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基于改进SIFT-Harris的图像配准算法
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作者 尚明姝 王克朝 高玉宝 《计量学报》 北大核心 2026年第1期57-62,共6页
针对现有Harris与尺度空间结合算法存在复杂度高、准确度低、实时性差的问题,提出一种改进算法。建立尺度不变特征转换(SIFT)图像金字塔,在其上检测Harris特征点,以32维向量作为特征描述符。利用向量相似性匹配特征点。改进了经典K-mean... 针对现有Harris与尺度空间结合算法存在复杂度高、准确度低、实时性差的问题,提出一种改进算法。建立尺度不变特征转换(SIFT)图像金字塔,在其上检测Harris特征点,以32维向量作为特征描述符。利用向量相似性匹配特征点。改进了经典K-means算法,不设固定初始值,以距离大、相关性小的候选初始类中心点为初始类中心点,特征点归入距离最小类中。从2幅图像的各类特征点中随机抽取3对匹配点,组成一对三角形,利用三角形相似性进一步筛选匹配点。令改进的RANSAC算法根据匹配点误差距离,分别为所有的匹配点赋值,令所有的匹配点共同评估变换模型,选出最优解。实验结果表明,该算法比SIFT算法、Harris算法提取的特征点减少了约22%,匹配正确率提高了约13%,运算时间减少了约4.7%。 展开更多
关键词 光学计量 图像配准 角点检测 尺度空间 K-means RANSAC
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基于隐含特征和SIFT方法的SAR图像多尺度配准
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作者 蒙倩颜 闫立誉 +1 位作者 叶俊明 邓云逸 《现代电子技术》 北大核心 2026年第1期54-58,共5页
为改善SAR图像配准过程中特征点分布不均、匹配质量不足等问题,文中提出基于隐含特征和SIFT方法的SAR图像多尺度配准方法。该方法对SAR图像进行极化分解后,使用过Wishart分布方式描述SAR图像相干矩阵梯度,再使用分辨单元1到2方式对SAR图... 为改善SAR图像配准过程中特征点分布不均、匹配质量不足等问题,文中提出基于隐含特征和SIFT方法的SAR图像多尺度配准方法。该方法对SAR图像进行极化分解后,使用过Wishart分布方式描述SAR图像相干矩阵梯度,再使用分辨单元1到2方式对SAR图像Wishart梯度进行描述,得到单级化SAR图像比值梯度,该比值梯度为SAR图像隐含特征,同时使用SIFT方法建立SAR多尺度空间,在该多尺度空间内生成SAR图像的降采样图像,在该降采样图像的基础上,计算单级化SAR图像比值梯度,依据SAR图像隐含特征确定SAR图像特征极值点和特征点主方向后,生成均匀的SAR图像多尺度配准特征描述向量,再通过欧氏距离来描述SAR图像多尺度配准特征描述向量之间的距离,实现SAR图像多尺度配准。实验结果表明:该方法提取SAR图像隐含特征能力较强,可在SAR图像存在缩放和旋转的情况下高质量实现多尺度配准,应用性较好。 展开更多
关键词 隐含特征 sift方法 SAR图像 多尺度配准 极化分解 Wishart梯度 特征极值点 描述向量
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融合SIFT特征转换与SVM智能模型的图像分类研究
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作者 刘琳 周玉升 《电子设计工程》 2026年第4期98-102,108,共6页
针对监控视频清晰度不高导致图像分类难度较大的问题,文中利用改进尺度不变特征转换进行摄像头干扰检测,并利用改进支持向量机进行监控视频质量评价,提出了一种基于尺度不变特征转换和支持向量机的图像分类模型。公共图像数据库中的试... 针对监控视频清晰度不高导致图像分类难度较大的问题,文中利用改进尺度不变特征转换进行摄像头干扰检测,并利用改进支持向量机进行监控视频质量评价,提出了一种基于尺度不变特征转换和支持向量机的图像分类模型。公共图像数据库中的试验结果表明,所提图像分类模型的特征提取和转换效果较好,特征点分散且清晰。在发生遮挡、转动和光线变化三种干扰时,图像特征值差值分别为2.0、1.4和0.15。所提改进半监督式支持向量机算法的图像分类评价精度为90%,较改进前提升7%。试验结果验证了所提模型的图像分析性能,有助于提高监控系统的效率和准确性,为各领域提供更准确和可靠的视觉数据支撑。 展开更多
关键词 尺度不变 支持向量机 半监督式 图像分类 干扰因素
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Independent sampling and padding for Rayleigh-Sommerfeld diffraction based on scaled convolution approach
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作者 YANG Chen FU Xi-hong +1 位作者 FU Xin-peng BAYANHESHIG 《中国光学(中英文)》 北大核心 2026年第2期367-381,共15页
We propose a novel fast numerical calculation method for the Rayleigh-Sommerfeld diffraction integral,which is developed based on the existing scaled convolution method.This approach enables fast cal-culations for gen... We propose a novel fast numerical calculation method for the Rayleigh-Sommerfeld diffraction integral,which is developed based on the existing scaled convolution method.This approach enables fast cal-culations for general cases of off-axis scenarios where the sampling intervals and numbers of the input and observation planes are unequal.Additionally,it allows for arbitrary adjustment of the sampling interval of the impulse response function,facilitating a manual trade-off between computational load and accuracy.The er-rors associated with this method,which is equivalent to interpolation,primarily arise from the discontinuities of the sampling matrix of the impulse response function on its boundaries of periodic extension.To address this issue,we propose the concept of the padding function and its construction method,and evaluate its ef-fectiveness in enhancing computational accuracy.The feasibility of the proposed method is verified by nu-merical simulation and compared with the direct integration