期刊文献+
共找到14,606篇文章
< 1 2 250 >
每页显示 20 50 100
结合随机抽样和改进Relief-F的高效特征选择算法
1
作者 靳祥 王锋 魏巍 《小型微型计算机系统》 北大核心 2026年第1期34-41,共8页
特征选择是一种常用的数据预处理技术.为更深入分析复杂数据中隐藏的有用信息,本文提出了一种结合随机抽样和改进Relief-F的高效特征选择算法(SSFS).本文中,首先基于Relief-F算法拓展了一种新的计算特征权重的算法MDWA;并将该算法引入... 特征选择是一种常用的数据预处理技术.为更深入分析复杂数据中隐藏的有用信息,本文提出了一种结合随机抽样和改进Relief-F的高效特征选择算法(SSFS).本文中,首先基于Relief-F算法拓展了一种新的计算特征权重的算法MDWA;并将该算法引入到基于耦合学习的特征选择中,设计了一种有效的特征选择算法nFSCL;在此基础上结合随机抽样,并使用随机森林中基于Gini指数的特征重要性评分对所选择到的特征进一步作重要性评价,从而获取到最终的有效特征子集.为验证本文提出新算法的有效性,实验分析中使用了12组UCI数据集作了测试和比较,分别验证了本文拓展的特征权重求解算法MDWA以及高效特征选择算法SSFS的有效性和可行性,进一步表明本文提出的特征选择算法在不同数据集上均能找到有效的特征子集. 展开更多
关键词 特征选择 随机抽样 relief-F 随机森林
在线阅读 下载PDF
Relief From Hunger
2
作者 DERRICK SILIMINA 《ChinAfrica》 2026年第3期42-43,共2页
Chinese food aid nourishes over 188,000 Zambians In the arid terrain of Shang’ombo District,approximately 850 km west of Lusaka,Zambia’s capital,Charity Imbuwa received a Chinese food-aid pack and shared it with her... Chinese food aid nourishes over 188,000 Zambians In the arid terrain of Shang’ombo District,approximately 850 km west of Lusaka,Zambia’s capital,Charity Imbuwa received a Chinese food-aid pack and shared it with her children at their home near the Angola border. 展开更多
关键词 HUNGER shangombo district arid terrain lusaka CAPITAL zambians relief chinese food aid
原文传递
Energy relief effect of real-time drilling to prevent rockburst in high-stress rock
3
作者 Zhichao He Fengqiang Gong +2 位作者 Li Ren Weimin Yang Xuezhen Wu 《Journal of Rock Mechanics and Geotechnical Engineering》 2026年第2期1460-1475,共16页
To investigate the energy relief effect of real-time drilling in preventing rockburst in high-stress rock,a series of high-stress real-time drilling uniaxial compression tests were conducted on red sandstone specimens... To investigate the energy relief effect of real-time drilling in preventing rockburst in high-stress rock,a series of high-stress real-time drilling uniaxial compression tests were conducted on red sandstone specimens using the SG4500 drilling rig.Results showed that the mechanical behavior(i.e.peak strength and rockburst intensity)of the rock was weakened under high-stress real-time drilling and exhibited a downward trend as the drilling diameter increased.The real-time drilling energy dissipation index(ERD)was proposed to characterize the energy relief during high-stress real-time drilling.The ERD exhibited a linear increase with the real-time drilling diameter.Furthermore,the elastic strain energy of post-drilling rock showed a linear relationship with the square of stress across different stress levels,which also applied to the peak elastic strain energy and the square of peak stress.This findingreveals the intrinsic link between the weakening effect of peak elastic strain energy and peak strength due to high-stress real-time drilling,confirmingthe consistency between energy relief and pressure relief effects.By establishing relationships among rockburst proneness,peak elastic strain energy,and peak strength,it was demonstrated that high-stress real-time drilling reduces rockburst proneness through energy dissipation.Specifically,both peak elastic strain energy and rockburst proneness decreased with larger drill bit diameters,consistent with reductions in peak strength,rockburst intensity,and fractal dimensions of high-stress real-time drilled rock.These results validate the energy relief mechanism of real-time drilling in mitigating rockburst risks. 展开更多
