Multivariate adaptive regression splines for estimating riverine constituent concentrations     

Hong Huang  Xiaoliang Ji  Fang Xia  Shuhui Huang  Xu Shang  Han Chen  Minghua Zhang  Randy A. Dahlgren  Kun Mei 《水文研究》2020,34(5):1213-1227

Regression-based methods are commonly used for riverine constituent concentration/flux estimation, which is essential for guiding water quality protection practices and environmental decision making. This paper developed a multivariate adaptive regression splines model for estimating riverine constituent concentrations (MARS-EC). The process, interpretability and flexibility of the MARS-EC modelling approach, was demonstrated for total nitrogen in the Patuxent River, a major river input to Chesapeake Bay. Model accuracy and uncertainty of the MARS-EC approach was further analysed using nitrate plus nitrite datasets from eight tributary rivers to Chesapeake Bay. Results showed that the MARS-EC approach integrated the advantages of both parametric and nonparametric regression methods, and model accuracy was demonstrated to be superior to the traditionally used ESTIMATOR model. MARS-EC is flexible and allows consideration of auxiliary variables; the variables and interactions can be selected automatically. MARS-EC does not constrain concentration-predictor curves to be constant but rather is able to identify shifts in these curves from mathematical expressions and visual graphics. The MARS-EC approach provides an effective and complementary tool along with existing approaches for estimating riverine constituent concentrations.  相似文献   

Measured and modelled above‐ and below‐canopy turbulent fluxes for a snow‐dominated mountain forest using GEOtop     

Andrew T. Fullhart  Thijs J. Kelleners  Heather N. Speckman  Daniel Beverly  Brent E. Ewers  John M. Frank  William J. Massman 《水文研究》2019,33(18):2464-2480

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New formulae for capacity energy-based assessment of liquefaction triggering     

Yasaman Jafariavval 《Marine Georesources & Geotechnology》2020,38(2):214-222

Abstract

Liquefaction of loose saturated soil deposits is a hazardous type of ground failure occurring under earthquake excitations. Therefore, an accurate estimation of liquefaction potential is extremely important in geotechnical engineering. In the current study, a new model is proposed which estimates the level of strain energy needed for liquefaction initiation. A compiled database containing cyclic tests gathered from previously published works was used to develop new models to predict liquefaction potential. M5′ algorithm was used to find the best correlation between parameters. It was shown that not only the derived formulas are acceptably accurate but also they feature a very simple structure in comparison with available formulas in the literature. The proposed equations are accurate, physically sound and uncomplicated. Furthermore, safety factors were given for different levels of risk, which can be useful for engineering practice. In addition, the influence of different predictors on the liquefaction potential was evaluated and also the significance of input variables was assessed via sensitivity analysis. Finally, a new model was introduced for preliminary estimation of liquefaction potential.  相似文献   

Near‐surface hydraulic conductivity of northern hemisphere glaciers          下载免费PDF全文

Ian T. Stevens  Tristram D.L. Irvine‐Fynn  Philip R. Porter  Joseph M. Cook  Arwyn Edwards  Martin Smart  Brian J. Moorman  Andy J. Hodson  Andrew C. Mitchell 《水文研究》2018,32(7):850-865

The hydrology of near‐surface glacier ice remains a neglected aspect of glacier hydrology despite its role in modulating meltwater delivery to downstream environments. To elucidate the hydrological characteristics of this near‐surface glacial weathering crust, we describe the design and operation of a capacitance‐based piezometer that enables rapid, economical deployment across multiple sites and provides an accurate, high‐resolution record of near‐surface water‐level fluctuations. Piezometers were employed at 10 northern hemisphere glaciers, and through the application of standard bail–recharge techniques, we derive hydraulic conductivity (K) values from 0.003 to 3.519 m day^?1, with a mean of 0.185 ± 0.019 m day^?1. These results are comparable to those obtained in other discrete studies of glacier near‐surface ice, and for firn, and indicate that the weathering crust represents a hydrologically inefficient aquifer. Hydraulic conductivity correlated positively with water table height but negatively with altitude and cumulative short‐wave radiation since the last synoptic period of either negative air temperatures or turbulent energy flux dominance. The large range of K observed suggests complex interactions between meteorological influences and differences arising from variability in ice structure and crystallography. Our data demonstrate a greater complexity of near‐surface ice hydrology than hitherto appreciated and support the notion that the weathering crust can regulate the supraglacial discharge response to melt production. The conductivities reported here, coupled with typical supraglacial channel spacing, suggest that meltwater can be retained within the weathering crust for at least several days. Not only does this have implications for the accuracy of predictive meltwater run‐off models, but we also argue for biogeochemical processes and transfers that are strongly conditioned by water residence time and the efficacy of the cascade of sediments, impurities, microbes, and nutrients to downstream ecosystems. Because continued atmospheric warming will incur rising snowline elevations and glacier thinning, the supraglacial hydrological system may assume greater importance in many mountainous regions, and consequently, detailing weathering crust hydraulics represents a research priority because the flow path it represents remains poorly constrained.  相似文献   

