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A Note on k-Limited Maximum Base
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作者 阳锐顺 杨晓伟 《Journal of Southwest Jiaotong University(English Edition)》 2006年第3期295-299,共5页
The problem of k-llmited maximum base was specified into two special problems of k-limited maximum base; that is, let subset D of the problem of k-limited maximum base be an independent set and a circuit of the matroi... The problem of k-llmited maximum base was specified into two special problems of k-limited maximum base; that is, let subset D of the problem of k-limited maximum base be an independent set and a circuit of the matroid, respectively. It was proved that under this circumstance the collections of k-limited base satisfy base axioms. Then a new matroid was determined, and the problem of k-limited maximum base was transformed to the problem of maximum base of this new matroid. Aiming at the problem, two algorithm% which in essence are greedy algorithms based on former matroid, were presented for the two special problems of k- limited maximum base. They were proved to be reasonable and more efficient than the algorithm presented by Ma Zhongfan in view of the complexity of algorithm. 展开更多
关键词 MATROID base axiom Greedy algorithm k-limited maximum base
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Anchor free与Anchor base算法结合的拥挤行人检测方法 被引量:4
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作者 谢明鸿 康斌 +1 位作者 李华锋 张亚飞 《电子与信息学报》 EI CSCD 北大核心 2023年第5期1833-1841,共9页
由于精度相对较高,Anchor base算法目前已成为拥挤场景下行人检测的研究热点。但是,该算法需要手工设计锚框,限制了其通用性。同时,单一的非极大值抑制(NMS)筛选阈值作用于不同密度的人群区域会导致一定程度的漏检和误检。为此,该文提... 由于精度相对较高,Anchor base算法目前已成为拥挤场景下行人检测的研究热点。但是,该算法需要手工设计锚框,限制了其通用性。同时,单一的非极大值抑制(NMS)筛选阈值作用于不同密度的人群区域会导致一定程度的漏检和误检。为此,该文提出一种Anchor free与Anchor base检测器相结合的双头检测算法。具体地,先利用Anchor free检测器对图像进行粗检测,将粗检测结果进行自动聚类生成锚框后反馈给区域建议网络(RPN)模块,以代替RPN阶段手工设计锚框的步骤。同时,通过对粗检测结果信息的统计可得到不同区域人群的密度信息。该文设计一个行人头部-全身互监督检测框架,利用头部检测结果与全身的检测结果互相监督,从而有效减少被抑制与漏检的目标实例。提出一种新的NMS算法,该方法可以自适应地为不同密度的人群区域选择合适的筛选阈值,从而最大限度地减少NMS处理引起的误检。所提出的检测器在CrowdHuman数据集和CityPersons数据集进行了实验验证,取得了与目前最先进的行人检测方法相当的性能。 展开更多
关键词 行人检测 Anchor base Anchor free 非极大值抑制
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Common Base Four-Finger InGaAs/InP Double Heterojunction Bipolar Transistor with Maximum Oscillation Frequency 535 GHz 被引量:4
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作者 牛斌 王元 +4 位作者 程伟 谢自力 陆海燕 常龙 谢俊领 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第7期175-178,共4页
A common base four-finger InOaAs/InP double heterojunction bipolar transistor with 535 OHz fmax by using the 0.5 μm emitter technology is fabricated. Multi-finger design is used to increase the input current. Common ... A common base four-finger InOaAs/InP double heterojunction bipolar transistor with 535 OHz fmax by using the 0.5 μm emitter technology is fabricated. Multi-finger design is used to increase the input current. Common base configuration is compared with common emitter configuration, and shows a smaller K factor at high frequency span, indicating a larger breakpoint frequency of maximum stable gain/maximum available gain (MSG/MAG) and thus a higher gain near the cut-off frequency, which is useful in THz amplifier design. 展开更多
关键词 INP INGAAS Common base Four-Finger InGaAs/InP Double Heterojunction Bipolar Transistor with maximum Oscillation Frequency 535 GHz