DI-method in a simplified scenario.It shows that the proposed method has good computational accuracy for the general case where the sampling interval of the input and observation plane is not equal under non-near-field diffraction,and when the diffraction distance is large,although the computational accuracy of the proposed method cannot exceed that of the DI-method,the computational amount can be significantly reduced with almost no effect on the computational accuracy.This method provides a general numerical calculation scheme of diffraction in the non-near field case for areas such as computational holography. 展开更多
关键词 Rayleigh-Sommerfeld diffraction scaled convolution padding function
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Developing and Assessing the Reliability–Validity of the Chinese Arbitrator Competency Scale
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作者 Jiang Jindong Wei Ping 《Contemporary Social Sciences》 2026年第1期123-139,共17页
Arbitration is a key non-litigation commercial mechanism for the resolution of disputes, and the quality and credibility of its awards depend largely on the competency of the arbitrators. However, the selection and ev... Arbitration is a key non-litigation commercial mechanism for the resolution of disputes, and the quality and credibility of its awards depend largely on the competency of the arbitrators. However, the selection and evaluation systems for arbitrators in China have long faced challenges such as the vague criteria for competency and an unclear professionalization path for arbitrators. To address these issues, this study is grounded in the context of actual Chinese arbitration practice and based on the competency iceberg model. Through a methodological approach encompassing literature reviews, behavioral event interviews, expert revisions, and questionnaire surveys, a Chinese Arbitrator Competency Scale was developed and validated in this study. Examination of the findings indicated that the scale needed to consist of five dimensions—communication and coordination, cognitive skills, ethical conduct, work motivation, and personality traits—and possess a total of 28 specific indicators. Confirmatory analysis of the factors demonstrates a good fit for the five-dimensional model, with each of the dimensions exhibiting high reliability and validity. This scale is innovative in integrating the competency elements with Chinese characteristics, such as commercial acumen, crosscultural mediation skills, and adaptability to the local rule of law. This research not only enriches the competency theory in regard to the field of human resource management but also provides a scientific framework of standards and measurement tools for the selection, training, and evaluation of arbitrators. It thus has significant practical value for enhancing the professionalism and international competitiveness of China's arbitration system. 展开更多
关键词 arbitrators competency scale scale development reliability-validity assessment
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Questions and answers regarding fair use of translated scales
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《International Journal of Nursing Sciences》 2026年第1期76-76,共1页
问:如果想翻译国外作者研制的量表,需要得到其授权吗?答:翻译国外作者研制的量表,必须得到源量表作者的书面授权。问:如果在研究中计划使用中国作者翻译的量表,需要获得授权吗?答:应同时获得源量表作者和翻译量表作者的书面许可使用授... 问:如果想翻译国外作者研制的量表,需要得到其授权吗?答:翻译国外作者研制的量表,必须得到源量表作者的书面授权。问:如果在研究中计划使用中国作者翻译的量表,需要获得授权吗?答:应同时获得源量表作者和翻译量表作者的书面许可使用授权文件。 展开更多
关键词 fair use translated scales