Post‐orogenic sediment drape in the Northern Pyrenees explained using a box model     

Thomas Bernard  Hugh D. Sinclair  Mark Naylor  Frdric Christophoul  Mary Ford 《Basin Research》2021,33(1):118-137

The transition to a post‐orogenic state in mountain ranges has been identified by a change from active subsidence to isostatic rebound of the foreland basin. However, the nature of the interplay between isostatic rebound and sediment supply, and their impact on the topographic evolution of a range and foreland basin during this transition, has not been fully investigated. Here, we use a box model to explore the syn‐ to post‐orogenic evolution of foreland basin/thrust wedge systems. Using a set of parameter values that approximate the northern Pyrenees and the neighbouring Aquitaine foreland basin, we evaluate the controls on sediment drape over the frontal parts of the retro‐wedge following cessation of crustal thickening. Conglomerates preserved at approximately 600‐m elevation, which is ~ 300 m above the present mountain front in the northern Pyrenees are ca. 12 Ma, approximately 10 Myrs younger than the last evidence of crustal thickening in the wedge. Using the model, this post‐orogenic sediment drape is explained by the combination of a sustained, high sediment influx from the range into the basin relative to the efflux out of the basin, combined with cessation of the generation of accommodation space through basin subsidence. Post‐orogenic sediment drape is considered a generic process that is likely to be responsible for elevated low‐gradient surfaces and preserved remnants of continental sedimentation draping the outer margins of the northern Pyrenean thrust wedge.  相似文献   

Identifying the scope of the Lhasa Metropolitan Area based on a spatial field energy model     

Wang  Zhenbo  Li  Jiaxin  Liang  Longwu 《地理学报(英文版)》2021,31(2):245-264

The cultivation and development of modern metropolitan areas with the aim of establishing new regional centers with competitive edge is a key objective for the new-type urbanization directions in China. The construction of the Lhasa Metropolitan Area is of great significance for the promotion of the South Asia Channel, the ‘Belt and Road' initiative, the Bangladesh-China-India-Myanmar Economic Corridor, the Himalaya Economic Cooperation Zone, and for rapid development and long-term stability of the Qinghai-Tibet Plateau. This paper examines the scope of the Lhasa Metropolitan Area including Chengguanqu(Chengguan District), Doilungdeqen, Dagze, Lhunzhub, Damxung, Nyemo, Quxu, Maizhokunggar, Samzhubze Qu(Samzhubze District), Gyangze, Rinbung, Bainang, Nedong, Gonggar, and Zhanang using a spatial field energy model that combines nodality and accessibility indices and considers multiple indicators including traffic flow between cities. By combining factors such as the natural background, population agglomeration, the social economy, infrastructure construction, and the urban spatial structure of the Lhasa Metropolitan Area, it is proposed to build a bow-and-arrow-shaped urban system with ‘one core, two centers, one axis, and two wings' along the valleys and the transportation trunk lines of the area. The study advocates the construction of a pure land industrial system comprising a green cultural and tourism-oriented plateau.  相似文献   

多尺度视角下中国新能源汽车产业创新空间格局及网络特征   总被引：1，自引：1，他引：0  

张凯煌  千庆兰  陈清怡 《地理科学进展》2021,40(11):1824-1838

创新活动与创新网络的多尺度空间模式是创新经济地理学关注的焦点。论文选择在知识分类上兼具隐性和显性知识特征的新能源汽车产业作为研究对象,利用来自国家知识产权局的相关专利数据,分析了2001—2015年中国新能源汽车产业独立创新活动和合作创新网络在“区域—省域—市域”的多尺度空间特征,并对其进行空间分类。结果显示：① 创新活动在城市层面最具解释力度,中国新能源汽车产业技术创新活动主要集中在东部和北部沿海地区,市域尺度上的创新活动存在较大差异;② 内部创新网络和外部创新网络在区域层面最具解释力度,创新网络集中在东部和北部沿海地区,市域尺度上的创新网络变异明显;③ 在不同尺度上,创新网络与创新活动之间存在不同程度的差异。地方创新环境与创新主体性质是造成上述格局差异的重要原因。仅停留在空间上的分析很难深入解释创新网络格局,应从更微观的创新主体层面探究创新结网的过程和机理。此外,创新活动和创新网络分别具有“多尺度结构性嵌套”和“多尺度能动性交换”特征,未来研究应对两者之间的差别给予更多关注。  相似文献   

