整网时间同步误差优于原始k-means算法和k-mediods算法;4类星座采用原始k-means算法的最终整网误差相较于初始整网误差分别提升9.13%、8.05%、16.16%、17.24%,k-mediods算法分别提升10.59%、8.32%、17.60%、18.92%,改进k-means算法分别提升20.95%、20.23%、23.02%、23.18%;且其时间同步性能较原始k-means算法和k-mediods算法均有所提升。 展开更多
关键词 低轨星座 K-meanS算法 星钟配置 时间同步
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基于改进K-means聚类的DMA用水模式分析——以高原城市K市为例
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作者 曾杰 陈海东 +2 位作者 刘畅 赵帅 李庚睿 《工业安全与环保》 2026年第3期94-100,共7页
随着SCADA系统与智慧水务系统在独立计量区(DMA)中的广泛应用,用水模式分析已成为优化供水管理和提升数据驱动方法精度的关键。为有效分析DMA用水模式,针对DMA流量数据特点以及K-means算法在时间序列聚类中的不足,提出一种结合时间序列... 随着SCADA系统与智慧水务系统在独立计量区(DMA)中的广泛应用,用水模式分析已成为优化供水管理和提升数据驱动方法精度的关键。为有效分析DMA用水模式,针对DMA流量数据特点以及K-means算法在时间序列聚类中的不足,提出一种结合时间序列分解与离散傅里叶变换的改进K-means算法。将所提方法应用于西南高原地区K市58个DMA流量序列,并结合聚类评价指标将用水模式分为7类。结果表明:改进K-means算法在时序数据聚类中效果优于传统方法;不同用途DMA周期性用水模式各异,且住宅类DMA流量曲线随工作与公休日变化呈时移伸缩特征,夜间最小流量以及早晚流量峰值时间存在区域性特征和用途差异;高原气候下季节变化对流量趋势变化影响缓慢且长期,而特殊节假日和突发事件则导致流量趋势突变。 展开更多
关键词 独立计量区 时间序列分解 离散傅里叶变换 K-meanS聚类算法 用水模式分析
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Exact scaling for the mean first-passage time of random walks on a generalized Koch network with a trap 被引量:2
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作者 张静远 孙伟刚 陈关荣 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第3期525-529,共5页
In this paper, we study the scaling for the mean first-passage time (MFPT) of the random walks on a generalized Koch network with a trap. Through the network construction, where the initial state is transformed from... In this paper, we study the scaling for the mean first-passage time (MFPT) of the random walks on a generalized Koch network with a trap. Through the network construction, where the initial state is transformed from a triangle to a polygon, we obtain the exact scaling for the MFPT. We show that the MFPT grows linearly with the number of nodes and the dimensions of the polygon in the large limit of the network order. In addition, we determine the exponents of scaling efficiency characterizing the random walks. Our results are the generalizations of those derived for the Koch network, which shed light on the analysis of random walks over various fractal networks. 展开更多
关键词 mean first-passage time random walks Koch networks
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Alpha-reliable combined mean traffic equilibrium model with stochastic travel times 被引量:5
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作者 张文义 关伟 +1 位作者 宋丽英 孙会君 《Journal of Central South University》 SCIE EI CAS 2013年第12期3770-3778,共9页
Based on the reliability budget and percentile travel time(PTT) concept, a new travel time index named combined mean travel time(CMTT) under stochastic traffic network was proposed. CMTT here was defined as the convex... Based on the reliability budget and percentile travel time(PTT) concept, a new travel time index named combined mean travel time(CMTT) under stochastic traffic network was proposed. CMTT here was defined as the convex combination of the conditional expectations of PTT-below and PTT-excess travel times. The former was designed as a risk-optimistic travel time index, and the latter was a risk-pessimistic one. Hence, CMTT was able to describe various routing risk-attitudes. The central idea of CMTT was comprehensively illustrated and the difference among the existing travel time indices was analyzed. The Wardropian combined mean traffic equilibrium(CMTE) model was formulated as a variational inequality and solved via an alternating direction algorithm nesting extra-gradient projection process. Some mathematical properties of CMTT and CMTE model were rigorously proved. Finally, a numerical example was performed to characterize the CMTE network. It is founded that that risk-pessimism is of more benefit to a modest(or low) congestion and risk network, however, it changes to be risk-optimism for a high congestion and risk network. 展开更多