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Efficient lactic acid production from sweet sorghum juice using Lactococcus lactis IO-1:Optimization and scale-up with low-cost nitrogen sources
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作者 Chalida Daengbussadee Lakkana Laopaiboon +4 位作者 Khanittha Fiala Thanawat Thanapornsin Ampawun Meesubmun Niphaphat Phukoetphim Pattana Laopaiboon 《Carbon Resources Conversion》 2026年第2期1-11,共11页
Among the low-cost nitrogen sources(dry spent yeast or DSY,rice bran,and soybean meal),DSY was identified as the most suitable supplement for lactic acid fermentation from sweet sorghum juice by Lactococcus lactis IO-... Among the low-cost nitrogen sources(dry spent yeast or DSY,rice bran,and soybean meal),DSY was identified as the most suitable supplement for lactic acid fermentation from sweet sorghum juice by Lactococcus lactis IO-1.However,lactic acid concentration(PL)using DSY was~22%lower than the control nitrogen source,yeast extract(YE).Statistical analysis using YE as a control nitrogen source revealed optimal conditions of 74.70 g/L of initial sugar and 15.20 g/L of YE,achieving a PL of 71.95 g/L and a 91.63%sugar consumption(SC).When DSY(22.61 g/L)containing an equivalent nitrogen content to the optimal YE was tested,PL and SC decreased to 55.13 g/L and 72.33%,respectively.Increasing DSY to 33.92 g/L(1.5 times)improved lactic acid productivity(QL)by~31%but did not enhance PL or SC.However,supplementing 33.92 g/L of DSY with 7.60 g/L of YE enhanced lactic acid production by~19-53%,achieving a PL of 70.11 g/L,SC of 92.33%,QL of 2.34 g/L⋅h,with a high lactic acid yield(YL/S),1.02 g/g.Scale-up fermentation in a 7.5-L fermenter demonstrated comparable results to those using 15.20 g/L of YE alone.These findings demonstrate that sweet sorghum juice supplemented with DSY and reduced YE is a promising medium for efficient lactic acid production,offering significant cost reduction potential for industrial applications while maintaining high productivity and yield. 展开更多
关键词 Dry spent yeast L-lactic acid Lactococcus lactis scale up Sweet sorghum
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Assessing Flourishing in a Collectivist Context:Psychometric Evaluation of the Flourishing Scale in Chinese Middle School Students
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作者 Baijun Chen Song Gui +2 位作者 Yujing Xie Lijun Ma Can Jiao 《International Journal of Mental Health Promotion》 2026年第3期72-81,共10页
Objectives:Flourishing,a central concept in positive psychology,encompasses multifaceted dimensions such as meaning,positive relationships,and engagement.Despite growing research interest,empirical studies focusing sp... Objectives:Flourishing,a central concept in positive psychology,encompasses multifaceted dimensions such as meaning,positive relationships,and engagement.Despite growing research interest,empirical studies focusing specifically on the flourishing of middle school students remain scarce.Given the critical need to promote flourishing among Chinese middle school students,the study aimed to adapt Diener’s Flourishing Scale for Chinese middle school students,examine its psychometric properties,and establish its measurement invariance across gender and time within this population.Methods:Participants were recruited from secondary schools in two Chinese provinces.The Chinese versions of the Flourishing Scale(CFS),along with the Index of Well-being(IWB)and the Satisfaction with Life Scale(SWLS),were employed.Data collection occurred in three phases,the first two for exploratory factor analysis(EFA)and confirmatory factor analysis(CFA),respectively,and the last one for