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基于可见/近红外光谱的黄河口区土壤盐分及其主要离子的定量分析 被引量:28
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作者 刘亚秋 陈红艳 +2 位作者 王瑞燕 常春艳 陈哲 《中国农业科学》 CAS CSCD 北大核心 2016年第10期1925-1935,共11页
【目的】定量、准确地监测盐渍土,对其防治和农业可持续发展至关重要,论文旨在明确黄河口区土壤盐分及其主要离子的特征光谱,建立适用于该区域的土壤盐渍化定量分析模型,提高其定量分析的精度和稳定性。【方法】首先以山东省垦利县为研... 【目的】定量、准确地监测盐渍土,对其防治和农业可持续发展至关重要,论文旨在明确黄河口区土壤盐分及其主要离子的特征光谱,建立适用于该区域的土壤盐渍化定量分析模型,提高其定量分析的精度和稳定性。【方法】首先以山东省垦利县为研究区,于2014年10月5—9日野外采集代表性土样96个,对土样风干后,采用土壤化学分析方法室内分析盐分及其主要离子(Cl^-、Na^+、Ca^(2+))含量,并采用美国ASD Fieldspec 3光谱仪测定土样可见/近红外高光谱数据,对光谱反射率进行去噪、一阶导数变换等预处理;然后基于盐分及其主要离子不同含量的样本光谱分析盐分及其主要离子的光谱响应,在此基础上,对样本的土壤盐分及其主要离子含量与反射率的一阶导数光谱进行逐波段的相关分析,按照相关系数高且显著的原则,选取各自的敏感波段,再根据敏感波段的交叉情况选取集中波段为特征波段,进而选取特征波段中具有极值相关系数的波段作为显著特征波段,综合确定表征土壤盐分及其主要离子(Cl^-、Na^+、Ca^(2+))的特征光谱;最后分别采用多元线性回归(multiple linear regression,MLR)、支持向量机(support vector machine,SVM)和随机森林(random forest,RF)方法构建土壤盐分及其主要离子的定量高光谱分析模型。【结果】研究区土壤盐分及其主要离子(Cl^-、Na^+、Ca^(2+))含量的光谱曲线形状和走势整体一致;土壤盐分及其主要离子(Cl^-、Na^+、Ca^(2+))的光谱响应谱区为1 320—1 495、1 790—1 920、2 120—2 290 nm;基于相关分析的土壤盐分及其主要离子的敏感谱区为1 490—1 520、1 890—1 930nm;最后综合光谱响应及相关分析确定土壤盐分及其主要离子的特征波段为1 493、1 801、1 911和2 289 nm,显著特征波段为1 493和1 911 nm。模型结果显示基于2个显著特征波段反射率一阶导数的模型精度均与4个特征波段的模型精度相当,表明显著特征光谱作为盐分及其主要离子的特征光谱进行其定量分析的有效性。比较3种建模方法,RF模型的预测效果最好,SVM模型次之,而MLR模型精度最低;对于盐分、Cl^-和Na^+,3种方法构建的模型均可有效地用于其定量分析,精度较高且稳定,然而Ca^(2+)预测精度还有待提高。通过综合比较分析,基于显著特征波段(1 493和1 911 nm)反射率一阶导数构建的随机森林(RF)模型对盐分、Cl^-和Na^+均具有较好的估测精度和稳定性,也可用于Ca^(2+)的定量估测。【结论】基于光谱响应及相关分析综合确定盐分及其主要离子的显著特征光谱(1 493和1 911 nm反射率一阶导数),进而采用随机森林方法构建盐分及其主要离子的定量估测模型,适用于黄河口区土壤盐渍化信息的有效提取。 展开更多
关键词 土壤盐渍化 可见/近红外光谱 黄河口区 随机森林 支持向量机
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现代黄河口区沉积环境与沉积物工程性质的关系 被引量:14
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作者 冯秀丽 沈渭铨 +1 位作者 杨荣民 杨中卿 《中国海洋大学学报(自然科学版)》 CAS CSCD 1994年第S3期21-28,共8页
根据最近几年的实际勘探资料和室内土工试验结果,结合现代黄河水少沙多、尾闾河段不断摆动的特点,分析现代黄河水下三角洲沉积物工程性质在三维空间的变化,阐明沉积物特征与形成时的水动力条件密切相关,指出:在河口沙嘴、沙坝处的... 根据最近几年的实际勘探资料和室内土工试验结果,结合现代黄河水少沙多、尾闾河段不断摆动的特点,分析现代黄河水下三角洲沉积物工程性质在三维空间的变化,阐明沉积物特征与形成时的水动力条件密切相关,指出:在河口沙嘴、沙坝处的沉积物较粗,性质较好,烂泥区的沉积物较细,性质较差。沉积物性质还随环境变化而变化,即潮汐、波浪的作用可使沉积物逐渐粗化、变密,从而使其含水量降低,压缩性变低,强度提高. 展开更多
关键词 现代黄河口区 沉积环境 水下三角洲地貌单元 工程性质 水动力条件
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黄河口区的风能资源及其开发设想
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作者 王兴海 《新能源》 1989年第6期42-43,共2页
关键词 黄河口区 风能资源 开发
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黄河口区风暴潮及其影响与预防对策的研究 被引量:4
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作者 刘凤树 丁文兰 +1 位作者 银铜 房德凤 《海洋科学集刊》 CAS 1994年第1期45-71,共27页
黄河口三角洲位于渤海西南岸,介于渤海湾和莱州湾之间,是我国沿海三大三角洲之一。从其发育史考证,黄河经利津县有效行水时间约千年。自1855年至今。
关键词 风暴潮 黄河口区 增水值 台风 羊角 渤海 预防对策 水位 皮尔逊 年极值
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Relocation of the Yellow River Estuary in 1855 AD Recorded in the Sediment Core from the Northern Yellow Sea 被引量:3
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作者 ZHOU Xin JIA Nan +2 位作者 CHENG Wenhan WANG Yuhong SUN Liguang 《Journal of Ocean University of China》 SCIE CAS 2013年第4期624-628,共5页
Relocation of the Yellow River estuary has significant impacts on not only terrestrial environment and human activities, but also sedimentary and ecological environments in coastal seas. The responses of regional geoc... Relocation of the Yellow River estuary has significant impacts on not only terrestrial environment and human activities, but also sedimentary and ecological environments in coastal seas. The responses of regional geochemical characteristics to the relocation event, however, have not been well studied. In the present study, we performed detailed geochemical elemental analyses of a sediment core from the northern Yellow Sea and studied their geochemical responses to the 1855AD relocation of the Yellow River estuary. The results show that TOC/TN, Co/A1203, Cr/A1203, Ni/A1203 and Se/A1203 ratios all decreased abruptly