关键词 travel behavior risk attitude travel time reliability combined mean travel time wardropian user equilibrium
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Space-time means and solutions to a class of nonlinear parabolic equations 被引量:2
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作者 郭柏灵 苗长兴 《Science China Mathematics》 SCIE 1998年第7期682-693,共12页
Cauchy problem and initial boundary value problem for nonlinear parabolic equation in CB([0,T):L p) or L q(0,T;L p) type space are considered. Similar to wave equation and dispersive wave equation, the space time mean... Cauchy problem and initial boundary value problem for nonlinear parabolic equation in CB([0,T):L p) or L q(0,T;L p) type space are considered. Similar to wave equation and dispersive wave equation, the space time means for linear parabolic equation are shown and a series of nonlinear estimates for some nonlinear functions are obtained by space time means. By Banach fixed point principle and usual iterative technique a local mild solution of Cauchy problem or IBV problem is constructed for a class of nonlinear parabolic equations in CB([0,T); L p) or L q(0,T; L p) with φ(x)∈L r. In critical nonlinear case it is also proved that T can be taken as infinity provided that ‖φ(x)‖ r is sufficiently small, where (p,q,r) is an admissible triple. 展开更多
关键词 ADMISSIBLE triple PARABOLIC equations CAUCHY PROBLEM initial boundary value PROBLEM space time means.
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Mean first-passage time of an asymmetric bistable system driven by colour-correlated noise 被引量:2
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作者 张晓燕 徐伟 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第4期928-932,共5页
In this paper, the effect of every parameter (including p, q, r, λ, τ) on the mean first-passage time (MFPT) is investigated in an asymmetric bistable system driven by colour-correlated noise. The expression of ... In this paper, the effect of every parameter (including p, q, r, λ, τ) on the mean first-passage time (MFPT) is investigated in an asymmetric bistable system driven by colour-correlated noise. The expression of MFPT has been obtained by applying the steepest-descent approximation. Numerical results show that (1) the intensity of multiplicative noise p and the intensity of additive noise q play different roles in the MFPT of the system, (2) suppression appears on the curve of the MFPT with small λ (e.g. λ 〈 0.5) but there is a peak on the curve of the MFPT when λ is big (e.g. λ 〉 0.5), and (3) with different values of r (e.g. r = 0.1, 0.5, 1.5), the effort of τ on the MFPT is diverse. 展开更多
关键词 mean first- passage time asymmetric bistable system colour-correlated noise
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Moments and Mean First—Passage Time of Parabolic—Bistable Potential System Driven by Colored Noise 被引量:2
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作者 LIANGGui-Yun CAOLi 等 《Communications in Theoretical Physics》 SCIE CAS CSCD 2002年第2期155-160,共6页
