Machine learning for pore-water pressure time-series prediction: Application of recurrent neural networks     

Xin Wei  Lulu Zhang  Hao-Qing Yang  Limin Zhang  Yang-Ping Yao 《地学前缘(英文版)》2021,12(1):453-467

Knowledge of pore-water pressure(PWP)variation is fundamental for slope stability.A precise prediction of PWP is difficult due to complex physical mechanisms and in situ natural variability.To explore the applicability and advantages of recurrent neural networks(RNNs)on PWP prediction,three variants of RNNs,i.e.,standard RNN,long short-term memory(LSTM)and gated recurrent unit(GRU)are adopted and compared with a traditional static artificial neural network(ANN),i.e.,multi-layer perceptron(MLP).Measurements of rainfall and PWP of representative piezometers from a fully instrumented natural slope in Hong Kong are used to establish the prediction models.The coefficient of determination(R^2)and root mean square error(RMSE)are used for model evaluations.The influence of input time series length on the model performance is investigated.The results reveal that MLP can provide acceptable performance but is not robust.The uncertainty bounds of RMSE of the MLP model range from 0.24 kPa to 1.12 k Pa for the selected two piezometers.The standard RNN can perform better but the robustness is slightly affected when there are significant time lags between PWP changes and rainfall.The GRU and LSTM models can provide more precise and robust predictions than the standard RNN.The effects of the hidden layer structure and the dropout technique are investigated.The single-layer GRU is accurate enough for PWP prediction,whereas a double-layer GRU brings extra time cost with little accuracy improvement.The dropout technique is essential to overfitting prevention and improvement of accuracy.  相似文献   

西大别南缘印支期吕王-高桥-永佳河构造混杂岩带的厘定及其构造意义          下载免费PDF全文

徐扬  杨振宁  邓新  王令占  刘浩  金鑫镖  张维峰  魏运许  彭练红  黄海永 《地球科学》2021,46(4):1173-1198

在西大别造山带的区调工作中,新识别出一系列中元古代末-新元古代的岩石-构造单元,它们沿着吕王-高桥-永佳河一线展布,并构成一条NNW-SEE向展布的构造混杂岩带.该混杂岩带主要由超镁铁质-镁铁质岩、硅泥质岩、石英质岩、大理岩、含碳陆源碎屑岩、双峰式火山岩以及卷入其中的榴辉岩等多种变质岩块(片)共同组成,并赋存于一套遭受...  相似文献   

收缩情境下城市用地结构时空格局演变及动力机制——以中国东北地区为例   总被引：3，自引：1，他引：2  

宋洋  朱道林  YEUNG Godfrey  徐阳  张立新 《地理研究》2021,40(5):1387-1403

构建城市用地结构时空格局演变分析框架,引入信息熵和偏移份额模型定量剖析2000-2017年中国东北地区城市用地结构时空格局演变特征,通过计量经济模型分阶段对比分析收缩情境下东北地区城市用地结构演变的动力机制.结果表明:东北地区城市用地总面积持续增长,用地结构信息熵整体呈现先上升、后下降的趋势.2011年以后,城市用地结...  相似文献   

藏南错那洞淡色花岗岩中电气石矿物学和地球化学特征     

吴明锴  张刚阳  张丁川  陈曦  杨宾 《矿物岩石》2021,41(4):44-58

错那洞淡色花岗岩与错那洞穹隆及周边的铅锌和钨锡铍矿床具有时空上的密切关系.含电气石淡色花岗岩是错那洞高分异淡色花岗岩的代表性岩石.岩相学研究表明,错那洞电气石可分为GT型和PT型两类.本次研究利用电子探针以及LA-ICP-MS分析两种类型电气石的化学组成.结果表明,GT型电气石中Fe/(Fe+Mg)原子比值为0.83～...  相似文献   

黔北煤田吴家寨地区晚二叠世煤层地球化学特征及聚煤环境分析     

杨旭  刘志臣  秦先进  肖林  陈磊  李隆富  汪洋 《贵州地质》2021,38(3):299-308

为了探讨煤层地球化学特征和成煤环境的关系,根据黔北煤田吴家寨地区上二叠统龙潭组煤样地球化学特征分析数据,评价了该地区晚二叠世煤的总体煤质特征,重点探讨了煤灰成分指数、微量元素和稀土元素与成煤环境的联系.结果表明,研究区灰成分指数(Fe2 O3+CaO+MgO)/(SiO2+Al2 O3)、SiO2+Al2 O3平均0....  相似文献   

