BP神经网络在GPS高程异常拟合中的应用

以提高GPS高程异常拟合的精度为目标,针对实际工程数据,对BP网络模型进行详细的设计,应用BP神经网络方法进行粗差的剔除和高程异常拟合实验及模型精度的评定,得到较满意的结果。通过与多面函数法得到的结果进行比较,证实该模型可使拟合精度有较大提高。     

Temporal trends of bulk precipitation and stream water chemistry (1977–1997) in a small forested area,Krusné hory,northern Bohemia,Czech Republic

The Krusné hory (Erzgebirge or Ore Mountains) has been heavily affected by high atmospheric pollutant deposition caused by fossil fuel combustion in an adjacent Tertiary coal basin. Long‐term routine sampling of bulk precipitation (1977–1996) and stream water (1977–1998) in a forested area on the south‐eastern slope of the mountains were used to evaluate trends and patterns in solute concentration and flux with respect to controlling processes. From 1977 to 1996, the annual volume‐weighted Ca²⁺ and SOconcentrations decreased in bulk precipitation. However, after 1989, when a pronounced and continuous decrease occurred in coal production, annual volume‐weighted concentrations decreased for most solutes, except H⁺. The concentration decreases were marked, with 1996 levels at or below 50% of those in 1989. The lack of a trend in H⁺ is attributed to similar decreases in both acid anions and neutralizing base cations. Stream water concentrations of most solutes, i.e. H⁺, Ca²⁺, Mg²⁺, SONOwere highest at the onset of sampling in 1977, decreased markedly from 1977 to 1983 and decreased more gradually from 1983 to 1998. The spruce forest die‐back and removal reduced dry deposition of these solutes by reducing the filtering action, which was provided by the forest canopy. A notable decrease in stream water Ca²⁺ concentrations occurred after 1995 and may be due to the depletion of Ca²⁺, which was provided by catchment liming in 1986, 1988 and 1989. Solute flux trends in bulk atmospheric deposition and stream water generally were not significant and the lack of trend is attributed to the large interannual variability in precipitation quantity and runoff, respectively. All solutes except Na⁺ varied seasonally. The average seasonal concentrations varied between the solutes, but for most solutes were highest in winter and spring and lowest in summer, correlating with the seasonal trend in runoff. For Ca²⁺, Mg²⁺ and SOthe concentration minimum occurs in September and the maximum occurs in February or March, correlating with the seasonal baseflow. These solutes are primarily controlled by the contribution of soil water and groundwater to stream flow. During snowmelt, the meltwater generally causes concentrations to decrease as soil water and groundwater are diluted. For NO₃ , average minimum concentrations occur in August at the end of the growing season concurrent with the lowest stream flow, and the maximum occurs in February and March with high stream flow during snowmelt. Seasonal stream water NOconcentration variations are large compared with the long‐term decrease. Copyright © 1999 John Wiley & Sons, Ltd.     

贵州安顺地区岩腊片区水淹坝岩溶内涝成因分析

水淹坝岩溶内涝是安顺市西秀区发育最大范围的岩溶内涝,严重制约了当地经济发展。本文以岩溶地下水系统为单元,通过开展1:10000水文地质调查、地球物理勘探、水文地质钻探等手段,查明内涝所在区的岩溶发育特征、水文地质条件。在此基础上分析得出,水力坡度小、岩层倾角缓造成地下河管道淤塞;人类工程活动使有水落水洞口堵塞,加之广阔的集雨面积和连续的强降雨是造成水淹坝岩溶内涝的主要原因。通过对水淹坝内涝成因分析,为岩溶内涝灾害综合整治提供参考依据。     

基于高光谱的土壤养分含量反演模型研究

为实现土壤养分（有机质SOM、全氮TN、全磷TP、全硫TS）含量的快速测定,以建三江创业农场为例,对土壤原始反射率进行了一阶微分（FD）、倒数对数（RL）、倒数一阶微分（FDR）、多元散射校正（MSC）和连续统去除（CR）变换,分析6种光谱变量与土壤养分的相关性,将在α=0.01水平上显著相关的波段作为特征波段,运用多元逐步回归（SMLR）、偏最小二乘回归（PLSR）和BP神经网络（BPNN）三种分析方法分别建立有机质、全氮、全磷和全硫的高光谱预测模型,并利用决定系数（R²）、均方根误差（RMSE）和相对分析误差（RPD）对预测模型进行评价.结果显示,PLSR和BPNN建立的土壤养分含量预测模型均优于SMLR,能极好地预测有机质和全氮含量,同时具有粗略估算全硫含量的能力.三种方法中仅有CR-BPNN能对全磷含量进行粗略估算.对有机质、全氮、全磷和全硫预测效果最佳的模型及其验证集决定系数分别为：MSC-PLSR （0.86）、MSC-PLSR （0.75）、CR-BPNN （0.56）、FDR-BPNN （0.67）.     