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Predicting Potential Distribution of Tibetan Spruce (Picea smithiana) in Qomolangma (Mount Everest) National Nature Preserve Using Maximum Entropy Niche-based Model 被引量:15
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作者 ZHANG Jiping ZHANG Yili +1 位作者 LIU Linshan NIE Yong 《Chinese Geographical Science》 SCIE CSCD 2011年第4期417-426,共10页
Tibetan spruce (Picea smithiana) is an endemic species of the Himalayas,and it distributes only in a re-stricted area with very low number.To address the lack of detailed distributional information,we used maximum en-... Tibetan spruce (Picea smithiana) is an endemic species of the Himalayas,and it distributes only in a re-stricted area with very low number.To address the lack of detailed distributional information,we used maximum en-tropy (Maxent) niche-based model to predict the species' potential distribution from limited occurrence-only records.The location data of P.smithiana,relative bioclimatic variables,vegetation data,digital elevation model (DEM),and the derived data were analyzed in Maxent.The receiver operating characteristic (ROC) curve was applied to assess the prediction accuracy.The Maxent jackknife test was performed to quantify the training gains from data layers and the response of P.smithiana distribution to four typical environmental variables was analyzed.Results show that the model performs well at the regional scale.There is a potential for continued expansion of P.smithiana population numbers and distribution in China.P.smithiana potentially distributes in the lower reaches of Gyirong Zangbo and Poiqu rivers in Gyirong and Nyalam counties in Qomolangma (Mount Everest) National Nature Preserve (QNNP),China.The species prefers warm temperate climate in mountain area and mainly distributes in needle-leaved evergreen closed to open forest and mixed forest along the river valley at relatively low altitudes of about 2000-3000 m.Model simulations suggest that distribution patterns of rare species with few species numbers can be well predicted by Max-ent. 展开更多
关键词 国家级自然保护区 模型预测 珠穆朗玛峰 最大熵 云杉 珠峰 基础 西藏
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GH3230合金TLP扩散连接动力学实验研究
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作者 吴磊 滕俊飞 +2 位作者 吕彦龙 曲文卿 庄鸿寿 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2024年第8期2595-2600,共6页
过渡液相(TLP)扩散连接能够获得与母材组织性能相似的焊缝,因而成为航空发动机热端部件镍基高温合金结构的重要连接技术而被广泛应用。TLP扩散连接过程中液相的等温凝固形成不含析出物的固溶体组织是TLP扩散连接机制与过程动力学的核心... 过渡液相(TLP)扩散连接能够获得与母材组织性能相似的焊缝,因而成为航空发动机热端部件镍基高温合金结构的重要连接技术而被广泛应用。TLP扩散连接过程中液相的等温凝固形成不含析出物的固溶体组织是TLP扩散连接机制与过程动力学的核心环节,采用自行研制的镍基非晶态中间层针对GH3230合金的TLP扩散连接过程进行了研究试验,重点分析了不同连接时间条件下TLP扩散连接焊缝区域的元素扩散和分布特征,以中间层中Co元素为示踪原子,根据GH3230合金与中间层材料中的Co元素的含量分布状态判定等温凝固阶段前的液相最大宽度及等温凝固完成时间等重要参数,结果表明:液相最大宽度为72μm,GH3230合金在1180℃的焊接温度下TLP扩散连接等温凝固完成时间大于4 h。 展开更多
关键词 镍基高温合金 过渡液相扩散焊 等温凝固 液相最大宽度 微观组织 示踪原子
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具有高浓度氨腔室的立式热再生氨电池性能特性
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作者 卢志强 石雨 +5 位作者 陈鹏宇 张亮 李俊 付乾 朱恂 廖强 《化工进展》 EI CAS CSCD 北大核心 2024年第3期1224-1231,共8页
热再生电池(thermally regenerative ammonia-based battery,TRAB)可有效地将低温热能转化为电能,但其较为严重的氨渗透现象严重影响电池的产电稳定性。本文通过可视化证明了TRAB阳极氨与电解液的自分层现象,基于此构建了一种具有高浓... 热再生电池(thermally regenerative ammonia-based battery,TRAB)可有效地将低温热能转化为电能,但其较为严重的氨渗透现象严重影响电池的产电稳定性。本文通过可视化证明了TRAB阳极氨与电解液的自分层现象,基于此构建了一种具有高浓度氨腔室的立式热再生氨电池,通过构建高浓度氨腔室和阳极氨传输阻挡层来调控氨分布,从而缓解电池中氨渗透过程。研究结果表明,与常规结构的热再生氨电池相比,具有氨腔室的热再生电池通过调控阳极氨分布解决了氨渗透的问题,在较高氨浓度(6mol/L)条件下获得了更高的输出功率、产电量以及更稳定的产电性能。此外,多孔泡沫铜阳极可以阻挡氨向下传输,进一步缓解氨渗透。具有合适孔隙密度(80PPI)的多孔电极在获得较大反应面积的同时保证了其内部良好的物质传输,使电池获得最佳的输出功率(10.8mW)。 展开更多
