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1.
文章主要根据机器学习算法（随机森林算法和极端梯度提升算法）和遥感水深反演的原理,利用Sentinel_2多光谱卫星数据和无人船实测水深数据,对内陆水体——梅州水库建立了随机森林（RF）、极端梯度提升（XGBoost）和支持向量机（SVM）水深反演模型,并对反演结果进行对比分析。结果表明：1）RF的训练精度为97%,测试精度为0.80;XGBoost模型的训练精度为97%,测试精度为0.79;SVM的训练精度为90%,测试精度为0.78。说明了在水深预测方面RF模型和XGBoost模型比SVM模型表现更好,对各个区段的水深值较为敏感。2）根据运行时间考察各个模型的效率,其中RF模型从读取数据至输出结果耗时3.92 s;XGBoost模型4.26 s;SVM模型6.66 s。因此,在反演精度和效率上RF模型优于XGBoost模型优于SVM模型,且RF模型的预测结果图细节更加丰富,轮廓更加分明;XGBoost模型次之,但总体效果也较好;SVM模型表现最差。由此可知,机器学习水深反演模型获得的水深结果精度明显提高,解决了传统水深反演模型精度不高的问题。 相似文献
2.
气象站点观测降水难以精确反映降水时空分布与变化,而雷达降水存在复杂地形区域精度不高等问题。为了最大限度发挥两者的优势,文章以广东省北部山区为研究区域,选择2018-08-26—30一次暴雨过程为研究对象,结合地形、与海岸线距离、植被指数、经纬度等地表辅助参量,分析地面站点降水与地表辅助参量、雷达降水的相关关系,利用XGBoost算法与克里金插值方法,构建地面-雷达日降水数据融合模型,得到了空间分辨率为1 km的日降水融合数据集。此外,采用多元线性回归（LM）与克里金插值方法,实现了地面-雷达日降水数据的融合,并利用地面降水数据分别对XGBoost与LM日降水融合性能进行精度验证。结果表明：1）地面降水与雷达降水存在显著的正相关,地面降水与地表辅助参量之间的相关性随时间变化;2）XGBoost预测精度整体上高于LM预测结果;经模型残差校正后,XGBoost融合模型的精度整体上优于LM融合模型,这是因为XGBoost方法在捕捉地面降水与地表辅助参量、雷达降水之间关系性能上优于LM方法。 相似文献
3.
建成环境与青少年步行通学的非线性关系——基于极限梯度提升模型的研究 总被引：1，自引：1，他引：0
步行不仅是一种原始、便捷的交通方式,同时也是体力活动的重要组成部分,对于提升公共健康、改善交通拥堵和减轻污染排放等均有重要的积极意义。然而,包括青少年在内的城市居民步行比例持续下降,体力活动水平日益降低。青少年正处于身心发育的关键时期,体力活动的缺乏将导致肥胖等慢性非传染病,为其将来发展埋下巨大的健康隐患。如何通过对建成环境进行干预,提高青少年步行通学比例,从而提高其体力活动水平,引起了不少学者的关注,取得了较为丰硕的研究成果。然而,既有研究存在以下不足：第一,大部分已有研究以西方城市为案例,很少研究关注中国城市;第二,绝大部分既有研究基于线性或广义线性的假设考察建成环境对步行通学的影响,很少研究关注两者之间的非线性关系。鉴于此,论文以厦门岛为案例,基于极限梯度提升模型,考察青少年家和学校建成环境对其步行通学的影响。研究发现：① 通学距离是影响青少年步行通学最重要的因素,其相对贡献接近4成(39.99%);② 建成环境(以5Ds模型表征)作用显著,家、校建成环境相对贡献合计达36.28%,超过社会经济属性(23.73%),离市中心的距离和道路交叉口密度等变量具有重要作用;③ 全部建成环境变量和主要社会经济属性变量均与青少年步行上学存在非线性关系,且存在明显的阈值效应。研究为城市决策者关于提高青少年步行通学倾向提供了丰富的政策启示。 相似文献
4.
Modal synthesis of high-frequency waves in Scotland 总被引：1，自引：0，他引：1
5.