关键词 Rock mechanics ROCKBURST Real-time drilling Drilling energy relief Energy storage capacity Rockburst proneness
在线阅读 下载PDF
In-situ stress solution theory for borehole overcoring technique incorporating time-dependent effect of stress relief and its applications
4
作者 Daohong Xia Shengjun Miao +5 位作者 Lianjun Chen Yuan Li Zejing Liu Rongmin Zhang Pengjin Yang Pengcheng Li 《International Journal of Mining Science and Technology》 2026年第1期187-203,共17页
In-situ stress is a key parameter for underground mine design and rock stability analysis.The borehole overcoring technique is widely used for in-situ stress measurement,but the rheological recovery deformation of roc... In-situ stress is a key parameter for underground mine design and rock stability analysis.The borehole overcoring technique is widely used for in-situ stress measurement,but the rheological recovery deformation of rocks after stress relief introduces errors.To improve accuracy,this study proposes an in-situ stress solution theory that incorporates time-dependent stress relief effects.Triaxial stepwise loadingunloading rheological tests on granite and siltstone established quantitative relationships between instantaneous elastic recovery and viscoelastic recovery under different stress levels,confirming their impact on measurement accuracy.By integrating a dual-class elastic deformation recovery model,an improved in-situ stress solution theory was derived.Additionally,accounting for the nonlinear characteristics of rock masses,a determination method for time-dependent nonlinear mechanical parameters was proposed.Based on the CSIRO hollow inclusion strain cell,time-dependent strain correction equations and long-term confining pressure calibration equations were formulated.Finally,the proposed theory was successfully applied at one iron mine(736 m depth)in Xinjiang,China,and one coal mine(510 m depth)in Ningxia,China.Compared to classical theory,the calculated mean stress values showed accuracy improvements of 6.0%and 9.4%,respectively,validating the applicability and reliability of the proposed theory. 展开更多
关键词 In-situ stress solution theory Borehole overcoring technique Time-dependent effect of stress relief Viscoelastic recovery strain of rock In-situ stress measurement
在线阅读 下载PDF
基于Relief-F特征优选的滑坡影响因子提取及易发性建模分析 被引量:1
5
作者 方露 邢尹 《测绘通报》 北大核心 2025年第6期90-96,共7页
为解决现有滑坡易发性评价模型精度不足和单一决策模型局限性的问题,本文提出了一种集成智能组合算法优化RF的PSO-GA-RF集成模型。采用著名的过滤式特征选择方法——Relief-F算法,对滑坡致灾因子进行权重排序,剔除冗余特征,优化分类结果... 为解决现有滑坡易发性评价模型精度不足和单一决策模型局限性的问题,本文提出了一种集成智能组合算法优化RF的PSO-GA-RF集成模型。采用著名的过滤式特征选择方法——Relief-F算法,对滑坡致灾因子进行权重排序,剔除冗余特征,优化分类结果,从而减少了依赖主观判断提取影响因子的问题,降低了人为误差。PSO-GA-RF集成模型融合了多种算法的优势,对RF模型的参数进行优化,简化了参数选择的烦琐过程,减小了误差。试验结果表明,PSO-GA-RF集成模型在预测性能和效率上均优于RF和GA-RF模型。 展开更多
关键词 滑坡 易发性 影响因子 relief-F PSO-GA-RF
原文传递
Chinese NGOs Actively Participated in Myanmar Earthquake Relief
6
《International Understanding》 2025年第2期52-53,共2页
