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Optimal design for rubber concrete layered periodic foundations based on the analytical approximations of band gaps and mapping relations
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作者 Wu Qiaoyun Xu Zhifeng +2 位作者 Xu Peishan Zeng Wenxuan Chen Xuyong 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2024年第3期593-608,共16页
The seismic performance of rubber concrete-layered periodic foundations are significantly influenced by their design,in which the band gaps play a paramount role.Aiming at providing better designs for these foundation... The seismic performance of rubber concrete-layered periodic foundations are significantly influenced by their design,in which the band gaps play a paramount role.Aiming at providing better designs for these foundations,this study first proposes and validates the analytical formulas to approximate the bounds of the first few band gaps.In addition,the mapping relations linking the frequencies of different band gaps are presented.Furthermore,an optimal design method for these foundations is developed,which is validated through an engineering example.It is demonstrated that ensuring the superstructure’s resonance zones are completely covered by the corresponding periodic foundation’s band gaps can achieve satisfactory vibration attenuation effects,which is a good strategy for the design of rubber concrete layered periodic foundations. 展开更多
关键词 periodic foundation band gap vibration attenuation seismic isolation optimal design
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Flow Field Improvement by Bowed Stator Stages in a Compressor with Different Axial Gaps Under Near Stall Condition 被引量:4
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作者 陆华伟 陈浮 +2 位作者 宋彦萍 万继林 王仲奇 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第3期215-222,共8页
The outlet flow fields of a low-speed repeating-stage compressor with bowed stator stages are measured with five-hole probe under the near stall condition when the rotor/stator axial gap varies. The performances of th... The outlet flow fields of a low-speed repeating-stage compressor with bowed stator stages are measured with five-hole probe under the near stall condition when the rotor/stator axial gap varies. The performances of the straight stator stages are investigated and compared to those of the bowed stator stages. The results show that using bowed stator stages could alleviate the flow separation at both upper and low corners of the suction surface and the endwalls, and decrease the losses along the flow passage as well as the outlet flow angle. As the rotor/stator axial gap decreases, although the diffusion capacity of the compressor increases obviously, the outlet flow field in the straight stator stages deteriorates quickly. By contrast, little changes occur in the bowed stator stages, indicating that as the rotor/stator axial gap decreases, improved performance is achieved in the bowed stator stages. 展开更多
关键词 COMPRESSOR bowed stator rotor/stator axial gap near stall condition corner separation
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IXSea Gaps超短基线定位数据卡尔曼滤波研究 被引量:3
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作者 王崇明 田春和 隋海琛 《水道港口》 2010年第2期144-147,共4页
文章介绍了IXSea Gaps超短基线定位系统及其优势,以及卡尔曼滤波的基本原理、特点、初始值选取和测量过程中所产生的野值的判断准则。在此基础上编写了适用于超短基线定位数据的卡尔曼滤波程序。对水下定位试验所采集的数据进行卡尔曼滤... 文章介绍了IXSea Gaps超短基线定位系统及其优势,以及卡尔曼滤波的基本原理、特点、初始值选取和测量过程中所产生的野值的判断准则。在此基础上编写了适用于超短基线定位数据的卡尔曼滤波程序。对水下定位试验所采集的数据进行卡尔曼滤波,得到了较平滑且与原始数据相吻合的滤波数据。 展开更多
关键词 IXSea gaps 超短基线 卡尔曼滤波
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高精度超短基线GAPS在水下定位中的应用 被引量:5
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作者 韩德忠 隋海琛 +1 位作者 赵阳 张兆富 《港工技术》 2009年第B07期40-43,共4页
GAPS是法国IXSEA公司开发的勿需标定的便携式超短基线声学定位(USBL)惯性导航系统,集全球定位系统GPS、水下声学定位系统及姿态传感器于一体,具有安装方便、操作简单、精度高等特点。介绍高精度超短基线GAPS的安装方法、技术优势和工程... GAPS是法国IXSEA公司开发的勿需标定的便携式超短基线声学定位(USBL)惯性导航系统,集全球定位系统GPS、水下声学定位系统及姿态传感器于一体,具有安装方便、操作简单、精度高等特点。介绍高精度超短基线GAPS的安装方法、技术优势和工程中的实际应用,对使用过程中影响定位精度的主要因素、误差削弱方法进行简单分析。 展开更多