testing longitudinal measurement invariance and gender measurement invariance.Results:The CFS demonstrated excellent discrimination and consistency with Diener’s original model.Significant positive correlations emerged between the CFS scores and well-being(r=0.75,p<0.01)as well as life satisfaction(r=0.74,p<0.01).Cronbach’sαwas 0.948,and the Pearson correlation coefficient(PCC)for test-retest reliability was 0.85(p<0.01).The CFS demonstrated strict measurement invariance across both gender and time.Conclusion:The CFS demonstrates robust psychometric properties—including structural validity,reliability,and measurement invariance—for its application among Chinese middle school students. 展开更多
关键词 Flourishing scale Chinese middle school students psychometric properties positive psychology
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Decoding China’s urban transformation:Multiscale analysis of urban spatial structures and their influencing factors(2007-2023)
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作者 Yan Wang Kai Liu 《Chinese Journal of Population,Resources and Environment》 2026年第1期54-66,共13页
Investigating urban spatial structures(USSs)and their influencing factors at different spatial scales is crucial for promoting sustainable urban transformation.Based on nighttime light datasets and the Herfindahl-Hirs... Investigating urban spatial structures(USSs)and their influencing factors at different spatial scales is crucial for promoting sustainable urban transformation.Based on nighttime light datasets and the Herfindahl-Hirschman index(HHI),this study analyzes USS characteristics in China from 2007 to 2023 on two spatial scales-prefecture-level cities and urban agglomerations.It also explores structural influencing factors,including the economy,infrastructure,society,and government intervention.We find that:(1)HHI values for both cities and urban agglomerations exhibit a decreasing trend,indicating a USS for both that is evolving toward polycentricity;(2)economic development promotes a polycentric structure at both spatial scales,whereas government intervention drives a monocentric structure;and(3)postal and communication infrastructure have conflicting effects on USSs,encouraging a monocentric structure at the city scale but fostering polycentricity at the urban agglomeration scale. 展开更多
关键词 Urban spatial structure Nighttime light datasets Herfindahl-Hirschman index Different spatial scales
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A Scale Separation Hybrid Predictive Model and Its Application to Predict Summer Monthly Precipitation in Northeast China
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作者 Lei YU Aihui WANG Changzheng LIU 《Advances in Atmospheric Sciences》 2026年第3期504-528,共25页
Northeast China serves as an important crop production region.Accurately forecasting summer precipitation in Northeast China(NEC-PR)has been a challenge due to its wide range of time scales influenced by varying clima... Northeast China serves as an important crop production region.Accurately forecasting summer precipitation in Northeast China(NEC-PR)has been a challenge due to its wide range of time scales influenced by varying climatic conditions.This study presents a scale separation hybrid statistical model with recurrent neural network(SS-RNN)to predict the summer monthly NEC-PR.The SS-RNN model decomposes the multiple scales of the NEC-PR into several spatiotemporal intrinsic mode functions covering annual to decadal time scales.This strategy provides a way to derive appropriate predictors and establish predictive models