After the earthquake struck Myanmar on March 28th,China NGO Network for International Exchanges(CNIE)immediately contacted the emergency management department for the registration process of non-governmental rescue fo... After the earthquake struck Myanmar on March 28th,China NGO Network for International Exchanges(CNIE)immediately contacted the emergency management department for the registration process of non-governmental rescue forces participating in earthquake relief work and guided its member organisations and partners to orderly participate in the disaster relief. 展开更多
关键词 Chinese NGOs disaster relief Myanmar earthquake relief emergency management department registration process China NGO Network International Exchanges
在线阅读 下载PDF
一种用于遥感影像信息提取的改进Relief算法 被引量:1
7
作者 王宇豪 曹红新 +2 位作者 秦增忍 王帆 朱镇 《遥感信息》 北大核心 2025年第1期71-78,共8页
针对Relief算法的特征权重受样本随机性影响较大、不适用于多类别间的特征选择且无法自动确定特征阈值等不足,提出了一种改进的Relief算法,用于面向对象的遥感影像信息提取。新算法基于正态分布改进Relief算法的样本抽样策略和特征权重... 针对Relief算法的特征权重受样本随机性影响较大、不适用于多类别间的特征选择且无法自动确定特征阈值等不足,提出了一种改进的Relief算法,用于面向对象的遥感影像信息提取。新算法基于正态分布改进Relief算法的样本抽样策略和特征权重更新方式,提出特征组合评判指标Cω用于多类别间特征选择,最后根据高斯混合模型自动确定特征的阈值。基于陕西省周至县地区无人机影像和湖北省巴东县地区高分六号影像的实例测试结果表明,IRelief算法不仅能有效对特征进行降维和精选,还能够自动计算特征在分类时的阈值,总体精度、Kappa系数以及其他精度评价指标均优于Relief和ReliefF算法,是一种更优的特征选择算法。 展开更多
关键词 relief 特征选择 面向对象 信息提取 正态分布 高斯混合模型
在线阅读 下载PDF
融合K-means聚类和标记相关性的多标记Relief特征选择 被引量:1
8
作者 丰昌武 孙林 《聊城大学学报(自然科学版)》 2025年第1期122-134,共13页
现有Relief算法在利用标记相关性方面存在不足,忽视了局部标记相关性所提供的宝贵信息。针对这一问题,提出了一种融合K-means聚类与标记相关性的多标记Relief特征选择方法。首先,为充分考虑样本标记相关性,采用K-means聚类算法对样本进... 现有Relief算法在利用标记相关性方面存在不足,忽视了局部标记相关性所提供的宝贵信息。针对这一问题,提出了一种融合K-means聚类与标记相关性的多标记Relief特征选择方法。首先,为充分考虑样本标记相关性,采用K-means聚类算法对样本进行聚类,将其划分到不同的簇中,从而构建样本的局部标记空间。其次,定义了所有样本在特征上的欧式距离,以此衡量样本的全局标记相关性。同时,改进了传统的余弦相似度,使用L1范数的平方根进行优化,并在局部标记空间中应用改进的余弦相似度,以有效获取样本的局部标记相关性。最后,在Relief算法的基础上,融合了样本的全局标记相关性与局部标记相关性,以此作为衡量样本相似度的依据,进而判别最近邻同类样本与最近邻异类样本,最终获得特征权重。为评估所提算法的性能,在10个多标记数据集上进行了对比测试,实验结果证明,与其他多标记特征选择算法相比,本算法具有显著优势。 展开更多
关键词 多标记学习 特征选择 K-MEANS聚类 标记相关性 relief算法
在线阅读 下载PDF
基于Relief算法的仪器仪表故障图像自动识别方法研究 被引量:1
9
作者 赵章龙 《仪器仪表用户》 2025年第2期48-50,共3页
常规的仪器仪表故障图像自动识别方法以图像分割为主,并未对正常图像与异常图像进行分类,影响了图像自动识别的准确性。为了解决这一问题,设计了基于Relief算法的仪器仪表故障图像自动识别方法。提取仪器仪表故障过程趋势特征,通过峭度... 常规的仪器仪表故障图像自动识别方法以图像分割为主,并未对正常图像与异常图像进行分类,影响了图像自动识别的准确性。为了解决这一问题,设计了基于Relief算法的仪器仪表故障图像自动识别方法。提取仪器仪表故障过程趋势特征,通过峭度值、差分趋势两方面,识别仪器仪表运行过程的异常值,从而确保故障识别的准确性。基于Relief标注仪器仪表故障图像自动识别区间,通过图像去噪、去雾等方式,得到更加准确图像,并利用Relief对图像进行分类,避免故障图像识别失误的问题。采用对比实验,验证了该方法的识别准确性更高,能够应用于实际生活中。 展开更多
关键词 relief算法 仪器仪表 仪表故障 故障图像 自动识别方法
在线阅读 下载PDF
Advances in Residual Stress Relief Strategies at Ceramic/Metal Joint Interfaces
10
作者 Wang Xingxing Chen Benle +4 位作者 Jiang Yuanlong Pan Kunming Ren Xuanru Yuan Zhipeng Zhang Yulei 《稀有金属材料与工程》 北大核心 2025年第3期618-627,共10页
As service conditions become more challenging and production complexity increases,there is an increasing demand for enhanced comprehensive performance of ceramic/metal heterostructures.At present,brazing technique has... As service conditions become more challenging and production complexity increases,there is an increasing demand for enhanced comprehensive performance of ceramic/metal heterostructures.At present,brazing technique has been widely utilized for ceramic-metal heterogeneous joints.However,the residual stress