J. Niesterowicz J. Jasiewicz 《International journal of geographical information science》2016,30(7):1450-1468
We present a pattern-based regionalization of the conterminous US – a partitioning of the country into a number of mutually exclusive and exhaustive regions that maximizes the intra-region stationarity of land cover patterns and inter-region disparity between those patterns. The result is a discretization of the land surface into a number of landscape pattern types (LPTs) – spatial units each containing a unique quasi-stationary pattern of land cover classes. To achieve this goal, we use a recently developed method which utilizes machine vision techniques. First, the entire National Land Cover Dataset (NLCD) is partitioned into a grid of square-size blocks of cells, called motifels. The size of a motifel defines the spatial scale of a local landscape. The land cover classes of cells within a motifel form a local landscape pattern which is mathematically represented by a histogram of co-occurrence features. Using the Jensen–Shannon divergence as a dissimilarity function between patterns we group the motifels into several LPTs. The grouping procedure consists of two phases. First, the grid of motifels is partitioned spatially using a region-growing segmentation algorithm. Then, the resulting segments of this grid, each represented by its medoid, are clustered using a hierarchical algorithm with Ward’s linkage. The broad-extent maps of progressively more generalized LPTs resulting from this procedure are shown and discussed. Our delineated LPTs agree well with the perceptual patterns seen in the NLCD map. 相似文献
6.
树轮资料(1511～1954)太阳活动的多尺度分析——EMD方法的应用 总被引：1，自引：0，他引：1
用EMD对Stu iver等提供的树轮14C资料进行分析,结果为:①得到太阳活动的准3、6、11、22、44、110、200、300 a的周期;从趋势项中可以得到准600 a甚至更长的周期波动;②可以判断太阳活动经典的极小期,与公认的极小期有一定的滞后性。从树轮14C含量的变化趋势中可以判断从1954~2100年的太阳活动变化逐渐变强,从2100~2350年太阳活动逐渐开始变弱;③从每个尺度周期波动的时变特征中可以得到,即使在太阳活动的极小期,太阳活动依然存在频率和强度不同的周期波动。 相似文献
7.
中国东部沿海地区乡村发展类型及其乡村性评价 总被引：62，自引：4，他引：58
在界定农业主导、工业主导、商旅服务和均衡发展四个乡村发展类型的基础上,对中国东部沿海地区的乡村发展类型进行了划分.基于乡村对社会具有的功能构建了乡村性指数(RI)以刻划不同发展类型的乡村性强弱,并对东部沿海地区各发展类型的乡村性进行了评价.结果表明:东部沿海地区57.6%的县市一、二、三产业得到均衡发展:农业主导、工业主导和商旅服务业主导的发展地域类型分别占总面积的18.64%、11.99%和11.75%:农业主导乡村发展类型中乡村性较强(RI>0.5)的地域占到59.1%:工业主导乡村发展类型中乡村性弱(RI<0.4)和居中(0.4相似文献
8.
Adopting Born and ray approximations, time-domain synthetic seismograms for P-P and P-S scattering from a plane wave incident on a thin, laterally heterogeneous layer are presented in this paper. The time-domain P coda is a convolution between a structure function and the second-order derivative of the time function of the incident P wave. Examples of synthetic seismograms are given using a time function from a computed short-period seismogram for a point explosive source in a half-space. These show that it is impossible, with realistic values of the parameters involved, to generate significant codas when only single scattering is involved. 相似文献
9.
The characteristics of a reflected spherical wave at a free surface are investigated by numerical methods; in particular, the polarization angles and amplitude coefficients of a reflected spherical wave are studied. The classical case of the reflection of a plane P wave from a free surface is revisited in order to establish our terminology, and the classical results are recast in a way which is more suited for the study undertaken. The polarization angle of a plane P wave, for a given angle of incidence, is shown to be 90° minus twice the angle of reflection of the reflected S wave. For a Poisson's ratio less than 1/3, there is a non-normal incident angle for which both amplification coefficients are 2 precisely; for this incident angle the direction of the particle motion at the free surface is also the direction of the incident wave. For a wave emanating from a spherical source, the polarization angle, for all angles of incidence, is always less than, or equal to, the polarization angle of a plane P wave. The vector amplification coefficient of a spherical wave, for all angles of incidence, is always greater than the vector amplification coefficient of a plane P wave. As expected, the results for a spherical wave approach the results for a plane P wave in the far field. Furthermore, there was a good agreement between the theoretical modelling and the numerical modelling using the dynamic finite element method (DFEM). 相似文献
10.