after 1855 AD, and similar decreases are observed in the sediments of the mud area southwest off the Cheju Island. These abrupt changes are very likely caused by the changes in source materials due to the relocation of the Yellow River estuary from the southern Yellow Sea to the Bohai Sea, which the corresponding decreasing trends caused by the changes in main source materials from those transported by the Liaohe River, the Haihe River and the Luanhe River to those by the Yellow River. Because the events have precise ages recorded in historical archives, these obvious changes in elemental geochemistry of sediments can be used to calibrate age models of related coastal sea sediments. 展开更多
关键词 relocation of the Yellow River estuary muddy sediments northern Yellow Sea elemental geochemistry
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Effect of Water and Sediment Regulation on Lower Yellow River 被引量:2
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作者 徐国宾 司春棣 《Transactions of Tianjin University》 EI CAS 2009年第2期113-120,共8页
According to the results of the water and sediment regulations of the Yellow River in year 2002—2007,the effect of erosion and deposition on the lower reaches,the amount and distribution of erosion and deposition in ... According to the results of the water and sediment regulations of the Yellow River in year 2002—2007,the effect of erosion and deposition on the lower reaches,the amount and distribution of erosion and deposition in the river mouth area,the adjustment of river regime,the effect of river regulation projects and changes of flowing capacity of the channel are analyzed.It is revealed that the water and sediment regulation is efficient to reduce deposition and improve the flowing capacity and the conditions of sediment transport. 展开更多
关键词 Yellow River water and sediment regulation river control sediment transport
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The distribution and variation of elements in sediments off the Huanghe (Yellow) River mouth 被引量:3
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作者 乔淑卿 石学法 +4 位作者 高晶晶 刘焱光 杨刚 朱爱美 王昆山 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2013年第4期876-885,共10页
Surface sediment samples collected off the Huanghe (Yellow) River mouth during the period 2007-2009 were analyzed for major and trace element concentrations. Concentrations of 16 elements were measured using X-ray f... Surface sediment samples collected off the Huanghe (Yellow) River mouth during the period 2007-2009 were analyzed for major and trace element concentrations. Concentrations of 16 elements were measured using X-ray fluorescence spectrometry. Results demonstrate that sediment grain size is the dominant factor controlling the spatial variations of elemental concentrations. Correlation and cluster analyses allowed classification of the study area into four geochemical regions: Regions Ⅰ and Ⅲare characterized by high concentrations ofAl2O3, Fe2O3, MgO, Na2O, K2O, Cr, Cu, Mn, Ni, Pb, V, and Zn, and contain fine-grained sediments with mean grain size (Mz)〈22 μm; and; Regions Ⅱ and Ⅳcontain mostly coarse-grained sediments, and are characterized by high concentrations of SiO2, Na2O, and Zr. The sediment entering the sea from the Huanghe River and its tributaries is enriched in Ca. Thus, the Ca/Al ratio was used as an indicator of the proportion of sediments in the study area that originated from the Huanghe River. Ca/Al ratios decrease from Regions Ⅰ and Ⅱ(located in the nearshore zone of the Huanghe River delta) to Regions Ⅲand Ⅳ(distributed in the offshore zone of the northern Huanghe River delta, southern and southeastern Laizhou Bay area). 展开更多
关键词 Huanghe (Yellow) River Bohai Sea major and trace elements grain size heavy metals
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