关键词 热再生氨电池 高浓度氨腔室 产电稳定性 最大输出功率 氨渗透
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基于时序特征灰度图与多任务学习的综合能源负荷短期预测 被引量:1
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作者 倪建辉 张菁 +2 位作者 张昊立 陈龙 高典 《电气工程学报》 CSCD 北大核心 2024年第2期186-199,共14页
准确预测综合能源系统(Integrated energy system,IES)中的电、冷、热多元负荷是提高各类能源综合效率、获得更大经济效益的关键。因此,提出一种基于时序特征灰度图与多任务学习的综合能源负荷短期预测方法。首先将初始特征集通过最大... 准确预测综合能源系统(Integrated energy system,IES)中的电、冷、热多元负荷是提高各类能源综合效率、获得更大经济效益的关键。因此,提出一种基于时序特征灰度图与多任务学习的综合能源负荷短期预测方法。首先将初始特征集通过最大互信息系数(Maximum information coefficient,MIC)改进的快速相关滤波算法(Fast correlation-based filter,FCBF)对IES时序特征数据集进行相关性分析和冗余性分析;然后将特征选择结果利用因数重构法与MIC-gamma图像增强的方法重构为时序特征灰度图,能够直观有效地反映实际数据的特征相关性;其次采用基于多任务学习框架的(Convolutional block attention module-convolutional neural network-deep bidirectional gated recurrent unit,CBAM-CNN-DBiGRU)网络进行训练,嵌入的卷积注意力机制模块(Convolutional block attention module,CBAM)与(Deep bidirectional gated recurrent unit,DBiGRU)结构能有效加强共享层的关键信息提取和时序信息处理能力;最后以美国亚利桑那州立大学的IES数据为例对提出的方法进行测试。选取典型工作日和典型休息日并对比多种深度网络模型,测试结果表明,该模型在典型工作日的加权平均绝对百分比误差与加权均方根误差分别最大降低了0.8813%与229.2593 kW,在典型休息日则分别最大降低了0.9942%与360.8007 kW,能够有效提升IES多元负荷预测精度。 展开更多
关键词 多元负荷预测 最大互信息系数 快速相关滤波算法 特征冗余性 MIC-gamma图像增强 卷积注意力机制模块 深度双向门控循环单元
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结合最大内接圆的图像对抗样本生成算法
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作者 冯博 刘万平 南海 《小型微型计算机系统》 CSCD 北大核心 2024年第6期1436-1443,共8页
深度学习算法已经广泛应用于对抗样本领域.针对图像领域模型生成对抗样本,是发掘图像领域模型的弱点并完善对抗样本检测方法的关键.本文提出一种结合最大内接圆的图像对抗样本生成算法,通过作决策边界的最大内接圆计算出最近决策边界与... 深度学习算法已经广泛应用于对抗样本领域.针对图像领域模型生成对抗样本,是发掘图像领域模型的弱点并完善对抗样本检测方法的关键.本文提出一种结合最大内接圆的图像对抗样本生成算法,通过作决策边界的最大内接圆计算出最近决策边界与该圆的切点即为对抗样本点,有效提升了生成对抗样本的成功率和欺骗性.实验使用ImageNet和Cifar10数据集对ResNet18,GoogLeNet,VGG16,MobileNetV2模型生成对抗样本.在本文选取的样本中,ImageNet数据集对这4个模型生成的平均对抗扰动量分别降低了0.1093、0.1697、0.0952、0.0905,Cifar10数据集对这4个模型分别降低了0.0045、0.0049、0.0072、0.0041.这体现了本文方法的优越性与普遍适用性. 展开更多
关键词 黑盒攻击 最大内接圆 黑盒决策边界攻击 对抗扰动量 对抗样本
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基于模型的非凸聚类算法
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作者 钟卓辉 陈黎飞 《计算机工程与科学》 CSCD 北大核心 2024年第2期292-302,共11页
由于数据可能分布在非规则的流形上,其中潜在的簇往往呈现非凸的形状和结构,针对这类数据的聚类问题被统称为非凸聚类。现有的主流非凸聚类方法包括基于原始空间的方法和基于空间变换的方法,均忽略了非凸数据模式的显式描述。提出一种... 由于数据可能分布在非规则的流形上,其中潜在的簇往往呈现非凸的形状和结构,针对这类数据的聚类问题被统称为非凸聚类。现有的主流非凸聚类方法包括基于原始空间的方法和基于空间变换的方法,均忽略了非凸数据模式的显式描述。提出一种描述性模型用于非凸聚类。首先,基于核密度方法定义了一种具有混合形式的特征加权核密度模型,其无需事先假定任何概率分布模型且不限制簇的形状,这是传统基于模型的聚类方法无法实现的。其次,基于提出的模型推导了聚类目标函数,并基于期望最大化算法提出一种求解密度函数局部区域密度极大值的优化算法,那些上升到密度函数相同密度极大值的样本点被划分为同一个簇。最后,定义了一种基于模型的非凸聚类算法。算法不需人为定义簇的数量,并且能够为每个簇分配一个显式的概率密度函数,有助于更稳健和更准确地表征集群。除此之外,算法不仅在优化过程中进行自适应带宽选择,而且在优化过程中赋予了样本空间特征权重,实现了嵌入式特征选择。 展开更多
关键词 非凸聚类 描述性模型 基于模型的聚类 特征选择 核密度估计 局部密度极大值
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基于mRMR-SOM的异步电机轴承故障诊断研究
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作者 刘文 周智勇 蔡巍 《机电工程》 北大核心 2024年第1期90-98,共9页
针对异步电机轴承故障诊断问题,提出了一种融合最大相关最小冗余特征选择算法(mRMR)和自组织映射神经网络(SOM)的故障诊断方法,并将其应用于轴承故障诊断的不同阶段。首先,在实验室环境下搭建了异步电机故障诊断试验平台,在不同电机状... 针对异步电机轴承故障诊断问题,提出了一种融合最大相关最小冗余特征选择算法(mRMR)和自组织映射神经网络(SOM)的故障诊断方法,并将其应用于轴承故障诊断的不同阶段。首先,在实验室环境下搭建了异步电机故障诊断试验平台,在不同电机状态下分别采集振动、电流和电压信号,利用统计学方法获取了高维混合特征集;然后,以互信息为背景,利用mRMR根据特征与状态标签间的相关性和特征间的冗余性,筛选了具备强区分能力的特征,以避免计算冗余和后验诊断性能下降;最后,采用SOM对异步电机健康和轴承故障状态进行了分类识别,验证了SOM对异步电机轴承故障诊断的有效性,以及mRMR对故障诊断结果的影响。研究结果表明:基于mRMR-SOM的异步电机轴承故障诊断方法能够准确地区分健康和故障状态,测试集分类准确率达到89%;使用mRMR特征筛选能够将154维特征降低至17维,缩短23.5%的网络收敛时间,并将分类准确率由89%提升至98%;试验结果验证了基于mRMR-SOM的异步电机轴承故障诊断方法对于异步电机轴承故障诊断问题的有效性,且证实其具备良好的诊断效果。 展开更多