A Systems Perspective on World-Systems Theory 总被引：1，自引：1，他引：0
《The Journal of geography》2012,111(2):119-126
Abstract This article presents a conceptual framework that embeds ideas from world-systems theory within the larger systemic context known as the theory of dissipative structures. This article creates a theoretical perspective on global capitalism, both geographic and historical, that offers a sufficiently general and flexible model for this particular complex system in human geography. The goal is to provide a perspective that reflects the interconnectedness of individual and separate places into a larger global system that is a single functioning spatial entity. In this view, the modern world-system becomes a culmination of its past and a prologue to its future. 相似文献
11.
Summary Co-phase is a statistic designed for the detection and parameter estimation of signals by detector arrays. Ionospheric motions detected by an array of four phase-path sounders following a large earthquake are found by the co-phase technique to have a phase velocity equal to that of seismic Rayleigh waves of the same period, and to arrive from the direction of the epicentre. The calculation of co-phase for an 80-min sample of data from an 8-element array of microbarographs detects the presence of a signal from a high energy event despite a signal-to-noise ratio of less than unity. Co-phase analysis of acoustic signals generated by the Saturn-Apollo rocket launches indicates that these signals originate at ionospheric heights and propagate in a waveguide between a soundspeed maximum and a steep density gradient in the mesosphere. 相似文献
12.
《The Journal of geography》2012,111(1):27-37
Abstract Determining the direction in which to face another location on the globe is a problem with significant social and religious meaning, and one with a rich and interesting history in the Western world. Yet a fully satisfying geographic solution to this problem is hindered by our intuitive perception of the world as a flat surface-where a “straight” path (1) is the shortest distance, and (2) maintains a constant angle. On a curved surface, however, only one of these two properties can be satisfied: the first, by a great circle; the second, by a rhumb line. These two solutions are analyzed, compared, and applied to the direction-facing problem. 相似文献
13.
P.J. Taylor M.A. Doel M. Hoyler D.R.F. Walker J.V. Beaverstock 《Singapore journal of tropical geography》2000,21(3):233-245
A new evaluation of the Pacific Rim concept is presented. The originality of this test for regional coherence is to be found in the basic units being analysed: cities instead of states. Based on a theoretical framework that identifies world city and world city network formation in terms of the office networks of advanced producer service firms, we use a principal components analysis to analyse a data set of 28 Pacific Rim cities and 46 global service firms. This identifies five main groupings of cities in terms of similar mixes of corporate service firms: a western Rim group; a group of ‘old Commonwealth’ cities; a market communist group of cities; Tokyo as a global city; and US cities as a specific separate group. These results confirm numerous earlier studies that were sceptical of the existence of a coherent Pacific Rim region. However, the particular approach adopted here allows us to identify the Pacific Rim generically as a particularly pernicious construct. We conclude that the Pacific Rim is a geographical chaotic conception. 相似文献
14.
毛乌素沙地北缘泊江海子剖面粒度特征及环境意义 总被引：12，自引：8，他引：4
通过毛乌素沙地现代风成沙的粒度与泊江海子剖面沉积物粒度特征对比分析,确定了剖面中4个层位（290—210 cm、190—160 cm 、153.5—123.5 cm、50—40 cm）基本属于风成砂沉积,并且这些风成砂中间夹杂着三次湖相沉积,结合14C年代测定,我们认为此区域在4 000—5 000 a BP存在以下沉积（气候）旋回:至(4 958±84)a BP,沉积风成砂,反映该时期风沙活动强烈,气候干燥,冬季风强盛;(4 958±84)a BP前后,沉积物为灰绿色湖相层,表明这一时期存在短暂的湖面扩展,沙漠退缩;(4 958±84)—(4 793±74)a BP,沉积风成砂,反映了湖泊的退缩和沙漠的扩展;(4 793±74)—(4 536±70)a BP,湖相沉积物,反映了流域降水量的增多;(4 536±70)—(4 085±67)a BP沉积风成砂后,(4 085±67)a BP前后又出现了短暂的湖相沉积,之后又是风成砂沙沉积。 相似文献
15.
Robert W. Lake 《Urban geography》2017,38(4):479-494
Democracy everywhere is under siege, overwhelmed by oligarchy, apathy, bureaucracy, and spectacle, at best an ideal that has never been achieved. Yet against the dystopian vision of post-democracy and the post-political is what John Dewey, more than a half-century ago, called “creative democracy,” a moral practice of radical equality in the pragmatic, collective project of hammering out answers to the question of how we should live. This article explores Dewey’s concept of creative democracy as a moral idea, a personal ethic, a collective commitment, and a precondition for political practice. Establishing the conditions for creative democracy requires a significant reconsideration of the education of democratically competent citizens and of the democratic practice of research and knowledge production. Creative democracy is a poetic project, an imaginative opening, an ethical possibility, a shared responsibility, and a practice of hope that opens a path to achieving a better kind of life to be lived. 相似文献
16.