A parabolic-bistable potential system driven by colored noise is studied. The exact analytical expressions of the stationary probability distribution (SPD) and the moments of the system are derived. Furthermore, the m... A parabolic-bistable potential system driven by colored noise is studied. The exact analytical expressions of the stationary probability distribution (SPD) and the moments of the system are derived. Furthermore, the mean first-passage time is calculated by the use of two approximate methods, respectively. It is found that (i) the double peaks of SPD are rubbed-down into a flat single peak with the increasing of noise intensity; (ii) a minimum occurs on the curve of the second-order moment of the system vs. noise intensity at the point ; (iii) the results obtained by our approximate approach are in good agreement with the numerical calculations for either small or large correlation time , while the conventional steepest descent approximation leads to poor results. 展开更多
关键词 MOMENTS mean first-passage time colored noise parabolic-bistable potential
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Mean waiting time approximation for a real time polling system 被引量:3
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作者 曹春生 Yin Rupo Zhang Weidong Cai Yunze 《High Technology Letters》 EI CAS 2007年第2期136-139,共4页
This paper considers a novel polling system with two classes of message which can experience an up-per bounded time before being served. The station serves these two classes with mixed service discipline, one class wi... This paper considers a novel polling system with two classes of message which can experience an up-per bounded time before being served. The station serves these two classes with mixed service discipline, one class with exhaustive service discipline, and the other with gated service discipline. Using iterative method, we have developed an approximation method to obtain the mean waiting time for each message class. The performance of approximation has been compared with the simulation results. The expression for the upper bound of waiting time is given too. 展开更多
关键词 message class mean waiting time upper bound
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Transient Properties of a Bistable System with Delay Time Driven by Non-Gaussian and Gaussian Noises:Mean First-Passage Time 被引量:1
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作者 LI Dong-Xi XU Wei GUO Yong-Feng LI Gao-Jie 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第9期669-673,共5页
The mean first-passage time of a bistable system with time-delayed feedback driven by multiplicative non-Gaussian noise and additive Gaussian white noise is investigated. Firstly, the non-Markov process is reduced to ... The mean first-passage time of a bistable system with time-delayed feedback driven by multiplicative non-Gaussian noise and additive Gaussian white noise is investigated. Firstly, the non-Markov process is reduced to the Markov process through a path-integral approach; Secondly, the approximate Fokker-Planck equation is obtained by applying the unified coloured noise approximation, the small time delay approximation and the Novikov Theorem. The functional analysis and simplification are employed to obtain the approximate expressions of MFPT. The effects of non-Gaussian parameter (measures deviation from Gaussian character) r, the delay time τ, the noise correlation time to, the intensities D and a of noise on the MFPT are discussed. It is found that the escape time could be reduced by increasing the delay time τ, the noise correlation time τ0, or by reducing the intensities D and α. As far as we know, this is the first time to consider the effect of delay time on the mean first-passage time in the stochastic dynamical system. 展开更多