关键词 自组织映射神经网络 最大相关最小冗余特征选择算法 互信息 特征降维 特征选择 神经网络算法 U矩阵
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直立位金属钛夹夹闭方式对结直肠息肉EMR后迟发性出血的影响及相关因素分析
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作者 鲁传和 许复成 袁海波 《临床和实验医学杂志》 2024年第6期614-618,共5页
目的分析金属钛夹夹闭方式对结直肠息肉内镜黏膜切除术(EMR)后迟发性出血的影响以及相关影响因素。方法回顾性选取2020年3月至2022年6月安徽医科大学第一附属医院收治的60例行结直肠息肉切除术患者作为研究对象,根据金属钛夹夹闭方式不... 目的分析金属钛夹夹闭方式对结直肠息肉内镜黏膜切除术(EMR)后迟发性出血的影响以及相关影响因素。方法回顾性选取2020年3月至2022年6月安徽医科大学第一附属医院收治的60例行结直肠息肉切除术患者作为研究对象,根据金属钛夹夹闭方式不同将患者分为直立位组(n=31)和平行位组(n=29);根据患者术后有无迟发性出血分为出血组(n=10)和未出血组(n=50)。比较直立位组与平行位组患者的围手术期一般资料(手术时间、肠鸣音恢复时间、术中出血量、疼痛评分)、治疗成功率与并发症发生情况。比较出血组和未出血组患者一般临床资料(年龄、性别、合并高血压、合并高血脂、合并糖尿病、息肉数量、息肉形态、息肉分布和切除数量及大小、金属钛夹夹闭方式)。采用Logistic多因素回归分析结直肠息肉患者发生迟发性出血的影响因素。结果两组患者手术时间、肠鸣音恢复时间、视觉模拟评分法(VAS)评分比较,差异均无统计学意义(P>0.05);直立位组患者术中出血量为(49.69±6.57)mL,低于平行位组[(58.41±6.85)mL],差异有统计学意义(P<0.05)。两组患者治疗成功率、肠穿孔、腹痛发生率比较,差异均无统计学意义(P>0.05);直立位组患者迟发性出血率为6.45%,明显低于平行位组(27.59%),差异有统计学意义(P<0.05)。出血组患者合并高血压、合并高血脂、有蒂息肉、多肠段分布、平行位的患者比例分别为70.00%、60.00%、50.00%、50.00%、80.00%,均高于未出血组(34.00%、26.00%、12.00%、12.00%、42.00%),出血组患者切除数量、最大基底直径、平均基底直径分别为(1.92±0.85)枚、(0.97±0.36)cm、(0.82±0.32)cm,均高于未出血组[(1.32±0.76)枚、(0.69±0.30)cm、(0.68±0.28)cm],差异均有统计学意义(P<0.05)。Logistic多因素回归分析结果显示,术中出血量、合并高血压、合并高血脂、切除数量、最大基底直径是结直肠息肉患者发生迟发性出血的危险因素(P<0.05),直立位金属钛夹夹闭方式是结直肠息肉患者发生迟发性出血的保护因素(P<0.05)。结论与平行位金属钛夹夹闭方式相比,直立位金属钛夹夹闭方式用于结直肠息肉EMR术中出血量更少,迟发性出血发生率更低。术中出血量、合并高血压、合并高血脂、切除数量、最大基底直径是结直肠息肉患者发生迟发性出血的危险因素,直立位金属钛夹夹闭方式是结直肠息肉患者发生迟发性出血的保护因素。 展开更多
关键词 直立位金属钛夹夹闭方式 内镜黏膜切除术 直肠息肉切除 迟发性出血 术中出血量 最大基底直径
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Real time remaining useful life prediction based on nonlinear Wiener based degradation processes with measurement errors 被引量:22
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作者 唐圣金 郭晓松 +3 位作者 于传强 周志杰 周召发 张邦成 《Journal of Central South University》 SCIE EI CAS 2014年第12期4509-4517,共9页
Real time remaining useful life(RUL) prediction based on condition monitoring is an essential part in condition based maintenance(CBM). In the current methods about the real time RUL prediction of the nonlinear degrad... Real time remaining useful life(RUL) prediction based on condition monitoring is an essential part in condition based maintenance(CBM). In the current methods about the real time RUL prediction of the nonlinear degradation process, the measurement error is not considered and forecasting uncertainty is large. Therefore, an approximate analytical RUL distribution in a closed-form of a nonlinear Wiener based degradation process with measurement errors was proposed. The maximum likelihood estimation approach was used to estimate the unknown fixed parameters in the proposed model. When the newly observed data are available, the random parameter is updated by the Bayesian method to make the estimation adapt to the item's individual characteristic and reduce the uncertainty of the estimation. The simulation results show that considering measurement errors in the degradation process can significantly improve the accuracy of real time RUL prediction. 展开更多
关键词 使用寿命预测 剩余使用寿命 降解过程 测量误差 非线性 实时 维纳 估计方法
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Device research on GaAs-based InAlAs/InGaAs metamorphic high electron mobility transistors grown by metal organic chemical vapour deposition 被引量:2