雷达图像模拟方法分析

目前最常用的雷达图像模拟方法有两种：以信号为基础的模拟方法和以特征为基础的模拟方法。首先介绍了雷达图像模拟的重要性,然后分析了两种方法的原理和特点,给出了各自的模拟流程,最后根据某一场景的DEM数据实现了该场景雷达图像的模拟,讨论两种模拟方法的侧重点和应用范围。     

A Novel Method for Real-Time Monitoring of Channel Siltation Based on Bistatic Scattering Theory

Monitoring the thickness changes of channel siltation is paramount in safeguarding navigation and guiding dredging.This paper presents a novel method for realizing the field monitoring of channel siltation in real time.The method is based on the bistatic scattering theory and concerned more with the receiving and processing of multipath signal at high-frequency and small grazing angle.By use of the multipath propagation structure of underwater acoustic channel,the method obtains the silt thickness by calculating the relative time delay of acoustic signals between the direct and the shortest bottom reflected paths.Bistatic transducer pairs are employed to transmit and receive the acoustic signals,and the GPS time synchronization technology is introduced to synchronize the transmitter and receiver.The WRELAX (Weighted Fourier transform and RELAX) algorithm is used to obtain the high resolution estimation of multipath time delay.To examine the feasibility of the presented method and the accuracy and precision of the developed system,a series of sea trials are conducted in the southwest coast area of Dalian City,north of the Yellow Sea.The experimental results are compared with that using high-resolution dual echo sounder HydroBoxTM,and the uncertainty is smaller than ±0.06 m.Compared with the existing means for measuring the silt thickness,the present method is innovative,and the system is stable,efficient and provides a better real-time performance.It especially suits monitoring the narrow channel with rapid changes of siltation.     

大功率压电换能器的设计

为了解决截渗墙等形体复杂的混凝土结构及岩体的质量检测问题,开展了声波相控震源初步研究工作.声波相控震源的设计和制作需要发射功率比较大,余震比较短的发射换能器.设计制作这类换能器除了选择电－声转换系数比较大的压电材料和几何尺寸外,还有一个重要因素就是换能器背衬的设计.将所测介质与换能器合在一起,本文用一维多层介质声波传播的物理模型进行研究,用所测介质位移的透射系数分析换能器背衬参数对换能器发射效率的影响.计算了背衬参数改变时位移透射系数随频率的变化曲线.在1kHz附近,背衬长度对透射系数影响比较大.以计算结果为指导,设计制作了四个大功率压电换能器,在黄河堤防截渗墙进行了实验,测量波形中有多个幅度比较明显的后续波,为进一步分析截渗墙特征提供了基础.     

2016年12月8日新疆呼图壁MS6.2地震发震构造初步研究

2016年12月8日呼图壁县发生M_S6.2地震,由于初始定位误差较大,余震序列分布离散,对呼图壁地震的发震断层尚不清楚。本研究采用CAP方法反演主震及余震中M_S ≥ 3.5地震的震源机制解,并采用双差定位方法对余震进行重定位,得到了637个地震的震源参数。结果显示,呼图壁地震主震的最佳双力偶节面解为：节面Ⅰ走向82°,倾角18°,滑动角61°;节面Ⅱ走向292°,倾角74°,滑动角98°。其中节面Ⅱ为本次地震的破裂面。重定位后,主震的震源位置被重定为（86.36°E,43.79°N）,震源深度14 km,根据余震的分布特点、震源机制解特征和区域构造特征,呼图壁地震的发震断层并不是南倾的准噶尔南缘断裂,而是在其北边的霍尔果斯-玛纳斯-吐谷鲁断裂带上的一个反冲断层。在北天山区域内,由于构造反转的作用,存在诸多倾角在45°~55°之间的北倾的断层。根据GPS的资料显示,天山北部地区的应力在新生代晚期已开始积累,这增加了天山北部前缘的发震概率。     

软着陆保护橡胶支座隔震体系振动台试验研究与比较

本文对一基础隔震模型进行了软着陆保护振动台模拟地震动试验,展示了该隔震体系在发生水平向大变形条件下,在不同后备支座以及滑移面摩擦系数不同情况下,轴压力从承载支座向后备支座转移的情况。结果表明:软着陆隔震保护体系不仅保护了承载支座免遭大变形失稳破坏,同时还能提供摩擦阻尼,将隔震层位移和上部结构层间位移控制在允许范围内。文中对隔震层位移、上部结构最大层间位移及绝对加速度等进行了分析,所得理论曲线与试验拟合曲线吻合较好。具有很大的应用前景。     

结合PRO-4SAIL和BP神经网络的叶绿素含量高光谱反演

针对PRO-4SAIL辐射传输模型耦合BP神经网络反演叶绿素时存在过拟合、预测精度低的问题,本文以研究区内实测的高光谱数据和模拟光谱数据为数据源,在模拟样本数据构成的训练集中添加部分实测样本数据,构建BP神经网络叶绿素反演模型,然后利用剩余的实测数据进行模型验证与精度评定。结果表明：向训练集中加入少量实测数据,可以解决叶绿素反演模型过拟合的问题,叶绿素含量的预测精度得到提升,实现准确的反演路域植被信息,为路域环境植被环境遥感监测评价提供一定的技术支持。