关键词 高精度 超短基线 水下定位 gaps
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On Subspaces of Bloch Space and Series with Hadamard Gaps 被引量:7
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作者 谭海鸥 《数学进展》 CSCD 北大核心 1998年第3期214-223,共10页
本文研究了由修改的Besov模和Carleson测度所定义的Bloch空间的一类子空间.利用这类子空间与Hadamard缺项级数之间的关系,证明了他们之间的包含关系.作为所得结果的一个简单推论,本文对K.Stroet... 本文研究了由修改的Besov模和Carleson测度所定义的Bloch空间的一类子空间.利用这类子空间与Hadamard缺项级数之间的关系,证明了他们之间的包含关系.作为所得结果的一个简单推论,本文对K.Stroethof关于BMOA和VMOA的一个未解决的问题作出了否定的回答. 展开更多
关键词 BLOCH空间 CARLESON测度 子空间 H缺项级数
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氢氟酸处理InP/GaP/ZnS量子点的光学性能及其发光二极管应用
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作者 陈晓丽 陈佩丽 +3 位作者 卢思 朱艳青 徐雪青 苏秋成 《发光学报》 EI CAS CSCD 北大核心 2024年第1期69-77,共9页
采用氢氟酸(HF)原位注入法制备了InP/GaP/ZnS量子点。通过紫外/可见/近红外光谱、光致发光光谱、透射电镜、球差校正透射电镜、X射线衍射、X射线光电子能谱等测试手段分析了HF对InP量子点的发光性能影响。实验结果表明,HF刻蚀减少了量... 采用氢氟酸(HF)原位注入法制备了InP/GaP/ZnS量子点。通过紫外/可见/近红外光谱、光致发光光谱、透射电镜、球差校正透射电镜、X射线衍射、X射线光电子能谱等测试手段分析了HF对InP量子点的发光性能影响。实验结果表明,HF刻蚀减少了量子点表面氧化缺陷状态,有效控制了InP核表面的氧化,并且原子配体形式的F-钝化了量子点表面的悬挂键,显著提升了量子点的光学性能。HF处理的InP/GaP/ZnS量子点具有最佳的发光性能,PLQY高达96%。此外,用HF处理InP/GaP/ZnS量子点制备的发光二极管,其发光的电流效率为6.63 cd/A,最佳外量子效率(EQE)为3.83%。 展开更多
关键词 HF InP/gap/ZnS量子点 光学性能 发光二极管
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道地药材云木香GAP研究与规范化种植基地建设实践与展望
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作者 杨丽云 陈翠 +4 位作者 康平德 戚淑威 程远辉 徐天才 杨少华 《安徽农业科学》 CAS 2024年第19期11-15,共5页
云木香原产印度,20世纪30年代初在云南丽江引进种植,并逐渐推广扩展至全省多地,1959年首次出口,誉为“云木香”,为云南省重要道地药材之一,药用历史悠久。为规范云南道地药材云木香的栽培措施,以保证其产品质量,参照国家药品监督管理局... 云木香原产印度,20世纪30年代初在云南丽江引进种植,并逐渐推广扩展至全省多地,1959年首次出口,誉为“云木香”,为云南省重要道地药材之一,药用历史悠久。为规范云南道地药材云木香的栽培措施,以保证其产品质量,参照国家药品监督管理局颁布实施的《中药材生产质量管理规范》相关要求,综述云木香的道地沿革与种植历史、规范化种植技术研究、传统初加工方法的继承与创新、标准化生产质量管理体系的建立以及规范化种植试验示范基地建设5个方面的研究,以期为云南西北高寒山区该道地药材品种产业化生产提供科学依据。 展开更多
关键词 云木香 道地药材 gap研究 质量 可追溯
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基于关键词共现的学科领域研究空白(Research Gaps)发现 被引量:8
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作者 肖香龙 李信 +1 位作者 高寒 程齐凯 《情报工程》 2018年第6期37-50,共14页
文章首先对知识发现和研究空白(Research Gaps)发现的相关研究现状和问题梳理,设计和实现了一个基于关键词共现的学科领域Research Gaps发现算法;然后,以Web of Science中图书情报领域在1900-2017年的全部文献为研究对象,利用提出的算... 文章首先对知识发现和研究空白(Research Gaps)发现的相关研究现状和问题梳理,设计和实现了一个基于关键词共现的学科领域Research Gaps发现算法;然后,以Web of Science中图书情报领域在1900-2017年的全部文献为研究对象,利用提出的算法进行图书情报领域Research Gaps识别,并对识别得到的Research Gaps填补文献与普通文献从时间分布、类别分布和著者分布等方面进行对比分析。研究结果表明:(1)本文提出的Research Gaps发现算法能够较好的发现图情领域中有实际意义的Research Gaps,为推广至其他学科奠定基础;(2)Research Gaps填补文献较普通文献具有较高的影响力。 展开更多
关键词 关键词共现 RESEARCH gaps发现 非相关文献 图书情报领域
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基于5GAP模型的高校食堂服务质量差距分析与对策探讨 被引量:1
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作者 陈森 《中国食品工业》 2024年第8期62-64,58,共4页
食堂服务是高校后勤服务体系中最重要的环节之一,高校食堂管理必须要有的放矢地改进工作。5GAP模型是一种直接有效的服务环节分析工具,更注重找出内部的服务缺陷。在以往的高校食堂研究中,多以顾客满意度的外部视角分析服务质量问题,本... 食堂服务是高校后勤服务体系中最重要的环节之一,高校食堂管理必须要有的放矢地改进工作。5GAP模型是一种直接有效的服务环节分析工具,更注重找出内部的服务缺陷。在以往的高校食堂研究中,多以顾客满意度的外部视角分析服务质量问题,本文通过5GAP模型以内部视角分析发现引发高校食堂服务质量问题的根源,以期能对高校食堂服务质量的改进和提升起到一定作用。 展开更多
关键词 服务质量 5gap模型 高校食堂
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青年职场“Gap day”现象探究
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作者 张良驯 付成梅 《中国青年社会科学》 CSSCI 北大核心 2024年第4期11-22,共12页
青年职场“Gap day”现象引起了社会的广泛关注和热烈讨论。青年职场“Gap day”现象的典型特征是:通过语言上的拼贴与再造,表达部分职业青年的困顿疲倦情绪;通过行为上的放空与逃离,排解青年在工作中积攒的情绪和压力;通过价值上的戏... 青年职场“Gap day”现象引起了社会的广泛关注和热烈讨论。青年职场“Gap day”现象的典型特征是:通过语言上的拼贴与再造,表达部分职业青年的困顿疲倦情绪;通过行为上的放空与逃离,排解青年在工作中积攒的情绪和压力;通过价值上的戏谑与自嘲,赋予青年的短暂休息以正向意义。青年职场“Gap day”现象的深层原因是:青年在高压生存环境中的“弹性姿态”、在加速社会运行中的“精神逃离”和在社会时钟齿轮下的“自我审视”。对青年职场“Gap day”现象的有效治理,既要着眼于青年发展,运用公共政策实现青年发展的普遍性诉求,又要立足于青年就业,采取切实措施促进青年实现高质量充分就业。 展开更多
关键词 gap day 青年现象 青年就业 青年职业发展
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A review of the roles of forest canopy gaps 被引量:35
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作者 Adele Muscolo Silvio Bagnato +1 位作者 Maria Sidari Roberto Mercurio 《Journal of Forestry Research》 SCIE CAS CSCD 2014年第4期725-736,共12页