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作者 徐静波 张海英 +2 位作者 付晓君 郭天义 黄杰 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第3期491-495,共5页
This paper applies a novel quad-layer resist and e-beam lithography technique to fabricate a GaAs-based InAlAs/InGaAs metamorphic high electron mobility transistor (HEMT) grown by metal organic chemical vapour depos... This paper applies a novel quad-layer resist and e-beam lithography technique to fabricate a GaAs-based InAlAs/InGaAs metamorphic high electron mobility transistor (HEMT) grown by metal organic chemical vapour deposition (MOCVD). The gate length of the metamorphic HEMT was 150 nm, the maximum current density was 330 mA/mm, the maximum transconductanee was 470 mS/mm, the threshold voltage was -0.6 V, and the maximum current gain cut-off frequency and maximum oscillation frequency were 102 GHz and 450 GHz, respectively. This is the first report on tri-termination devices whose frequency value is above 400 GHz in China. The excellent frequency performances promise the possibility of metamorphic HEMTs grown by MOCVD for millimetre-wave applications, and more outstanding device performances would be obtained after optimizing the material structure, the elaborate T-gate and other device processes further. 展开更多
关键词 GaAs-based metamorphic HEMT maximum current gain cut-off frequency maximum oscillation frequency T-GATE
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The Aggregate Gradation for the Porous Concrete Pervious Road Base Material
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作者 杨志峰 沈卫国 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2008年第3期391-394,共4页
The effects of the proportion of fine aggregate, the maximum size of the aggregate and the proportion of the 9.5 mm to 4.75 mm particle in the coarse aggregate on the properties of the porous concrete are investigated... The effects of the proportion of fine aggregate, the maximum size of the aggregate and the proportion of the 9.5 mm to 4.75 mm particle in the coarse aggregate on the properties of the porous concrete are investigated. Results indicate that the porous concrete with a cement dosage only 150 kg/m^3 has high strength and satisfying permeability when the aggregate has a passing percentage of 4.75 mm around 10% to 15%, with the increase of the maximum size of the aggregate, the strength of the porous concrete decreases and the permeability increases. When the proportion of the 9.5 mm to 4.75 mm particle in the coarse aggregate is about 20%, there are no interference among the particles by Weymouth theory, the strength of the pervious porous concrete reaches the peak value. The optimum continues gradation limit of the aggregate for porous concrete pervious road base material is recommended according to the theoretical calculation and experimental results. 展开更多
关键词 aggregate gradation porous concrete pervious road base maximum size STRENGTH PERMEABILITY
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Physical modeling of direct current and radio frequency characteristics for In P-based InAlAs/InGaAs HEMTs 被引量:1
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作者 孙树祥 吉慧芳 +4 位作者 姚会娟 李胜 金智 丁芃 钟英辉 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第10期509-512,共4页