relief in these welding joints is complicated and necessary.Because metals and ceramics have different properties,especially their coefficients of thermal expansion.Welding joints exhibit large residual stresses during the cooling process.The relatively high residual stresses may significantly degrade the joint properties.For this issue,four alleviation routes were reviewed:optimization of process parameters,setting an intermediate layer,surface structure modulation and particle-reinforced composite solder.The states and distribution patterns of residual stress in ceramic-metal brazed joints were summarized,and the generation and detection of residual stress were introduced.Eventually,upcoming prospects and challenges of residual stress research on ceramic/metal heterostructures were pointed out. 展开更多
关键词 ceramics METALS BRAZING interfacial residual stress stress relief
原文传递
不平衡数据集上的Relief特征选择算法 被引量:15
11
作者 菅小艳 韩素青 崔彩霞 《数据采集与处理》 CSCD 北大核心 2016年第4期838-844,共7页
Relief算法为系列特征选择方法,包括最早提出的Relief算法和后来拓展的ReliefF算法,核心思想是对分类贡献大的特征赋予较大的权值;特点是算法简单,运行效率高,因此有着广泛的应用。但直接将Relief算法应用于有干扰的数据集或不平衡数据... Relief算法为系列特征选择方法,包括最早提出的Relief算法和后来拓展的ReliefF算法,核心思想是对分类贡献大的特征赋予较大的权值;特点是算法简单,运行效率高,因此有着广泛的应用。但直接将Relief算法应用于有干扰的数据集或不平衡数据集,效果并不理想。基于Relief算法,提出一种干扰数据特征选择算法,称为阈值-Relief算法,有效消除了干扰数据对分类结果的影响。结合K-means算法,提出两种不平衡数据集特征选择算法,分别称为K-means-ReliefF算法和K-means-Relief抽样算法,有效弥补了Relief算法在不平衡数据集上表现出的不足。实验证明了本文算法的有效性。 展开更多
关键词 特征选择 relief算法 reliefF算法 不平衡数据集
在线阅读 下载PDF
Finite element analysis and optimization of the rubber diaphragms in type-120 relief valves
12
作者 Ming Gao Dongkai Li +5 位作者 Kun Liu Lijun Liu Ben Guo Anhui Pan Xiao Xie Huanre Han 《Railway Sciences》 2025年第5期598-612,共15页
Purpose–Type-120 relief valves are critical components of locomotive braking systems,and they rapidly discharge the air pressure during brake release to enable swift pressure relief.In order to develop type-120 relie... Purpose–Type-120 relief valves are critical components of locomotive braking systems,and they rapidly discharge the air pressure during brake release to enable swift pressure relief.In order to develop type-120 relief valve rubber diaphragms with long life and high performance,the damaged faulty samples were analyzed and studied.Design/methodology/approach–Finite element analysis(FEA)was used to investigate the stress distribution and failure mechanism of the rubber diaphragms within the type-120 relief valves under dynamic loading conditions.The Ogden hyperelastic constitutive model was used to fit the diaphragm data obtained from the uniaxial tensile tests,and its suitability for the modeling of large deformations was confirmed.Findings–The FEA results indicated that,when the rubber diaphragms reached their maximum deformation,the peak stress on their upper surfaces was 5.44 MPa.Thus,this region is highly susceptible to fatigue damage.The service life of the rubber diaphragms could be extended by using rubber compounds with high tensile moduli or a fabric-reinforced rubber diaphragm.Originality/value–This study provides valuable data and experience for the development of the rubber diaphragms in the type-120 valves and other long-life rubber products in the railway field. 展开更多