关键词 mean first-passage time delay time non-Gaussian noise Gaussian noise bistable system
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Mean First-Passage Time of an Asymmetric Kinetic Model Driven by Two Different Kinds of Colored Noises
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作者 LI Dong-Xi XU Wei GUO Yong-Feng WANG Liang 《Communications in Theoretical Physics》 SCIE CAS CSCD 2008年第3期689-695,共7页
The mean first-passage time (MFPT) of an asymmetric bistable system between multiplicative non-Gaussian noise and additive Gaussian white noise with nonzero cross-correlation time is investigated. Firstly, the non-M... The mean first-passage time (MFPT) of an asymmetric bistable system between multiplicative non-Gaussian noise and additive Gaussian white noise with nonzero cross-correlation time is investigated. Firstly, the non-Markov process is reduced to the Markov process through a path-integral approach; Secondly, the approximate Fokker Planck equation is obtained by applying the unified colored noise approximation and the.Novikov Theorem. The steady-state probability distribution (SPD) is also obtained. The basal functional analysis and simplification are employed to obtain the approximate expressions of MFPT T^±. The effects of the asymmetry parameter β, the non-Gaussian parameter (measures deviation from Gaussian character) r, the noise correlation times τ and τ2, the coupling coefficient A, the intensities D and a of noise on the MFPT are discussed. It is found that the asymmetry parameter β, the non-Gaussian parameter r and the coupling coefficient A can induce phase transition. Moreover, the main findings are that the effect of self-existent parameters (D, α, and τ) of noise and cross-correlation parameters (A, 7-2) between noises on MFPT T^± is different. 展开更多
关键词 mean first-passage time asymmetric bistable system non-Gaussian noise Gaussian noise
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The mean first passage time of a three-level atomic optical bistable system subjected to noise
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作者 魏永刚 曾春华 +2 位作者 王华 李孔斋 胡建杭 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第6期233-238,共6页
The transient properties of a three-level atomic optical bistable system in the presence of multiplicative and additive noises are investigated. The explicit expressions of the mean first-passage time (MFPT) of the ... The transient properties of a three-level atomic optical bistable system in the presence of multiplicative and additive noises are investigated. The explicit expressions of the mean first-passage time (MFPT) of the transition from the high intracavity intensity state to the low one are obtained by numerical computations. The impacts of the intensities of the multiplicative noise DM and the additive noise DA, the intensity of correlation between two noises λ, and the intensity of the incident light y on the MFPT are discussed, respectively. Our results show: (i) for the case of no correlation between two noises (2, = 0.0), the increase in DM and DA can lead to an increase in the probability of the transition to the low intracavity intensity state, while the increase in y can lead to a retardation of the transition; and (ii) for the case of correlation between two noises (λ≠ 0.0), the increase in λ can cause an increase in the probability of the transition, and the increase in DA can cause a retardation of the transition firstly and then an increase in the probability of the transition, i.e., the noise-enhanced stability is observed for the case of correlation between two noises. 展开更多