Direct current(DC) and radio frequency(RF) performances of InP-based high electron mobility transistors(HEMTs)are investigated by Sentaurus TCAD. The physical models including hydrodynamic transport model, Shock... Direct current(DC) and radio frequency(RF) performances of InP-based high electron mobility transistors(HEMTs)are investigated by Sentaurus TCAD. The physical models including hydrodynamic transport model, Shockley–Read–Hall recombination, Auger recombination, radiative recombination, density gradient model and high field-dependent mobility are used to characterize the devices. The simulated results and measured results about DC and RF performances are compared, showing that they are well matched. However, the slight differences in channel current and pinch-off voltage may be accounted for by the surface defects resulting from oxidized InAlAs material in the gate-recess region. Moreover,the simulated frequency characteristics can be extrapolated beyond the test equipment limitation of 40 GHz, which gives a more accurate maximum oscillation frequency( f;) of 385 GHz. 展开更多
关键词 InP-based HEMT hydrodynamic model the current gain cutoff frequency(f_T) the maximum oscillation frequency(f_(max))
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A Machine Learning Based Algorithm to Process Partial Shading Effects in PV Arrays
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作者 Kamran Sadiq Awan Tahir Mahmood +2 位作者 Mohammad Shorfuzzaman Rashid Ali Raja Majid Mehmood 《Computers, Materials & Continua》 SCIE EI 2021年第7期29-43,共15页
Solar energy is a widely used type of renewable energy.Photovoltaic arrays are used to harvest solar energy.The major goal,in harvesting the maximum possible power,is to operate the system at its maximum power point(M... Solar energy is a widely used type of renewable energy.Photovoltaic arrays are used to harvest solar energy.The major goal,in harvesting the maximum possible power,is to operate the system at its maximum power point(MPP).If the irradiation conditions are uniform,the P-V curve of the PV array has only one peak that is called its MPP.But when the irradiation conditions are non-uniform,the P-V curve has multiple peaks.Each peak represents an MPP for a specific irradiation condition.The highest of all the peaks is called Global Maximum Power Point(GMPP).Under uniform irradiation conditions,there is zero or no partial shading.But the changing irradiance causes a shading effect which is called Partial Shading.Many conventional and soft computing techniques have been in use to harvest solar energy.These techniques perform well under uniform and weak shading conditions but fail when shading conditions are strong.In this paper,a new method is proposed which uses Machine Learning based algorithm called Opposition-Based-Learning(OBL)to deal with partial shading conditions.Simulation studies on different cases of partial shading have proven this technique effective in attaining MPP. 展开更多
关键词 maximum power point tracking flower pollination algorithm opposition-based-learning flower pollination algorithm hybridized with opposition based learning
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Evaluation of On-Line MPPT Algorithms for PV-Based Battery Storage Systems
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作者 Belqasem Aljafari Eydhah Almatrafi +3 位作者 Sudhakar Babu Thanikanti Sara A.Ibrahim Mohamed A.Enany Marwa M.Ahmed 《Computers, Materials & Continua》 SCIE EI 2022年第11期3595-3611,共17页