Treefall gap, canopy opening caused by the death of one or more trees, is the dominant form of disturbance in many forest systems worldwide. Gaps play an important role in forest ecology helping to pre- serve bio- and... Treefall gap, canopy opening caused by the death of one or more trees, is the dominant form of disturbance in many forest systems worldwide. Gaps play an important role in forest ecology helping to pre- serve bio- and pedo-diversity, influencing nutrient cycles, and maintain- ing the complex structure of the late-successional forests. Over the last 30 years, numerous reviews have been written describing gap dynamics. Here we synthesize current understanding on gap dynamics relating to tree regeneration with particular emphasis on gap characteristics consid- ered critical to develop ecologically sustainable forest management sys- tems and to conserve native biodiversity. Specifically, we addressed the question: how do gaps influence forest structure? From the literature re- viewed, the size of gaps induces important changes in factors such as light intensity, soil humidity and soil biological properties that influence tree species regeneration and differ in gaps of different sizes. Shade- tolerant species can colonize small gaps; shade-intolerant species need large gaps for successful regeneration. Additionally, gap dynamics differ between temperate, boreal, and tropical forests, showing the importance of climate differences in driving forest regeneration. This review summa- rizes information of use to forest managers who design cutting regimes that mimic natural disturbances and who must consider forest structure, forest climate, and the role of natural disturbance in their designs. 展开更多
关键词 BIODIVERSITY gap cutting gap dynamic forest management forest restoration
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Effects of gaps on regeneration of woody plants: a meta-analysis 被引量:19
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作者 Jiaojun Zhu Deliang Lu Weidong Zhang 《Journal of Forestry Research》 SCIE CAS CSCD 2014年第3期501-510,共10页
Forest gaps, openings in the canopy caused by death of one or more trees, have a profound effect on forest regeneration and drive the forest growth cycle. It is therefore necessary to understand the effects of forest ... Forest gaps, openings in the canopy caused by death of one or more trees, have a profound effect on forest regeneration and drive the forest growth cycle. It is therefore necessary to understand the effects of forest gaps on regeneration for modern forest management. In order to provide a quantitative assessment of the effects of forest gaps on regen-eration of woody plants, we conducted this review of gap effects on woody plant regeneration on the basis of 527 observations from 42 indi-vidual papers, and reported the results of these data in a meta-analysis. Overall, densities of regenerated woody plants were significantly greater (359%) in forest gaps than on the closed-canopy forest floor. The regen-eration density in gaps of plantation forests was significantly greater (P&lt;0.05) than that of natural forest because the regeneration in gaps of plan-tation forests was improved by both gap effects and experimental meas-ures. Similarly, in comparison to natural gaps, regeneration was better enhanced in artificial gaps. Regeneration density exhibited a significantly positive correlation with gap size, but a negative correlation with gap age because the gap size decreased with increasing gap age. Shade tolerance of woody plants affected regeneration density in gaps and understory. Average regeneration density of shade-tolerant species exhibited a sig-nificantly positive response to gaps but densities remained lower in total than those of intermediate and shade-intolerant species. Gap effects on regeneration decreased in response to increasing temperature and pre-cipitation because of the limiting effects of lower temperature and moisture on woody plant regeneration. In summary, forest gaps enhance woody plant regeneration, and the effects of gaps varied by forest type, gap characteristics, environmental factors and plant traits. The results of this meta-analysis are useful for better understanding the effects and roles of gaps on forest regeneration and forest management. 展开更多