for the primary spatial modes of the NEC-PR at various time scales.Our results demonstrate substantial improvements by the SS-RNN model in predicting the summer monthly NEC-PR as compared with dynamic models,particularly in predicting the spatial pattern of the NEC-PR.In this paper we take August,the month of the highest NEC-PR,to assess our model skill.Independent forecasts of the August NEC-PR over the period 2021–24 achieve significant spatial anomaly correlation coefficients,reaching a maximum value of 0.83.Additional verifications by station observations show that the model hits most station anomalies,achieving a mean predictive skill score of 90. 展开更多
关键词 Northeast China precipitation scale separation approach statistical predictive model recurrent neural network predictive model
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Multi-Timescale Coordinated Optimal Dispatch of Active Distribution Networks Incorporating Thermal Storage Electric Heating Clusters
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作者 Song Zhang Yang Yu +1 位作者 Shuguang Li Xue Li 《Energy Engineering》 2026年第3期459-480,共22页
Thermal storage electric heating(TSEH),as a prevalent variable load resource,offers significant potential for enhancing system flexibility when aggregated into a cluster.To address the uncertainties of renewable energ... Thermal storage electric heating(TSEH),as a prevalent variable load resource,offers significant potential for enhancing system flexibility when aggregated into a cluster.To address the uncertainties of renewable energy and load forecasting in active distribution networks(ADN),this paper proposes a multi-timescale coordinated optimal dispatch strategy that incorporates TSEH clusters.It utilizes the thermal storage characteristics and short-term regulation capabilities of TSEH,along with the rapid and gradual response characteristics of resources in active distribution grids,to develop a coordinated optimization dispatch mechanism for day-ahead,intraday,and real-time stages.It provides a coordinated optimized dispatch technique across several timescales for active distribution grids,taking into account the integration of TSEH clusters.The proposed method is validated on a modified IEEE 33-node system.Simulation results demonstrate that the participation of TSEH in collaborative optimization significantly reduces the total system operating cost by 8.71%compared to the scenario without TSEH.This cost reduction is attributed to a 10.84%decrease in interaction costs with the main grid and a 47.41%reduction in network loss costs,validating effective peak shaving and valley filling.The multi-timescale framework further enhances economic efficiency,with overall operating costs progressively decreasing by 3.91%(intraday)and 4.59%(real-time),and interaction costs further reduced by 5.34%and 9.25%,respectively.Moreover,the approach enhances system stability by effectively suppressing node voltage fluctuations and ensuring all voltages remain within safe operating limits during real-time operation.Therefore,the proposed approach achieves rational coordination of diverse resources,significantly improving the economic efficiency and stability of ADNs. 展开更多
关键词 Active distribution network thermal storage electric heating distributed energy resources rolling optimization multiple time scales
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The Interaction Mechanism Between Urban Scale Hierarchy and Urban Networks in China:An Analysis Based on A Spatial Simultaneous Equation Model
