Water quality monitoring at a virtual watershed monitoring station using a modified deep extreme learning machine     

Jian Jin  Lei Li  Huan Xu  Guang Lin 《水文科学杂志》2020,65(3):415-426

ABSTRACT

A new deep extreme learning machine (ELM) model is developed to predict water temperature and conductivity at a virtual monitoring station. Based on previous research, a modified ELM auto-encoder is developed to extract more robust invariance among the water quality data. A weighted ELM that takes seasonal variation as the basis of weighting is used to predict the actual value of water quality parameters at sites which only have historical data and no longer generate new data. The performance of the proposed model is validated against the monthly data from eight monitoring stations on the Zengwen River, Taiwan (2002–2017). Based on root mean square error, mean absolute error, mean absolute percentage error and correlation coefficient, the experimental results show that the new model is better than the other classical spatial interpolation methods.  相似文献   

吉林龙井地震台阵勘选     

张洪艳  陈俊杰  卢燕红  郑国栋  高金哲  蔡宏雷 《地震地磁观测与研究》2020,41(6):69-74

吉林省地震监测台网自数字化观测以来，地震监测能力和速报速度明显提高，但东部的延边地区测震台网密度仍相对偏低。为了进一步提升该区地震监测能力，中国地震局拟在吉林省延边州龙井市建设1个地震台阵，采用圆形阵列方式布设，孔径设为3 km，由9个子台组成。通过图上勘选、宏观勘选、仪器勘选，最终确定9个台点的具体位置，并给出布台方案，为今后实地建设台站打下坚实基础。  相似文献   

Radar isochronic layer dating for a deep ice core at Kunlun Station,Antarctica     

Tang  Xueyuan  Sun  Bo  Wang  Tiantian 《中国科学:地球科学(英文版)》2020,63(2):303-308

The ages and accumulation rates of ice are important boundary conditions for paleoclimatic ice models. Radardetected isochronic layers can be used to date the ice column beneath the ice surface and infer past accumulation rates. A Deep Ice-Core Drilling Project has been carried out at Kunlun station in the Dome A region, East Antarctica. Radio echo sounding data are collected during the 2004/2005 Chinese National Research Expedition and the 2007/2008 Dome Connection East Antarctica project of the Alfred Wegener Institute(Germany). Radar isochronic layers from the dataset were linked to compare a new deep ice core site from Kunlun station and the Vostok ice core site. Ten visible layers, accounting for ~50% ice thickness at the Kunlun station ice core site, were dated based on the Vostok ice core chronology. At 1,640 m depth below surface, an age of ~160,400 yr was determined, corresponding to a bright layer at Kunlun station. These layers provided geometric information on the past surface of the ice sheet around the ice core site through the Wisconsin glacial stage, Eemian interglacial and Marine Isotope Stage6. Based on a simple ice flow model and the age-depth relationship, we concluded that the region around the Kunlun ice core site had lower past accumulation rates, consistent with the present pattern. The age-depth relationship would thus be expected to correlate and constrain the chronology of the deep ice core at Kunlun station in the future.  相似文献   

离散Fréchet距离在强震台站场地分类中的应用     

梁基冠  程印  赵岑 《震灾防御技术》2019,14(4):731-741

当强震台站场地资料不完整时，所收集到的强震数据因缺乏准确的场地类别信息而难以有效利用。为解决这一问题，本文提出一种基于离散Fréchet距离的强震台站场地分类方法。将获取到的664个KiK-net台站场地按照《建筑抗震设计规范（GB 50011—2010）》进行分类，并构建2个数据集。利用数据集1得到Ⅰ、Ⅱ、Ⅲ类场地标准谱比曲线，并结合离散Fréchet距离对数据集2中的台站进行场地分类，统计分类成功率与误判率。统计结果表明，本文方法能较准确地对场地进行分类，且误判率在可接受范围内。将本文方法分类统计结果与斯皮尔曼秩相关系数法分类的成功率与误判率进行对比，结合本文方法分类后得到的平均谱比曲线，均可表明应用本文方法进行强震台站场地分类具有合理性。  相似文献   

DOT2008A海面地形模型在我国邻近海域的精度评估     

马刚  邓孟真 《海洋技术学报》2019,38(5)

文中首先介绍了DOT2008A模型建立的原理和方法,利用我国48个长期验潮站19 a连续观测数据验证DOT2008A模型的精度,其均方差为0.118 m,残差的标准偏差为0.086 m;联合多源测高卫星建立的海面地形模型数据验证DOT2008A的精度,均方差为0.106 m,残差的标准偏差为0.099 5 m,且其残差分布图基本符合正态分布。从实验结果来看,DOT2008A模型在我国周边海域精度较高,其建立方法较为合理,转化应用价值较高;同时与多源测高卫星建立的海面地形比较结果来看,验证了自主建立的海面地形模型的正确性,对建立我国高精度海面地形模型具有重要的借鉴意义。  相似文献   