关键词 forest gap REGENERATION DISTURBANCE gap size gap age shade tolerance
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Influence of Gaps Between Multiple Floating Bodies on Wave Forces 被引量:25
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作者 缪国平 H. Ishida T. Saitoh 《China Ocean Engineering》 SCIE EI 2000年第4期407-422,共16页
The present study aims to give general hints about hydrodynamic interactions for water wave diffraction on a super large floating structure composed of a large number of box-shaped modules with many small gaps in betw... The present study aims to give general hints about hydrodynamic interactions for water wave diffraction on a super large floating structure composed of a large number of box-shaped modules with many small gaps in between. And meanwhile, it also aims to seek for an effective way to take the gap influence into consideration without numerical difficulties existing in conventional methods. An asymptotic matching technique is exploited by virtue of the smallness of gaps. Formal potential solutions are established for the near field around the gap ends and the far field away from gap ends, respectively, and the unknowns in those solutions are uniquely determined by asymptotic matching. The eigen-function expansion method is used for the outer far field and a series of pulsating sources at each gap end is introduced to simulate the gap influence. Strong hydrodynamic interaction is observed and a new resonant phenomenon, the mechanism of which differs absolutely from any known ones, is revealed in the present study. Sharp peak responses for both vertical and horizontal wave-exciting forces on each block are found around some special resonance frequencies, which depend on the draft of the structure and the gap width. The present results are of practical significance to the design of links (connectors) of modules for super large floating structures. And the importance is also closely related to the hydro-elasticity analysis for super large floating structures, in which local loads may be as important as the integrated loads. 展开更多
关键词 super large floating structure wave interaction RESONANCE gap influence
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Towards sustainable intensification of apple production in China—Yield gaps and nutrient use effi ciency in apple farming systems 被引量:22
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作者 WANG Na Joost Wolf ZHANG Fu-suo 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2016年第4期716-725,共10页
China is in a dominant position in apple production globally with both the largest apple growing area and the largest export of fresh apple fruits. However, the annual productivity of China's apple is significantly l... China is in a dominant position in apple production globally with both the largest apple growing area and the largest export of fresh apple fruits. However, the annual productivity of China's apple is significantly lower than that of other dominant apple producing countries. In addition, apple production is based on excessive application of chemical fertilizers and the nutrient use efficiency (especially nitrogen) is therefore low and the nutrient emissions to the environment are high. Apple production in China is considerably contributes to farmers' incomes and is important as export product. There is an urgent need to enhance apple productivity and improve nutrient use efficiencies in intensive apple production systems in the country. These can be attained by improved understanding of production potential, yield gaps, nutrient use and best management in apple orchards. To the end, priorities in research on apple production systems and required political support are described which may lead to more sustainable and environmental-friendly intensification of apple production in China. 展开更多