This paper presents a novel Simulink models with an evaluation study of more widely used On-Line Maximum Power Point tracking(MPPT)techniques for Photo-Voltaic based Battery Storage Systems(PV-BSS).To have a full comp... This paper presents a novel Simulink models with an evaluation study of more widely used On-Line Maximum Power Point tracking(MPPT)techniques for Photo-Voltaic based Battery Storage Systems(PV-BSS).To have a full comparative study in terms of the dynamic response,battery state of charge(SOC),and oscillations around the Maximum Power Point(MPP)of the PV-BSS to variations in climate conditions,these techniques are simulated in Matlab/Simulink.The introduced methodologies are classified into two types;the first type is conventional hill-climbing techniques which are based on instantaneous PV data measurements such as Perturb&Observe and Incremental Conductance techniques.The second type is a novel proposed methodology is based on using solar irradiance and cell temperature measurements with pre-build Adaptive Neuro-Fuzzy Inference System(ANFIS)model to predict DC–DC converter optimum duty cycle to track MPP.Then evaluation study is introduced for conventional and proposed On-Line MPPT techniques.This comparative study can be useful in specifying the appropriateness of the MPPT techniques for PV-BSS.Also the introduced model can be used as a valued reference model for future research related to Soft Computing(SC)MPPT techniques.A significant improvement of SOC is achieved by the proposed model and methodology with high accuracy and lower oscillations. 展开更多
关键词 Photo-voltaic based battery storage systems adaptive neuro-fuzzy inference system maximum power point tracking perturb&observe technique incremental conductance technique state of charge
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Safety Measurements of Electromagnetic Fields Radiated from Mobile Base Stations in the Western Region of Saudi Arabia
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作者 Mouaaz Nahas Mohammed T. Simsim 《Wireless Engineering and Technology》 2011年第4期221-229,共9页
Over the last decade, detrimental effects of human exposure to electromagnetic radiations have received widespread attention. Communications and Information Technology Commission (CITC) in Saudi Arabia has set guideli... Over the last decade, detrimental effects of human exposure to electromagnetic radiations have received widespread attention. Communications and Information Technology Commission (CITC) in Saudi Arabia has set guidelines and launched a national project—in collaboration with academic and research institutions—to perform measurements of the “electromagnetic fields” (EMFs) radiated from base stations of the mobile phone network. In keeping with its mission to address problems of the local community, Electrical Engineering (EE) department at Umm Al-Qura University (UQU) has been commissioned to conduct this project in the western region of Saudi Arabia. The project is concerned with measuring the strength of EMFs around base stations to locate the Maximum Peak Point (MPP). The aim of measurements is to ensure the site compliance with the CITC guidelines for human exposure to Radiofrequency (RF). This paper discusses possible health consequences caused by human exposure to RF radiations. Furthermore, it sum- marizes the results from 20 selective base stations located in Makkah, Madinah, Jeddah, Taif and Yanbu. The results show that EMF levels at all surveyed sites are far below the National Guidelines for public exposure to RF and that the MPPs are found within the distance range suggested in the CITC guidelines. The paper concludes by providing some useful comments and recommendations for RF sites surveyors. 展开更多