关键词 Type-120 relief valve Rubber diaphragm Damage failure Finite element analysis
在线阅读 下载PDF
Application of a relief-optimized method for target space exteriorization sampling in landslide susceptibility assessment
13
作者 CUI Yulong DENG Qining MIAO Haibo 《Journal of Mountain Science》 2025年第9期3391-3407,共17页
Selection of negative samples significantly influences landslide susceptibility assessment,especially when establishing the relationship between landslides and environmental factors in regions with complex geological ... Selection of negative samples significantly influences landslide susceptibility assessment,especially when establishing the relationship between landslides and environmental factors in regions with complex geological conditions.Traditional sampling strategies commonly used in landslide susceptibility models can lead to a misrepresentation of the distribution of negative samples,causing a deviation from actual geological conditions.This,in turn,negatively affects the discriminative ability and generalization performance of the models.To address this issue,we propose a novel approach for selecting negative samples to enhance the quality of machine learning models.We choose the Liangshan Yi Autonomous Prefecture,located in southwestern Sichuan,China,as the case study.This area,characterized by complex terrain,frequent tectonic activities,and steep slope erosion,experiences recurrent landslides,making it an ideal setting for validating our proposed method.We calculate the contribution values of environmental factors using the relief algorithm to construct the feature space,apply the Target Space Exteriorization Sampling(TSES)method to select negative samples,calculate landslide probability values by Random Forest(RF)modeling,and then create regional landslide susceptibility maps.We evaluate the performance of the RF model optimized by the Environmental Factor Selection-based TSES(EFSTSES)method using standard performance metrics.The results indicated that the model achieved an accuracy(ACC)of 0.962,precision(PRE)of 0.961,and an area under the curve(AUC)of 0.962.These findings demonstrate that the EFSTSES-based model effectively mitigates the negative sample imbalance issue,enhances the differentiation between landslide and non-landslide samples,and reduces misclassification,particularly in geologically complex areas.These improvements offer valuable insights for disaster prevention,land use planning,and risk mitigation strategies. 展开更多
关键词 Non-landslide sample selection relief algorithm Target Space Exteriorization Sampling Landslide Susceptibility Assessment
原文传递
Compound lidocaine cream with warm compress for pain relief in ultrasound-guided peripherally inserted central catheter placement for cancer patients
14
作者 Yan Wang Xue-Ni Yang +4 位作者 Sheng Ji Yu-Mei Zhang Yi Wang Yan-Mei Wang Yue-Xia Gu 《World Journal of Clinical Oncology》 2025年第7期217-223,共7页