中国跨境风电项目的建设模式、梯度转移及减排潜力研究     

韩梦瑶  刘卫东  刘慧 《世界地理研究》2021,30(3):490-500

作为“一带一路”倡议的样板工程和旗舰项目,中巴经济走廊中的风电项目建设已经初现规模。中国在巴基斯坦的工程建设中,风电优先项目涉及的项目金额约为6.47亿元,运营期累计发电量可以达到近180亿千瓦时,可累计减少二氧化碳排放13.90兆吨。伴随跨境风电项目的梯度转移,中国可再生能源项目落地并网取决于东道国的政策制度安排、建设运营模式、设备供应体系以及电价收购协议等。本研究有助于协助沿线国家完善能源政策制度、加快清洁电力发展、应对气候变化、落实碳减排承诺,为绿色“一带一路”建设中可再生能源项目的推广提供借鉴。  相似文献   

能源地缘政治与能源权力研究   总被引：2，自引：1，他引：1  

杨宇  何则 《地理科学进展》2021,40(3):524-540

围绕油气资源的权力博弈仍然是当今世界最主要的能源权力争夺,但不同时代的能源权力的属性有所不同,能源安全与能源战略内涵也有所不同。论文在系统梳理能源地缘政治基础上,提出了能源权力的概念,并从地缘政治格局、能源安全观、能源网络和全球能源治理4个方面进行了具体阐述。研究认为：① 以能源分布、产销空间变化及其规律性总结是传统能源地缘政治研究的核心,油气资源地理分布的不平衡性是能源权力产生的最直接因素。② 从石油危机时代到未来新能源时代,能源安全观的不同是影响国际能源地缘政治权力变化的重要因素。③ 能源的商品属性和地缘属性决定了能源贸易不仅是经济行为,其空间的流动与国际政治关系密切。生产与消费的分离使得油气二次分配过程中的贸易控制和通道控制对能源权力重构产生重要影响。④ 全球能源权力巨变和复杂错综的能源权力网络将引发全球能源治理体系的新秩序。权力的主体从国家、国际组织、跨国公司转变为全球能源网络中利益共同体,能源治理的主题从一国之利益走向了全球能源权力的再分配过程。展望未来,如何在理论上建构新时代的能源权力的理论体系,深化气候变化和新能源等因素影响下的世界能源权力的演变、地理空间与权力的相互依赖关系、权力秩序的重构及其效应、全球能源治理机制及其治理模式等研究,对科学认知和研判世界能源形势与能源战略的演化具有重要的意义,也是能源地缘政治学研究的重要方向性命题。  相似文献   

Circulation and Heat Flux along the Western Boundary of the North Pacific     

JU Xia  MA Chao  XIONG Xuejun  GUO Yanliang  and YU Long 《中国海洋大学学报(英文版)》2020,19(1):1-12

On the basis of the conductivity temperature depth(CTD)observation data off the coast of the Philippines(7.5°–18°N,130°E–the east coast of the Philippines)in the fall of 2005,the water mass distribution,geostrophic flow field,and heat budget are examined.Four water masses are present:the North Pacific Tropical Surface Water,the North Pacific Sub-surface Water,the North Pacific Intermediate Water,and the Antarctic Intermediate Water(AAIW).The previous three corresponded with the North Equatorial Current(NEC),the Kuroshio Current(KC),and the Mindanao Current(MC),respectively.AAIW is the source of the Mindanao Undercurrent.The mass transport of NEC,KC,and MC is 58.7,15,and 27.95Sv,respectively(relative to 1500db).NEC can be balanced by the transport across the whole transect 18°N(31.81 Sv)and 7.5°N(26.11 Sv)but not simply by KC and MC.Direct calculation is used to study the heat flux.In sum,1.45PW heat is transported outwards the observed region,which is much more than that released from the ocean to the air at the surface(0.05PW).The net heat lost decreased the water temperature by 0.75℃each month on average,and the trend agreed well with the SST change.Vertically,the heat transported by the currents is mainly completed in the upper 500 m.  相似文献