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作者 ZHOU Ying ZHENG Wensheng WANG Xiaofang 《Chinese Geographical Science》 2026年第1期19-33,共15页
Owing to intensified globalization and informatization,the structures of the urban scale hierarchy and urban networks between cities have become increasingly intertwined,resulting in different spatial effects.Therefor... Owing to intensified globalization and informatization,the structures of the urban scale hierarchy and urban networks between cities have become increasingly intertwined,resulting in different spatial effects.Therefore,this paper analyzes the spatial interaction between urban scale hierarchy and urban networks in China from 2019 to 2023,drawing on Baidu migration data and employing a spatial simultaneous equation model.The results reveal a significant positive spatial correlation between cities with higher hierarchy and those with greater network centrality.Within a static framework,we identify a positive interaction between urban scale hierarchy and urban network centrality,while their spatial cross-effects manifest as negative neighborhood interactions based on geographical distance and positive cross-scale interactions shaped by network connections.Within a dynamic framework,changes in urban scale hierarchy and urban networks are mutually reinforcing,thereby widening disparities within the urban hierarchy.Furthermore,an increase in a city’s network centrality had a dampening effect on the population growth of neighboring cities and network-connected cities.This study enhances understanding of the spatial organisation of urban systems and offers insights for coordinated regional development. 展开更多
关键词 urban scale hierarchy urban networks spatial interaction spatial spillover effect Baidu migration data spatial simultaneous equation model China
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Uniform wafer-scale MOCVD homoepitaxy of β-Ga_(2)O_(3)on 2-inch(010)substrates
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作者 Xuanze Zhou Haozhong Wu +7 位作者 Yuanjie Ding Ziyuan Wang Zhiyu Zhou Ning Xia Song Zhang Guangwei Xu Hui Zhang Shibing Long 《Chinese Physics B》 2026年第1期576-580,共5页
The(010)orientation ofβ-Ga_(2)O_(3)is a highly promising platform for next-generation lateral power electronics due to its superior theoretical transport properties.However,progress has been impeded by the unavailabi... The(010)orientation ofβ-Ga_(2)O_(3)is a highly promising platform for next-generation lateral power electronics due to its superior theoretical transport properties.However,progress has been impeded by the unavailability of large-area substrates,limiting studies to small-scale samples.Leveraging the recent emergence of 2-inch wafers,we report the first demonstration of homoepitaxial growth on a 2-inch,Fe-doped semi-insulating(010)β-Ga_(2)O_(3)substrate by metal-organic chemical vapor deposition(MOCVD).A systematic,wafer-scale characterization reveals the successful growth of a highquality epitaxial film.High-resolution x-ray diffraction shows an excellent crystalline structure,with a rocking curve full-width ranging from 21.0 arcsec to 103.0 arcsec.Atomic force microscopy confirms an atomically smooth surface with a root-mean-square roughness below 1.53 nm,displaying a distinct step-flow growth mode across the wafer.Furthermore,mercury-probe capacitance-voltage mapping indicates a well-controlled carrier concentration of~2×10~(18)cm~(-3)with a RSD of 5.12%.This work provides the first comprehensive assessment of 2-inch(010)Ga_(2)O_(3)epitaxial wafers,validating a critical material platform for the development and future manufacturing of high-performance power devices. 展开更多