BACKGROUND Ultrasound-guided peripherally inserted central catheter(PICC)placement is vital for cancer therapy,but lidocaine infiltration faces limitations like puncture pain and vasospasm.AIM To assess the clinical e... BACKGROUND Ultrasound-guided peripherally inserted central catheter(PICC)placement is vital for cancer therapy,but lidocaine infiltration faces limitations like puncture pain and vasospasm.AIM To assess the clinical efficacy of a no-pain intervention-combining compound lidocaine cream with warm compress-in reducing pain during ultrasound-guided PICC placement in cancer patients.METHODS A retrospective cohort study analyzed 88 cancer patients undergoing PICC placement(Shanghai Fourth People’s Hospital,2024).Patients were divided into control(lidocaine infiltration,n=44)and intervention(cream+warm compress,n=44)groups.Primary outcomes:Pain scores(numerical rating scale),procedural time,complications;secondary outcome:Satisfaction.RESULTS The intervention group showed significantly lower pain scores(1.2±0.4 vs 3.8±1.2,P=0.012)with comparable first-attempt success(95.5%vs 90.9%)and safety(P=0.672).Thermal activation of transient receptor potential vanilloid 1 channel enhanced drug penetration,achieving anesthesia within 8-10 minutes.Patient satisfaction reached 97.7%.CONCLUSION The combination of compound lidocaine cream with warm compress significantly alleviates procedural pain and enhances patient satisfaction during ultrasound-guided PICC placement in cancer patients,supporting its clinical application. 展开更多
关键词 ULTRASOUND-GUIDED Peripherally inserted central catheter placement Pain relief Compound lidocaine cream Warm compress Retrospective study Cancer patients
暂未订购
Development of Oilfield Blockage Relief and Injection System Based on Bio-Based Surfactants
15
作者 Wang Fei Chen Zhaoxian +2 位作者 Liu Gang Zhang Huili Hu Meijuan 《China Detergent & Cosmetics》 2025年第3期40-46,共7页
By investigating the performance characteristics of the bio-based surfactant 8901A,a composite decontamination and injection system was developed using 8901A as the primary agent,tailored for application in low-permea... By investigating the performance characteristics of the bio-based surfactant 8901A,a composite decontamination and injection system was developed using 8901A as the primary agent,tailored for application in low-permeability and heavy oil reservoirs under varying temperature conditions.The results demonstrate that this system effectively reduces oil–water interfacial tension,achieving an ultra-low interfacial tension state.The static oil washing efficiency of oil sands exceeds 85%,the average pressure reduction rate reaches 21.55%,and the oil recovery rate improves by 13.54%.These enhancements significantly increase the system’s ability to dissolve oilbased blockages,thereby lowering water injection pressure caused by organic fouling,increasing the injection volume of injection wells,and ultimately improving oil recovery efficiency. 展开更多
关键词 bio-based surfactants oil extraction technology pressure reduction and blockage relief
在线阅读 下载PDF
基于Relief特征量优化及SOM网络的断路器操作机构状态评估 被引量:14
16
作者 张浩 赵莉华 +5 位作者 景伟 阳薇 姜海洋 朱林林 荣强 付荣荣 《高压电器》 CAS CSCD 北大核心 2017年第9期240-246,共7页
为提高断路器操作机构状态评估的效率及准确性,文中提出了采用Relief优化方法对分合闸线圈电流特征向量进行优化及SOM网络对线圈电流样本进行分类的高压断路器操作机构状态评估方法。仿真研究结果表明:基于Relief的分合闸线圈电流特征... 为提高断路器操作机构状态评估的效率及准确性,文中提出了采用Relief优化方法对分合闸线圈电流特征向量进行优化及SOM网络对线圈电流样本进行分类的高压断路器操作机构状态评估方法。仿真研究结果表明:基于Relief的分合闸线圈电流特征向量优化方法和SOM网络分类方法的操作机构状态评估能够实现操作机构状态的准确评估,同时采用优化后的电流特征向量数据进行状态评估减小了运算量和缩短了运算时间,提高了断路器机构状态评估的效率。 展开更多