关键词 apple production China environmental problems nutrient use efficiency potential yield sustainableintensification yield gaps
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Flexural vibration band gaps in thin plates with two-dimensional binary locally resonant structures 被引量:6
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作者 郁殿龙 王刚 +2 位作者 刘耀宗 温激鸿 邱静 《Chinese Physics B》 SCIE EI CAS CSCD 2006年第2期266-271,共6页
The complete flexural vibration band gaps are studied in the thin plates with two-dimensional binary locally resonant structures, i.e. the composite plate consisting of soft rubber cylindrical inclusions periodically ... The complete flexural vibration band gaps are studied in the thin plates with two-dimensional binary locally resonant structures, i.e. the composite plate consisting of soft rubber cylindrical inclusions periodically placed in a host material. Numerical simulations show that the low-frequency gaps of flexural wave exist in the thin plates. The width of the first gap decreases monotonically as the matrix density increases, The frequency response of the finite periodic thin plates is simulated by the finite element method, which provides attenuations of over 20dB in the frequency range of the band gaps. The findings will be significant in the application of phononic crystals. 展开更多
关键词 phononic crystals flexural vibration band gaps locally resonant
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Characteristics of typhoon disturbed gaps in an old-growth tropical montane rainforest in Hainan Island, China 被引量:4
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作者 Huai Yang Shirong Liu +3 位作者 Kunfang Cao Jingxin Wang Yide Li Han Xu 《Journal of Forestry Research》 SCIE CAS CSCD 2017年第6期1224-1232,共9页
Disturbances that create gaps can shape the structure and function of forests. However, such disturbance regimes in Asian tropical montane rainforests remain largely unquantified. Least studied are typhoon disturbance... Disturbances that create gaps can shape the structure and function of forests. However, such disturbance regimes in Asian tropical montane rainforests remain largely unquantified. Least studied are typhoon disturbances that are attributable to climate change. We investigated gap characteristics in terms of size, age, and gap-maker to quantify the gap disturbance regimes in an intact old-growth tropical montane rainforest on Hainan Island, China. The intensity of typhoons has increased since 1949, and typhoon winds blow mostly (45.5%) from the northeast corner of Hainan Island, resulting in a higher frequency of gaps in the northeast. A total of 221 gap-makers (trees that fell to create canopy gaps) and 53 gaps were observed in a 3.16 ha old-growth rainforest. Most canopy gaps (85%) were < 200 m(2). The average size of canopy gaps was smaller in the rainforest than in other tropical forests, while the average size of expanded gaps was similar to those in other tropical forests. The maximum age of gaps was 23.5 years indicating that gaps had more rapid turnover than other parts of tropical forests. The frequency distribution of gap-makers followed a lognormal distribution with a distinctive peak at three gap-makers, which was different from the inverse J-shaped curve typical of other tropical forests. Gaps were recorded mainly on slopes between 20A degrees and 35A degrees and wood density of gap-makers was between 0.6 and 0.7 g cm(-3). Our results suggest that small-scale disturbance was the dominant agent of gap formation in this old-growth rainforest that is subject to increasing typhoon disturbances. 展开更多
关键词 gap characteristics gap-makers OLD-GROWTH Slope Tropical montane rainforest Typhoon disturbance Wood density