关键词 β-Ga_(2)O_(3) metal-organic chemical vapor deposition(MOCVD) wafer scale UNIFORMITY
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Complex τ Electric Dipole Moment from GeV-Scale New Physics
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作者 Zhong-Lv Huang Xin-Yu Du +2 位作者 Xiao-Gang He Chia-Wei Liu Zi-Yue Zou 《Chinese Physics Letters》 2026年第3期28-33,共6页
Among the charged leptons,theτelectric dipole moment dτis the least constrained.We show that the Im[d_(τ)]imposes strong constraints on new physics that have yet to be discussed.Motivated in particular by the Super... Among the charged leptons,theτelectric dipole moment dτis the least constrained.We show that the Im[d_(τ)]imposes strong constraints on new physics that have yet to be discussed.Motivated in particular by the Super Tau-Charm Facility(STCF),which will provide a uniquely clean environment for precisionτ-physics,we study the momentum-transfer dependence of d_(τ)(q^(2))and compare the projected sensitivities of STCF and BelleⅡ.Our analysis shows that an axion-like coupling of the τ lepton can induce sizable real and imaginary components of the EDM.The predicted EDM values may approach the present experimental sensitivities,making them accessible to future measurements at Belle II and the STCF. 展开更多
关键词 momentum transfer dependence axion coupling new physics experimental sensitivities super tau charm facility LEPTON charged leptonsthe electric dipole moment gev scale new physics
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基于混合t-t Location-scale分布的风电功率波动特性研究
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作者 徐凯 熊国江 《电气工程学报》 北大核心 2026年第1期412-422,共11页
风电功率波动的随机性和不确定性是限制风能消纳的主要原因之一,风电功率的波动会影响风电功率的准确预测。定量描述风电功率的波动特性成为解决这些问题的关键。从风电功率波动“尖峰厚尾”的特征出发,将t分布与t Location-scale分布... 风电功率波动的随机性和不确定性是限制风能消纳的主要原因之一,风电功率的波动会影响风电功率的准确预测。定量描述风电功率的波动特性成为解决这些问题的关键。从风电功率波动“尖峰厚尾”的特征出发,将t分布与t Location-scale分布两者的优势结合,提出混合t-t Location-scale分布。为了避免以往方法参数估计精度不足的问题,引入一种智能优化算法——正余弦优化算法,来进行分布模型的参数估计。将所提模型与正态分布、混合t Location-scale分布等5种模型进行对比,并从15 min、30 min和45 min 3个滑动平均时段长度验证了模型的适用性。通过我国西北地区3个风电场的历史数据进行仿真试验,对比3个评价指标,发现所提模型对风电功率波动具有很好的拟合性能。 展开更多
关键词 混合t-t Location-scale分布 风电功率波动 正余弦优化算法 滑动平均法 时间尺度
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ScaleMamba-YOLO:基于MambaYOLO的多尺度医学目标检测模型
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作者 覃晓 钱泉梅 《南宁师范大学学报(自然科学版)》 2026年第2期63-75,共13页
针对MambaYOLO在医学影像分析中存在的多尺度适应性不足(病灶尺寸差异大导致固定感受野效果受限)和背景干扰敏感(正常组织噪声影响检测)2个关键问题,本研究提出了一种基于MambaYOLO的多尺度医学目标检测模型ScaleMamba-YOLO。首先,针对... 针对MambaYOLO在医学影像分析中存在的多尺度适应性不足(病灶尺寸差异大导致固定感受野效果受限)和背景干扰敏感(正常组织噪声影响检测)2个关键问题,本研究提出了一种基于MambaYOLO的多尺度医学目标检测模型ScaleMamba-YOLO。首先,针对尺度特征捕捉不足的问题,设计了医学多尺度局部特征增强模块(Medical Multi-scale Local Feature Enhancement Block),通过异构卷积核并行架构实现病理特征的全尺度覆盖,实现了对微小病灶和弥散性大病灶的协同检测。其次,为了减少背景噪声放大,提出特征聚合提取模块(Partial-enhanced C2F),采用部分卷积技术选择性保留关键特征通道,有效抑制了医学影像中正常组织区域的背景干扰。最后,为了验证模型的有效性,在Br35H(脑部MRI肿瘤)和PLoPy(结肠镜息肉)两个典型的公开医学数据集上进行了测试。实验结果表明,ScaleMamba-YOLO模型的平均精度均值(AP)分别达到72.7%和85.7%,相较于基线MambaYOLO模型,AP分别提升了2.2个百分点和1.7个百分点。这表明ScaleMamba-YOLO模型能有效克服多尺度适应性不足和背景干扰问题,可以显著提升模型对不同尺寸医学病灶的检测精度。 展开更多
关键词 Mamba MambaYOLO 多尺度特征融合 局部特征增强 医学影像分析
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基于导向滤波和改进SIFT的干散货码头堆场料堆特征点提取与匹配 被引量:1
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作者 张艳伟 邹东升 +1 位作者 庞利宝 钮为轩 《中国工程机械学报》 北大核心 2025年第5期834-838,844,共6页