关键词 additive noise multiplicative noise correlations between two noises mean first passage time
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Mean First Passage Time for System with Fluctuating Potential Barrier and Coupled Noise
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作者 LI Jing-Hui HAN Yin-Xia 《Communications in Theoretical Physics》 SCIE CAS CSCD 2007年第3期517-519,共3页
In this paper we study the mean first passage time (MFPT) over a fluctuation potential barrier driven by a coupled noise. It is shown that the MFPT over the fluctuation potential barrier displays resonant activation... In this paper we study the mean first passage time (MFPT) over a fluctuation potential barrier driven by a coupled noise. It is shown that the MFPT over the fluctuation potential barrier displays resonant activations as the function of the flipping rate of the fluctuation potential barrier, and as the function of the dichotomous noise transition rate. 展开更多
关键词 mean fist passage time resonant activation coupled noise
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Fuzzy Time Series Forecasting Based On K-Means Clustering 被引量:1
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作者 Zhiqiang Zhang Qiong Zhu 《Open Journal of Applied Sciences》 2012年第4期100-103,共4页
Many forecasting models based on the concepts of Fuzzy time series have been proposed in the past decades. These models have been widely applied to various problem domains, especially in dealing with forecasting probl... Many forecasting models based on the concepts of Fuzzy time series have been proposed in the past decades. These models have been widely applied to various problem domains, especially in dealing with forecasting problems in which historical data are linguistic values. In this paper, we present a new fuzzy time series forecasting model, which uses the historical data as the universe of discourse and uses the K-means clustering algorithm to cluster the universe of discourse, then adjust the clusters into intervals. The proposed method is applied for forecasting University enrollment of Alabama. It is shown that the proposed model achieves a significant improvement in forecasting accuracy as compared to other fuzzy time series forecasting models. 展开更多
关键词 FUZZY time SERIES FUZZY SETS K-meanS enrollments
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基于主成分分析的K-Means聚类算法在实时洪水预报中的应用 被引量:1
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作者 温娅惠 霍文博 刘龙庆 《水文》 北大核心 2025年第5期36-43,共8页
为更高效利用黄河源区宝贵水资源,挖掘更多历史洪水信息提高洪水预报精度,以龙羊峡水库入库站唐乃亥站洪水为研究对象,提出一种融合主成分分析与K-Means聚类的洪水分类及参数优化方法。基于1956—2023年长系列水文资料构建多维洪水特征... 为更高效利用黄河源区宝贵水资源,挖掘更多历史洪水信息提高洪水预报精度,以龙羊峡水库入库站唐乃亥站洪水为研究对象,提出一种融合主成分分析与K-Means聚类的洪水分类及参数优化方法。基于1956—2023年长系列水文资料构建多维洪水特征指标体系,通过主成分分析提取累积方差贡献率达90%以上的4个主成分,结合K-Means算法将77场历史洪水划分为短时缓涨型、均匀宽峰型和长时高峰型,并使用垂向混合产流模型和新安江模型对分类洪水进行模拟。结果表明:分类洪水模拟精度高于未分类洪水,率定期垂向混合产流模型洪峰、洪量精度分别提高1.45%、0.68%;新安江模型相应提升1.58%、0.34%。检验期分类参数使洪峰误差控制在10%以内,峰现时间合格率达100%,洪量误差最大降幅达12.78%。研究证实,融合主成分分析与K-Means聚类的洪水分类及参数优化方法可显著提升模型预报精度,为黄河流域防洪安全与水资源高效利用提供科学支撑。 展开更多
关键词 黄河源区 主成分分析 K-means聚类方法 实时预报 特征指标
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南华北盆地科学实验场隐伏断裂系统Mini Batch K-means聚类研究