全球大洋潮汐模式在北印度洋潮汐预报准确性的评估     

刘经东  张文静  刘春笑  郑后俊  朱首贤  史剑  聂屿 《海洋通报》2019,(2):159-166

为评估DTU10、TPXO8、GOT00.2和NAO.99b 4个全球大洋潮汐模式对北印度洋潮汐的预报能力,采用英国海洋资料中心提供的海区中部和沿岸站潮汐调和常数资料,检验了这些模式4个主要分潮(M_2、S_2、K_1、O_1)的准确度。它们的各分潮调和常数资料准确度都比较高,振幅绝均差的最大值仅5.61 cm,迟角绝均差的最大值仅9.13°。这些模式的调和常数给出潮波传播特征差别不大。基于这些模式提供的调和常数,分别建立了北印度洋4、8和16分潮潮汐预报模型,将预报结果与中国海事服务网提供的沿岸24个站潮汐表资料进行对比。各模式的8分潮(M_2、S_2、N_2、K_2、K_1、O_1、P_1、Q_1)潮汐预报模型均优于4分潮(M_2、S_2、K_1、O_1)潮汐预报模型,NAO.99b模式可以提供16分潮(M_2、S_2、N_2、K_2、K_1、O_1、P_1、Q_1、MU_2、NU_2、T_2、L_2、2N_2、J_1、M1、OO_1)潮汐预报模型,但是对预报结果改善不明显;在各模式中,GOT00.2模式的8分潮潮汐预报模型对北印度洋沿岸的预报效果最好,平均绝均差为14.97 cm。  相似文献   

GPS静态精密单点定位算法精度分析   总被引：1，自引：0，他引：1  

符华年  张旭东  胡玉坤 《测绘通报》2019,(2):95-98

采用精密轨道和钟差，利用Bernese软件解算得到亚洲地区13个IGS跟踪站的站坐标、对流层ZTD和接收机钟差，将解算的结果与CODE发布的结果对比发现：静态PPP算法解算的N方向收敛精度明显优于E方向和U方向，4~6 h后，坐标偏差在1 cm左右；NEU RMS均值分别为0.45、0.29、0.69 cm，ZTD RMS均值为0.85 cm，接收机钟差RMS均值为0.14 ns。试验表明：精密单点定位算法具有较高的精度和可靠性，可为实际工程测量及相关地球物理信号研究提供理论依据。  相似文献   

自动照准全站仪精密三角高程测量在跨河水准测量中的应用     

郝旦  王芬 《测绘通报》2019,(3):159-162

随着全自动智能型全站仪的发展及光学水准仪的逐步淘汰，精密三角高程测量在跨河高程传递方面应用广泛。本文详细介绍了基于全自动照准全站仪的精密三角高程测量的四边形跨河水准测量方法的原理及步骤，并对该方法中对向观测获取跨河点间高差进行了理论推导和精度分析，证明了控制在一定跨河距离内并采取相应措施消除其他误差的情况下，该方法可用于二等水准跨河测量；最后通过实例证实了该方法能满足二等跨河水准测量精度要求。  相似文献   

大跨径斜拉桥主梁线形测控新方法研究及应用     

顾玄龙  刘成龙  李雷  沈卢明  蒋涛  杨雪峰 《测绘通报》2019,(4):49-53,59

大跨径斜拉桥结构刚度小、变形大，为保证主梁顺利合龙，施工过程必须快速精确定位主梁上各个节段的平面和竖向线形。区别于传统的极坐标主梁平面线形测控方法，本文提出采用全站仪自由设站法测控主梁平面线形；同时区别于传统的水准测量方法，提出采用全站仪间接高差传递的方法测控主梁竖向线形。介绍了两种新方法的测量原理，通过工程实例论证了新方法的可行性和实用性，且能够大幅度提高测控效率，可为其他大跨径桥梁主梁线形的测控提供一定的参考。  相似文献   

Long-term soil moisture content estimation using satellite and climate data in agricultural area of Mongolia     

Enkhjargal Natsagdorj  Philippe De Maeyer  Chimgee Dari  Batchuluun Tseveen 《国际地球制图》2019,34(7):722-734

The purpose of this study is to estimate long-term SMC and find its relation with soil moisture (SM) of climate station in different depths and NDVI for the growing season. The study area is located in agricultural regions in the North of Mongolia. The Pearson’s correlation methodology was used in this study. We used MODIS and SPOT satellite data and 14 years data for precipitation, temperature and SMC of 38 climate stations. The estimated SMC from this methodology were compared with SM from climate data and NDVI. The estimated SMC was compared with SM of climate stations at a 10-cm depth (r² = 0.58) and at a 50-cm depth (r² = 0.38), respectively. From the analysis, it can be seen that the previous month’s SMC affects vegetation growth of the following month, especially from May to August. The methodology can be an advantageous indicator for taking further environmental analysis in the region.  相似文献