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Tuning of band gaps for a two-dimensional piezoelectric phononic crystal with a rectangular lattice 被引量:9
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作者 Yize Wang Fengming Li +2 位作者 Yuesheng Wang Kikuo Kishimoto Wenhu Huang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2009年第1期65-71,共7页
In this paper, the elastic wave propagation in a two-dimensional piezoelectric phononic crystal is studied by considering the mechanic-electric coupling. The generalized eigenvalue equation is obtained by the relation... In this paper, the elastic wave propagation in a two-dimensional piezoelectric phononic crystal is studied by considering the mechanic-electric coupling. The generalized eigenvalue equation is obtained by the relation of the mechanic and electric fields as well as the Bloch-Floquet theorem. The band structures of both the in-plane and anti-plane modes are calculated for a rectangular lattice by the planewave expansion method. The effects of the lattice constant ratio and the piezoelectricity with different filling fractions are analyzed. The results show that the largest gap width is not always obtained for a square lattice. In some situations, a rectangular lattice may generate larger gaps. The band gap characteristics are influenced obviously by the piezoelectricity with the larger lattice constant ratios and the filling fractions. 展开更多
关键词 PIEZOELECTRICITY Phononic crystal Rectangular lattice - Plane-wave expansion method Band gap
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Numerical study of resonance induced by wave action on multiple rectangular boxes with narrow gaps 被引量:5
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作者 NING Dezhi SU Xiaojie +1 位作者 ZHAO Ming TENG Bin 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2015年第5期92-102,共11页
By introducing a source term into the Laplace equation, a two-dimensional fully nonlinear time-domain numerical wave flume (NWF) is developed to investigate the resonance induced by the interaction between waves and... By introducing a source term into the Laplace equation, a two-dimensional fully nonlinear time-domain numerical wave flume (NWF) is developed to investigate the resonance induced by the interaction between waves and multiple objects with narrow gaps. In the numerical model, the fully nonlinear kinematic and dynamic boundary conditions are satisfied on the instantaneous free surface and the constant artificial damping is employed in the gaps to approximate the viscous dissipation due to vortex motion and flow separation. The computational domain is discretized using a higher-order boundary element method (HOBEM). The proposed model is firstly validated against the published experimental data and numerical results of the wave height in the narrow gap between two boxes, the wave heights in the two gaps of three boxes, and wave loads on the boxes. Then, the extensive numerical experiments are performed to study the influences of the number of the boxes and the gap spacing on the resonant frequency, reflected and transmitted wave heights and wave loads on the boxes. 展开更多
关键词 narrow gap RESONANCE higher-order boundary element nonlinear numerical wave flume
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Tunable band gaps in acoustic metamaterials with periodic arrays of resonant shunted piezos 被引量:3
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作者 陈圣兵 温激鸿 +1 位作者 王刚 温熙森 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第7期262-266,共5页