关键词 Electromagnetic FIELDS base STATION maximum PEAK Point RADIOFREQUENCY Power Density Public LIMIT OCCUPATIONAL LIMIT National Guidelines
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Research on Pedestrian Detection Technology Based on MSR and Faster R-CNN
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作者 Xueyun Zhao Chaoju Hu 《Journal of Computer and Communications》 2018年第7期54-63,共10页
In order to avoid the problem of poor illumination characteristics and inaccurate positioning accuracy, this paper proposed a pedestrian detection algorithm suitable for low-light environments. The algorithm first app... In order to avoid the problem of poor illumination characteristics and inaccurate positioning accuracy, this paper proposed a pedestrian detection algorithm suitable for low-light environments. The algorithm first applied the multi-scale Retinex image enhancement algorithm to the sample pre-processing of deep learning to improve the image resolution. Then the paper used the faster regional convolutional neural network to train the pedestrian detection model, extracted the pedestrian characteristics, and obtained the bounding boxes through classification and position regression. Finally, the pedestrian detection process was carried out by introducing the Soft-NMS algorithm, and the redundant bounding box was eliminated to obtain the best pedestrian detection position. The experimental results showed that the proposed detection algorithm achieves an average accuracy of 89.74% on the low-light dataset, and the pedestrian detection effect was more significant. 展开更多
关键词 Deep Learning PEDESTRIAN Detection Region-based Convolutional NEURAL Network Image Enhancement Non-maximum SUPPRESSION
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The Facets of the Bases Polytope of a Matroid and Two Consequences
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作者 Brahim Chaourar 《Open Journal of Discrete Mathematics》 2018年第1期14-20,共7页
Let M be a matroid defined on a finite set E and L?&#8834;?E?. L is locked in M if??and ?are 2-connected, and . In this paper, we prove that the nontrivial facets of the bases polytope of M are described by the lo... Let M be a matroid defined on a finite set E and L?&#8834;?E?. L is locked in M if??and ?are 2-connected, and . In this paper, we prove that the nontrivial facets of the bases polytope of M are described by the locked subsets. We deduce that finding the maximum-weight basis of M is a polynomial time problem for matroids with a polynomial number of locked subsets. This class of matroids is closed under 2-sums and contains the class of uniform matroids, the Vámos matroid and all the excluded minors of 2-sums of uniform matroids. We deduce also a matroid oracle for testing uniformity of matroids after one call of this oracle. 展开更多
关键词 baseS POLYTOPE FACETS Locked SUBSETS maximum-Weight Basis Problem Polynomially Locked MATROIDS MATROID Oracle Testing Unformity of a MATROID
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