为了实现自动化干散货码头堆场料堆体积的高精度测量,料堆三维重建的准确度和可靠性至关重要。针对干散货码头堆场复杂场景特征点提取数量少、匹配率低等问题,提出了一种基于导向滤波算法和尺度不变特征变换(SIFT)算法的联合算法。其中... 为了实现自动化干散货码头堆场料堆体积的高精度测量,料堆三维重建的准确度和可靠性至关重要。针对干散货码头堆场复杂场景特征点提取数量少、匹配率低等问题,提出了一种基于导向滤波算法和尺度不变特征变换(SIFT)算法的联合算法。其中,使用导向滤波算法来进行堆场料堆图像增强和降噪;改进尺度不变特征变换(SIFT)算法流程,使用层次聚类优化特征匹配算法,消除ratio值的影响,实现堆场料堆特征点的精确匹配。结果表明:基于导向滤波的图像预处理算法有效提高了提取的特征点质量,相较于传统图像增强方法,有效匹配对的占比提升了1.59%;改进后的SIFT匹配算法无需反复整定ratio,其最优结果与传统匹配算法相当;联合算法相较于传统算法,在特征点匹配对数量上增加了11.3%,在港口环境中显示出更高的有效性。 展开更多
关键词 干散货码头堆场 体积测量 导向滤波 聚类 尺度不变特征变换(sift)
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Target classification using SIFT sequence scale invariants 被引量:5
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作者 Xufeng Zhu Caiwen Ma +1 位作者 Bo Liu Xiaoqian Cao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第5期633-639,共7页
On the basis of scale invariant feature transform(SIFT) descriptors,a novel kind of local invariants based on SIFT sequence scale(SIFT-SS) is proposed and applied to target classification.First of all,the merits o... On the basis of scale invariant feature transform(SIFT) descriptors,a novel kind of local invariants based on SIFT sequence scale(SIFT-SS) is proposed and applied to target classification.First of all,the merits of using an SIFT algorithm for target classification are discussed.Secondly,the scales of SIFT descriptors are sorted by descending as SIFT-SS,which is sent to a support vector machine(SVM) with radial based function(RBF) kernel in order to train SVM classifier,which will be used for achieving target classification.Experimental results indicate that the SIFT-SS algorithm is efficient for target classification and can obtain a higher recognition rate than affine moment invariants(AMI) and multi-scale auto-convolution(MSA) in some complex situations,such as the situation with the existence of noises and occlusions.Moreover,the computational time of SIFT-SS is shorter than MSA and longer than AMI. 展开更多
关键词 target classification scale invariant feature transform descriptors sequence scale support vector machine
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基于改进SIFT算法的田间作物根系图像拼接方法研究 被引量:1
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作者 向梓薇 王韵博 颜小飞 《作物学报》 北大核心 2025年第7期1861-1873,共13页
获取根系信息对研究作物养分吸收和水分利用效率具有重要意义。目前常用的微根管方法虽然能够获取根系图像,但难以将分散拍摄的局部根系图像整合为连续的根系分布图,限制了根系表型特征的连续提取和定量分析。因此,本文基于课题组自主... 获取根系信息对研究作物养分吸收和水分利用效率具有重要意义。目前常用的微根管方法虽然能够获取根系图像,但难以将分散拍摄的局部根系图像整合为连续的根系分布图,限制了根系表型特征的连续提取和定量分析。因此,本文基于课题组自主研制的根系图像自动监测管道机器人,提出了一种高效、快速的根系图像拼接方法,实现对根系全景图像的构建。首先,利用机器人系统自动采集根系图像,并采用Gamma校正和CLAHE算法增强图像的亮度和局部对比度;然后基于改进SIFT算法设置重叠区域边界,并利用自适应阈值筛选高响应特征点,同时引入PCA降维方法降低计算复杂度;最后,使用多波段融合技术实现无缝拼接。试验选取3组玉米不同生长阶段的根系图像,并将改进SIFT算法与传统特征提取算法(ORB、SURF、SIFT)进行对比。结果显示,预处理图像的平均对比度和平均信息熵分别提升19%和15%;改进SIFT算法的正确匹配率较ORB、SURF、SIFT算法分别提升91.7%、35.9%和24.3%,平均时间效率提升1.12倍、11.57倍和1.11倍。此外,为验证本文所提方法的稳定性和鲁棒性,设置了5组不同放缩比例的尺度变换试验。结果表明,改进SIFT算法在平均重叠面积和百分比2项指标上均达到最高值。综上,该方法应用于根系图像自动监测管道机器人系统中,可高效拼接根系图像,为后续根系表型分析奠定基础。 展开更多
关键词 图像拼接 sift算法 特征提取 特征匹配 管道机器人
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VR中基于改进SIFT特征匹配的手势检测与跟踪 被引量:1
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作者 苏琳 邹静 许媚 《南京师大学报(自然科学版)》 北大核心 2025年第2期83-90,共8页
随着虚拟现实(virtual reality,VR)技术的迅猛发展,对自然人机交互的需求日益增长,其中手势识别技术扮演着至关重要的角色.它不仅要求高度的准确性,还必须保证实时响应,以确保用户能够获得流畅的交互体验.本研究提出了一种创新的手势检... 随着虚拟现实(virtual reality,VR)技术的迅猛发展,对自然人机交互的需求日益增长,其中手势识别技术扮演着至关重要的角色.它不仅要求高度的准确性,还必须保证实时响应,以确保用户能够获得流畅的交互体验.本研究提出了一种创新的手势检测与跟踪方法,该方法基于改进的尺度不变特征变换(scale invariant feature transform,SIFT)特征匹配技术,专门针对VR环境中的手势识别进行了优化.首先,本文对SIFT算法进行了深入的改进,通过引入先进的描述子来增强特征的区分度,这使得算法能够更准确地捕捉到手势的关键特征.然后,为了进一步提升匹配的准确性,我们精心设计了特征匹配策略,优化了特征点之间的对应关系,确保了在复杂场景下也能实现高效匹配.最后,针对实时性的需求,本文开发了一套算法优化策略,通过调整算法流程和计算方式,确保了算法即使在动态和多变的环境中也能保持高效稳定的运行,从而满足了实时手势跟踪的应用需求.实验结果表明,所提模型的预测准确率为0.926,表现出了优异的预测性能. 展开更多
关键词 虚拟现实 手势检测 改进sift算法 特征匹配 人机交互
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