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作者 许军 李丛 +6 位作者 张栋 张垚垚 袁青松 董果果 张馨元 瓮纪昌 刘炎昊 《地球物理学进展》 北大核心 2025年第5期2014-2027,共14页
南华北盆地西北缘主力层段山西组—太原组发育多期次断裂.该区非均质性较强、裂隙形成机制复杂、小尺度隐伏断裂比较发育,利用常规预测手段获得的小尺度裂缝边界特征模糊,精度较低,严重制约了深部煤系气的开发进程.因此,亟需寻找一种适... 南华北盆地西北缘主力层段山西组—太原组发育多期次断裂.该区非均质性较强、裂隙形成机制复杂、小尺度隐伏断裂比较发育,利用常规预测手段获得的小尺度裂缝边界特征模糊,精度较低,严重制约了深部煤系气的开发进程.因此,亟需寻找一种适合于研究区的隐伏构造预测方法.本文以JF1井区为例,提出融合灰度共生矩阵的纹理分析和Mini Batch K-means深度聚类的隐伏断裂识别方法.首先,本文采用时变分频反褶积技术进行了拓频处理,获取了宽频带的叠后地震数据.然后,通过优化三维滑动窗口尺度和灰度级数,在滑动窗口按照指定的真倾角和方位角生成灰度共生矩阵,分别提取熵、差异性、均一性及能量的纹理特征.将基于真倾角、方位角约束的纹理属性作为样本数据,设定Mini Batch K-means初始聚类中心,优化小批量数据子集,建立适合JF1井区的Mini Batch Kmeans深度学习模型.最后,基于智能蚁群算法优选裂缝优势路径,结合连续裂缝网格的粗化网格,构建小尺度连续缝网模型,可以获得局部隐伏断裂系统的连通性规律.结果表明,小批量、分批次的Mini Batch Kmeans算法对隐伏断裂系统分析具有重要作用.Mini Batch K-means深度学习模型和小尺度连通性预测方法对南华北盆地JF1井区隐伏断裂发育区的预测具有较好的应用效果. 展开更多
关键词 Mini Batch K-means 时变分频反褶积 灰度共生矩阵 连通性 隐伏断裂系统
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法治营商环境评价与时空演化分析——基于K-Means与DTW时间序列聚类的实证研究
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作者 高金来 卢涛 《科技促进发展》 2025年第4期291-300,共10页
优化法治化营商环境已成为提升城市治理效能的重要抓手。本研究基于2008~2023年我国城市数据,构建了涵盖信息公开、司法服务与处罚信息的评价体系,运用熵权法测算了法治营商环境得分,并结合K-Means与DTW聚类方法识别了城市演化路径。研... 优化法治化营商环境已成为提升城市治理效能的重要抓手。本研究基于2008~2023年我国城市数据,构建了涵盖信息公开、司法服务与处罚信息的评价体系,运用熵权法测算了法治营商环境得分,并结合K-Means与DTW聚类方法识别了城市演化路径。研究表明:全国法治环境整体改善,但区域差异显著;城市法治营商环境则呈现出3种不同发展类型。据此,本研究提出了因城施策、区域协同与数据治理等优化建议。 展开更多
关键词 法治营商环境 K-meanS聚类 DTW聚类 动态演化
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基于时空对齐的K-means步态聚类特征提取方法研究
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作者 赵喜玲 吴娟 《信息化研究》 2025年第6期42-45,共4页
原始步态数据普遍存在时间长度异构与空间尺度异构问题,传统动态时间规整(DTW)等方法抗惯性测量单元(IMU)噪声能力弱,难以适配信息化场景,致使K-means聚类簇内混杂率偏高。为解决该问题,本文提出创新方案:设计“数据清洗-空间对齐-时间... 原始步态数据普遍存在时间长度异构与空间尺度异构问题,传统动态时间规整(DTW)等方法抗惯性测量单元(IMU)噪声能力弱,难以适配信息化场景,致使K-means聚类簇内混杂率偏高。为解决该问题,本文提出创新方案:设计“数据清洗-空间对齐-时间对齐”三步预处理流程,提取时间统计动态特征、空间几何形态特征及时空耦合特征,再从初始质心(K-means++)、K值选择(肘部法+轮廓系数+CH指数)、距离计算(PCA降维+加权欧氏距离)及异常值抑制(迭代加权)四方面优化K-means算法。实验验证表明,本文方法聚类纯度达87.8%、簇内混杂率仅8.3%,聚类耗时≤100 ms,满足康复医疗信息化平台实时传输需求;消融实验证实,时间对齐模块可使纯度提升≥8%,空间对齐可使纯度提升≥11%。该方法有效突破传统技术瓶颈,可为步态评估提供可靠技术支持。 展开更多
关键词 时空对齐 K-meanS聚类 步态识别 特征提取 动态时间规整
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K-means++和WKNN自适应指纹算法在井下定位系统中的应用研究 被引量:6
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作者 刘夏 莫树培 +1 位作者 罗浩 陈明 《计算机应用与软件》 北大核心 2020年第6期88-94,共7页
针对煤矿井下人员定位系统的定位精度不高,提出一种基于K-means++和动态WKNN的自适应指纹定位算法。采样点通过自制无线终端扫描各个AP节点获得RSSI值,将其传送到服务器建立离线原始数据库,当建库完成再利用K-means++算法对所有采样点... 针对煤矿井下人员定位系统的定位精度不高,提出一种基于K-means++和动态WKNN的自适应指纹定位算法。采样点通过自制无线终端扫描各个AP节点获得RSSI值,将其传送到服务器建立离线原始数据库,当建库完成再利用K-means++算法对所有采样点进行聚类生成离线指纹数据库。目标点通过无线终端接收RSSI值,并发送到实时定位数据库中,通过动态WKNN改进算法和离线指纹数据库估算出目标点物理位置坐标,最终生成人员轨迹数据库。实验结果表明,该指纹定位算法能自适应井下强时变性环境,系统定位精度得到提升,平均定位误差为1.67 m。 展开更多
关键词 井下实时定位系统 指纹定位 K-means++ 实时补偿 加权K近邻算法
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基于K-means聚类算法的公交运营时段分析 被引量:19
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作者 沈吟东 张仝辉 徐甲 《交通运输系统工程与信息》 EI CSCD 北大核心 2014年第2期87-93,共7页
公交车辆在高低峰等不同时段的运营时间差异较大,因此,只有对各时段的运营时间分别加以分析才能准确掌握运营时间规律,这对提高公交运营方案的准点率具有重要影响,是公交运营分析和优化调度等工作的不可或缺的重要基础.目前我国公交时... 公交车辆在高低峰等不同时段的运营时间差异较大,因此,只有对各时段的运营时间分别加以分析才能准确掌握运营时间规律,这对提高公交运营方案的准点率具有重要影响,是公交运营分析和优化调度等工作的不可或缺的重要基础.目前我国公交时段划分主要依据人工经验,简单且粗糙.本文基于大量GPS运营数据,创新性地将K-means聚类算法应用于运营时段划分,并结合公交样本数据特点,提出一种改进的K-means聚类算法,其中改进了传统的初始簇中心选择方法,并设计了利用三角形不等式减少不必要的距离计算和基于模糊聚类思想的簇中心更新算法.十堰市和海口市公交的案例分析表明,本文的K-means聚类方法可行,改进算法的计算效率更高,划分的时段与实际调研分析结果更加吻合. 展开更多
关键词 智能公交 时段划分 K-meanS聚类算法 运营分析 数据挖掘
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