Periodic arrays of resonant shunted piezoelectric patches are employed to control the wave propagation in a two-dimensional (2D) acoustic metamaterial. The performance is characterized by the finite element method. ... Periodic arrays of resonant shunted piezoelectric patches are employed to control the wave propagation in a two-dimensional (2D) acoustic metamaterial. The performance is characterized by the finite element method. More importantly, we propose an approach to solving the conventional issue of the nonlinear eigenvalue problem, and give a convenient solution to the dispersion properties of 2D metamaterials with periodic arrays of resonant shunts in this article. Based on this modeling method, the dispersion relations of a 2D metamaterial with periodic arrays of resonant shunted piezos are calculated. The results show that the internal resonances of the shunting system split the dispersion curves, thereby forming a locally resonant band gap. However, unlike the conventional locally resonant gap, the vibrations in this locally resonant gap are unable to be completely localized in oscillators consisting of shunting inductors and piezo-patches. 展开更多
关键词 piezoelectric shunting METAMATERIAL phononic band gaps
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Object-based forest gaps classification using airborne LiDAR data 被引量:4
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作者 Xuegang Mao Jiyu Hou 《Journal of Forestry Research》 SCIE CAS CSCD 2019年第2期617-627,共11页
Object-based classification differentiates forest gaps from canopies at large regional scale by using remote sensing data. To study the segmentation and classification processes of object-based forest gaps classificat... Object-based classification differentiates forest gaps from canopies at large regional scale by using remote sensing data. To study the segmentation and classification processes of object-based forest gaps classification at a regional scale, we sampled a natural secondary forest in northeast China at Maoershan Experimental Forest Farm.Airborne light detection and ranging(LiDAR; 3.7 points/m2) data were collected as the original data source and the canopy height model(CHM) and topographic dataset were extracted from the LiDAR data. The accuracy of objectbased forest gaps classification depends on previous segmentation. Thus our first step was to define 10 different scale parameters in CHM image segmentation. After image segmentation, the machine learning classification method was used to classify three kinds of object classes, namely,forest gaps, tree canopies, and others. The common support vector machine(SVM) classifier with the radial basis function kernel(RBF) was first adopted to test the effect of classification features(vegetation height features and some typical topographic features) on forest gap classification.Then the different classifiers(KNN, Bayes, decision tree,and SVM with linear kernel) were further adopted to compare the effect of classifiers on machine learning forest gaps classification. Segmentation accuracy and classification accuracy were evaluated by using Mo¨ller's method and confusion metrics, respectively. The scale parameter had a significant effect on object-based forest gap segmentation and classification. Classification accuracies at different scales revealed that there were two optimal scales(10 and 20) that provided similar accuracy, with the scale of 10 yielding slightly greater accuracy than 20. The accuracy of the classification by using combination of height features and SVM classifier with linear kernel was91% at the optimal scale parameter of 10, and it was highest comparing with other classification classifiers, such as SVM RBF(90%), Decision Tree(90%), Bayes(90%),or KNN(87%). The classifiers had no significant effect on forest gap classification, but the fewer parameters in the classifier equation and higher speed of operation probably lead to a higher accuracy of final classifications. Our results confirm that object-based classification can extract forest gaps at a large regional scale with appropriate classification features and classifiers using LiDAR data. We note, however, that final satisfaction of forest gap classification depends on the determination of optimal scale(s) of segmentation. 展开更多
关键词 FOREST gap Scale segmentation Classification FEATURE LIDAR CHM Object based Machine learning
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