关键词 relief 状态评估 特征向量 操作机构 SOM
在线阅读 下载PDF
基于GF-1遥感影像和relief-mRMR-GASVM模型的小麦白粉病监测 被引量:15
17
作者 黄林生 阮超 +3 位作者 黄文江 师越 彭代亮 丁文娟 《农业工程学报》 EI CAS CSCD 北大核心 2018年第15期167-175,314,共10页
选择合适的建模和特征选择算法对提高作物病害的遥感监测水平有着重要的作用。研究以河北省小麦白粉病为研究对象,基于GF-1/WFV数据共提取了4个波段反射率数据和10个对作物长势和胁迫敏感的植被指数作为初选特征。针对常用的特征提取算... 选择合适的建模和特征选择算法对提高作物病害的遥感监测水平有着重要的作用。研究以河北省小麦白粉病为研究对象,基于GF-1/WFV数据共提取了4个波段反射率数据和10个对作物长势和胁迫敏感的植被指数作为初选特征。针对常用的特征提取算法relief算法筛选出的特征存在冗余性的问题,提出了一种relief结合最小冗余最大相关(minimum redundancy maximum relevance,m RMR)的特征降维算法(relief-m RMR)。首先,通过relief算法计算出各特征的权重系数,对特征集进行加权;然后利用m RMR算法选出与类别具有最小冗余性的特征,利用支持向量机(support vector machine,SVM)对河北白粉病进行监测,并用遗传算法(genetic algorithm,GA)优化的SVM(GASVM)建立了白粉病的监测模型(relief-m RMR-GASVM),将监测结果分别与SVM和网格寻优(grid search,GS)算法优化的SVM(GSSVM)的监测结果进行对比分析,同时比较了该方法与Ada Boost、粒子群(Pso)优化的最小二乘支持向量机(least squares support vector machine,Pso-LSSVM)和随机森林(random forest,RF)3种方法的优越性。结果表明,relief-m RMR算法筛选出的特征与GASVM、SVM和GSSVM建立的监测模型精度比传统relief算法筛选特征所建模型的精度分别提高了14.3个百分点、7.2个百分点和7.1个百分点,比传统m RMR算法筛选特征所建模型的精度分别提高了14.3个百分点、14.3个百分点和14.2个百分点。relief-m RMR算法结合GASVM建立的监测模型精度为所有模型中最高,精度为85.7个百分点,分别比SVM和GSSVM所建监测模型精度提高了21.4个百分点和7.2个百分点。此外,GF-1数据结合relief-m RMR-GASVM模型的监测精度分别高出Ada Boost、Pso-LSSVM和RF方法21.4个百分点、14.3个百分点和7.1个百分点。说明GF-1数据结合relief-m RMR-GASVM模型可用于小麦白粉病的遥感监测。 展开更多
关键词 病害 遥感 监测 小麦 白粉病 支持向量机 relief算法 mRMR算法
在线阅读 下载PDF
基于ReliefF和PSO混合特征选择的面向对象土地利用分类 被引量:58
18
作者 肖艳 姜琦刚 +3 位作者 王斌 李远华 刘舒 崔璨 《农业工程学报》 EI CAS CSCD 北大核心 2016年第4期211-216,共6页
针对面向对象土地利用分类存在特征维数过高的问题,提出了一种结合Relief F和粒子群优化算法(particle swarm optimization,PSO)的混合特征选择方法,即首先利用Relief F作为特征预选器滤除相关性小的特征,然后以PSO作为搜索算法,以支持... 针对面向对象土地利用分类存在特征维数过高的问题,提出了一种结合Relief F和粒子群优化算法(particle swarm optimization,PSO)的混合特征选择方法,即首先利用Relief F作为特征预选器滤除相关性小的特征,然后以PSO作为搜索算法,以支持向量机(support vector machine,SVM)的分类精度作为评估函数在剩余特征中选择出最优特征子集。该文以吉林省长春市部分区域为研究区,采用Landsat8遥感影像为数据源,首先对其进行多尺度分割,然后提取影像对象的光谱、纹理、形状和空间关系特征,利用提出的混合特征选择方法选取最优特征子集,最后使用SVM分类器对研究区进行土地利用分类,总体分类精度和Kappa系数分别为85.88%和0.8036,与基于4种其他特征选择方法的土地利用分类结果进行比较,基于Relief F和PSO的混合特征选择方法利用最少的特征获得最高的分类精度,能够有效地用于面向对象土地利用分类。 展开更多
关键词 土地利用 分类 支持向量机 特征选择 面向对象 reliefF 粒子群优化算法
在线阅读 下载PDF
极大熵Relief特征加权 被引量:9
19
作者 张翔 邓赵红 +1 位作者 王士同 蔡及时 《计算机研究与发展》 EI CSCD 北大核心 2011年第6期1038-1048,共11页
Relief特征加权的最新研究进展表明其可近似地表述为一个间距最大化优化问题.尽管该类算法广为应用,但仍然存在一些缺陷.为了提高Relief特征加权的适应性和鲁棒性,融合间距最大化和极大熵理论,并由此探讨了新的鲁棒的具有更好适应性的Re... Relief特征加权的最新研究进展表明其可近似地表述为一个间距最大化优化问题.尽管该类算法广为应用,但仍然存在一些缺陷.为了提高Relief特征加权的适应性和鲁棒性,融合间距最大化和极大熵理论,并由此探讨了新的鲁棒的具有更好适应性的Relief特征加新方法.首先,构造了一个结合极大熵原理的间距最大化目标函数.对于该目标函数,运用优化理论得到一些重要的理论结果.在此基础上,对于两类数据、多类数据和在线数据,提出了一组鲁棒的Relief特征加权算法.利用UCI基准数据集和基因数据集进行了实验验证,结果表明提出的新Relief特征加权算法对噪音和例外点显示出了更好的适应性和鲁棒性. 展开更多
关键词 relief算法 特征选择 特征加权 间距最大化原则 极大熵
在线阅读 下载PDF
基于Q-relief的图像特征选择算法 被引量:8
20
作者 范文兵 王全全 +1 位作者 雷天友 朱辉 《计算机应用》 CSCD 北大核心 2011年第3期724-728,共5页
针对特征选择算法——relief在训练个别属性权值时的盲目性缺点,提出了一种基于自适应划分实例集的新算法——Q-relief,该算法改正了原算法属性选择时的盲目性缺点,选择出表达图像信息最优的特征子集来进行模式识别。将该算法应用于列... 针对特征选择算法——relief在训练个别属性权值时的盲目性缺点,提出了一种基于自适应划分实例集的新算法——Q-relief,该算法改正了原算法属性选择时的盲目性缺点,选择出表达图像信息最优的特征子集来进行模式识别。将该算法应用于列车运行故障动态图像监测系统(TFDS)的故障识别,经实验验证,与其他算法相比,Q-relief算法明显提高了故障图像识别的准确率。 展开更多
关键词 特征选择 relief算法 纹理特征 模式识别
在线阅读 下载PDF
上一页 1 2 250 下一页 到第
使用帮助 返回顶部