《气象与环境科学》征订、征稿启事     

杨建民  王宗仁  魏建军 《气象与环境科学》2007,30(4):94-94

利用20052006年许昌市逐日供电量和气温、降水、相对湿度等气象要素资料,分析了供电量和这些气象要素之间的相关关系,结果表明,温度为影响本地用电量的主要气象因子,特别是夏季用电量对气温变化的反应更加敏感.  相似文献   

利用Grads软件绘制离散点要素等值线   总被引：5，自引：1，他引：4  

杨建民  王宗仁  魏建军 《气象与环境科学》2007,30(4):91-93

介绍了用Grads软件绘制离散点气象要素等值线的方法以及Grads软件地图文件的存储格式,并以绘制长治地区雨量等值线图为例, 介绍了用Grads软件绘制离散点要素等值线的具体实现过程和脚本程序原代码.  相似文献   

纳米塑料和二氧化钛食相暴露对凡纳滨对虾血细胞功能及抗氧化系统的影响     

朱效鹏  单恩翠  赵建民  王清 《海洋通报》2021,40(3):337-347

纳米塑料和纳米金属氧化物粒子在不同领域的使用量日益增多,这些纳米材料进入水生系统可能带来的相关环境风险引起了人们的关注.本文通过食相暴露,分析了100 nm纳米聚苯乙烯(PS)和纳米二氧化钛(TiO2)暴露对凡纳滨对虾(Litopenaeus vannamei)的血细胞功能和氧化还原平衡的干扰.实验组对虾分别投喂混有2...  相似文献   

Spatial variations of dimethylsulfide and dimethylsulfoniopropionate in the surface microlayer and in the subsurface waters of the South China Sea during springtime   总被引：3，自引：0，他引：3  

Yang GP  Jing WW  Kang ZQ  Zhang HH  Song GS 《Marine environmental research》2008,65(1):85-97

Spatial variations in dimethylsulfide (DMS) and dimethylsulfoniopropionate (DMSP) were surveyed in the surface microlayer and in the subsurface waters of the low productivity South China Sea in May 2005. Overall, average subsurface water concentrations of DMS and DMSP of dissolved (DMSPd) and particulate (DMSPp) fractions were 1.74 (1.00-2.50), 3.92 (2.21-6.54) and 6.06 (3.40-8.68) nM, respectively. No enrichment in DMS and DMSPp was observed in the microlayer. In contrast, the microlayer showed a DMSPd enrichment, with an average enrichment factor (EF, defined as the ratio of the microlayer concentration to subsurface water concentration) of 1.40. In the study area, none of the sulfur components were correlated with chlorophyll a. An important finding in this study was that DMS, DMSP and chlorophyll a concentrations in the surface microlayer were respectively correlated with those in the subsurface water, suggesting a close linkage between these two water bodies. The ratios of DMS:Chl-a and DMSPp:Chl-a showed a gradually increasing trend from North to South. This might be due to changes in the proportion of DMSP producers in the phytoplankton community with the increased surface seawater temperature. A clear diurnal variation in the DMS and DMSP concentrations was observed at an anchor station with the highest concentrations appearing during the day and the lowest concentrations during the night. The higher DMS and DMSP concentrations during daytime might be attributed to the light-induced increase in both algal synthesis and exudation of DMSP and biological production of DMS. The mean flux of DMS from the investigated area to the atmosphere was estimated to be 2.06 micromo lm(-2)d(-1). This low DMS emission flux, together with the low DMS surface concentrations was attributed to the low productivity in this sea.  相似文献   

利用机载GNSS反射信号反演海面风速的研究   总被引：2，自引：0，他引：2  

王迎强  严卫  符养  李萍 《海洋学报》2008,30(6):51-59

全球卫星导航定位系统的反射信号(GNSS-R)遥感技术作为一种新型的、低成本的、高机动性的海面微波遥感测风技术,与其他测风手段优势互补,可以增加测风手段的多样性,弥补局部测风手段不足的状况。研究了接收机在机载高度时,GPS反射信号功率理论模型四部分函数的性质,在此基础之上,数值模拟了机载高度下理论相关功率波形,基于海面风速对波形峰值与后沿的影响,提出了一种能够兼顾所有理论波形信息的二维插值风速反演方法。利用该方法,结合实测机载数据对海面风速进行反演,反演的风速均值与附近测站风速均值相差为1.4 m/s,与浮标数据相一致。  相似文献