Matt Wade 《Singapore journal of tropical geography》2019,40(1):158-172
After a major flood in Jakarta in 2007, the government of Indonesia partnered with a consortium of Dutch engineers and designers to produce a solution. In 2013, this consortium proposed a plan for the Great Garuda, a megaproject that combined a deep seawall and private real estate, both in an archipelago of reclaimed islands that would be shaped like the mythical garuda eagle, Indonesia's national symbol. Despite a range of infeasibilities and opposition, the Great Garuda became the most prominent vision for the city's future. This article argues that the promotion of the Great Garuda was a process of ‘hyper‐planning’, which projected the city as a national triumph and a global spectacle. The plan served the political objective of creating the mere possibility of a ‘new Jakarta’ apart from the perceived chaos of the current capital. Further, the plan functioned as a performative object through its iconic imagery and its circulations. The process of hyper‐planning simultaneously projected a future of urban success, but also displaced the contingencies of the future to the private sector, beyond the purview of the state. 相似文献
17.
18.
Christian Lucas 《International journal of geographical information science》2013,27(10):1897-1915
To improve the formal integration of verbally given spatial information in a geographical information system, a methodology for converting such information to a geographical representation was developed. This was applied to examples of a spatial-related analysis of natural language text messages in the domain of disaster management. This article presents an approach for such a conversion by using a suitable knowledge representation as well as formal modelling structures. The structures are provided by an ontology-supported knowledge base. With respect to spatial uncertainty, a formal representation based on possibility theory was defined. Moreover, a cluster algorithm was developed for handling information of different sources and building a spatial context. 相似文献
19.
Magnetic anisotropy produced by magma flow: theoretical model and experimental data from Ferrar dolerite sills (Antarctica) 总被引：3，自引：0，他引：3
Volcanic rocks forming sills, dykes or lava flows may display a magnetic anisotropy derived from the viscous flow during their emplacement. We model a sill as a steady-state flow of a Bingham fluid, driven by a pressure gradient in a horizontal conduit. The magma velocity as a function of depth is calculated from the motion and constitutive equations. Vorticity and strain rate are determined for a reference system moving with the fluid. The angular velocity and the orientation of an ellipsoidal magnetic grain immersed in the fluid are calculated as functions of time or strain. Magnetic susceptibility is then calculated for a large number of grains with a uniform distribution of initial orientations. It is shown that the magnetic lineation oscillates in the vertical plane through the magma flow direction, and that the magnetic foliation plane changes periodically from horizontal to vertical. The results are compared with the magnetic fabric of Ferrar dolerite sills (Victoria Land, East Antarctica) derived from low-field susceptibility measurements. 相似文献
20.
根据腾格里沙漠周边地区9个气象站点1960-2012年逐月平均气温、平均最高气温、平均最低气温、降水量、平均相对湿度、日照时数和平均风速的观测资料,利用线性回归、滑动平均和Mann-Kendall突变检验分析了该区1960-2012年气候变化特征。结果表明:1960-2012年,腾格里沙漠周边地区年平均气温以0.34 ℃/10a的速率呈显著上升的趋势,并于1989年发生显著突变;从季节变化来看,冬季升温幅度最大,达0.52 ℃/10a;年平均最高、最低气温均呈显著上升的趋势,但是年平均最低气温的升温速率0.44 ℃/10a明显大于最高气温升温速率0.25 ℃/10a,增暖的不对称性导致年平均气温日较差以0.18 ℃/10a的速率显著减小。年降水量以1.08 mm/10a的速率增加,但变化趋势不显著,四季降水量均有不同程度的增加;湿润指数的变化亦不显著,年、春季、夏季和秋季湿润指数均有减小趋势,冬季湿润指数有增加趋势;年、季平均风速皆呈显著减小的趋势,年平均风速减小的速率为0.15 m·s-1·(10a)-1,日照时数以5.6 h/10a的速率呈不显著的增加趋势,各季节日照时数有不同的变化趋势,春季和夏季日照时数呈增加趋势,而秋季和冬季的日照时数呈减小趋势。 相似文献