基于指标规范值的海水水质评价的SVR模型

为了建立具有普适通用的海水水质评价的支持向量机模型,在设置各指标参照值和指标规范变换式,并对指标进行规范变换的基础上,应用免疫进化优化算法,建立基于指标规范值的海水水质评价的回归支持向量机模型。将优化好的模型用于珠江口海水水质的评价,其评价结果与BP神经网络的评价结果基本一致,从而表明基于指标规范值的支持向量机模型用于海水水质评价是可行的,且该模型较传统的支持向量机评价模型具有较好的普适性和通用性。     

Aerosol Type Identification Using PARASOL Multichannel Polarized Data

PARASOL （Polarization ＆ Anisotropy of Reflectances for Atmospheric Sciences coupled with Ob- servations from a Lidar） multi-channel and mul- ti-directional polarized data for different aerosol types were compared. The PARASOL polarized radiance data at 490 nm, 670 nm, and 865 nm increased with aerosol optical thickness （AOT） for fine-mode aerosols; however, the polarized radiances at 490 nm and 670 nm decreased as AOT increased for coarse dust aerosols. Thus, the vari- ation of the polarized radiance with AOT can be used to identify fine or coarse particle-dominated aerosols. Polar- ized radiances at three wavelengths for fine- and coarse-mode aerosols were analyzed and fitted by linear regression. The slope of the line for 670 nm and 490 nm wavelength pairs is less than 0.35 for dust aerosols. However, the value for fine-mode aerosols is greater than 0.60. The Support Vector Machine method （SVM） based on 12 vector features was used to discriminate clear sky, coarse dust aerosols, fine-mode aerosols, and cloud. Two cases were given and validated by AErosol RObotic NETwork （AERONET） measurements, MODIS （Mod- erate Resolution Imaging Spectroradiometer） FMF （Fine Mode Fraction at 550 nm） images, PARASOL RGB （Red Green Blue） images, and CALIOP （Cloud-Aerosol Lidar with Orthogonal Polarization） VFM （Vertical Feature Mask） data.     

海底双相随机介质声反射的SVM神经网络分类识别研究

考虑海底沉积介质为双相介质,为了更好地模拟实际海底底质的不均匀性,将随机介质理论引入双相介质理论。首先,通过基于随机-双相介质理论的高阶有限差分数值技术模拟计算海底底质分别为泥质砂、泥、泥质砾时的地震反射波信号。然后利用小波变换分别求取不同底质的一次反射波的包络作为其特征向量,最后利用基于粒子群智能算法优化的支持向量机神经网络对这些反射波信号进行分类识别。为了进一步考察所用方法的抗噪能力,对正演得到的海底底质反射波信号分别加入10%、30%、50%的高斯白噪音之后再进行分类,支持向量机仍然取得了较好的分类预测效果。基于上述正演模拟及分类识别方法的论证,提出了一套行之有效的微机软件模拟海底沉积物分类识别的一般化流程,这将有利于开展海底沉积物反射特征的进一步研究。     

Nonlinear optimization method of ship floating condition calculation in wave based on vector

Ship floating condition in regular waves is calculated. New equations controlling any ship＇s floating condition are proposed by use of the vector operation. This form is a nonlinear optimization problem which can be solved using the penalty function method with constant coefficients. And the solving process is accelerated by dichotomy. During the solving process, the ship＇s displacement and buoyant centre have been calculated by the integration of the ship surface according to the waterline. The ship surface is described using an accumulative chord length theory in order to determine the displacement, the buoyancy center and the waterline. The draught forming the waterline at each station can be found out by calculating the intersection of the ship surface and the wave surface. The results of an example indicate that this method is exact and efficient. It can calculate the ship floating condition in regular waves as well as simplify the calculation and improve the computational efficiency and the precision of results.     

Characteristics of shallow geothermal fields in major cities of Tibet Autonomous Region

Based on the project titled “Investigation and evaluation of shallow geothermal energy in major cities of Tibet Autonomous Region”, the distribution characteristics and occurrence conditions of shallow geothermal fields in these cities were introduced in this paper. To this end, relevant data in Lhasa, Shigatse and Nyingchi Cities through vertical thermometry was a focus, so as to analyze groundwater temperature and the distribution law of strata with constant temperature. Then through comprehensive comparisons and analysis of the relationship between groundwater temperature and climate, differences in this aspect of Nagqu City were taken as a typical case to clarify formation of geothermal field and corresponding influence on groundwater temperature, furthermore providing basic data for rational development and utilization of shallow geothermal energy in Tibet Autonomous Region.     

松嫩平原东部浅层地下水水化学特征及水质评价

针对松嫩平原东部浅层地下水环境特征及存在的问题,利用该区地下水水质检测数据进行了水化学特征分析,利用1983年、1993年、2003年及2012年四个时段的地下水水质资料进行了对比分析,水质出现了明显的变化,在此基础上采用支持向量机法进行了水质现状评价。结果表明:第四系潜水及承压水中Fe、Mn含量较高,总硬度最大值1321.12mg/L,溶解性总固体最大值2214.45mg/L,水化学类型均为矿化度不大于1.5g/L的HCO3-Ca型水。NO3-、NH4+、Cl-、SO42-的含量呈现逐年增加的趋势,同时也出现了原来没有的酚、Cr6+等有毒物质。潜水Ⅰ、Ⅱ、Ⅲ类水样点占总样本的12.03%,Ⅳ、Ⅴ类水占总样本的87.97%。承压水Ⅰ、Ⅱ、Ⅲ类水占总样本的10.83%,Ⅳ、Ⅴ类水占总样本的89.17%。该方法评价结果与综合指数法结果一致率达95%,因此,评价结果可为该区水资源管理提供科学指导。     

56m深TRD工法搅拌墙在深厚承压含水层中的成墙试验研究

上海国际金融中心项目基坑面积约为48 860m2,开挖深度为26.5²7.9m,周边环境复杂。为控制抽降承压水对周边环境的影响,经方案比选,基坑周边设置厚700mm、深56m等厚度水泥土搅拌墙(TRD)作为承压水悬挂隔水帷幕。在上海地区施工如此深TRD墙体尚属首例,为此现场开展了试成墙试验,试成墙监测表明,墙身在深厚承压含水层中水泥土强度达到0.8427.9m,周边环境复杂。为控制抽降承压水对周边环境的影响,经方案比选,基坑周边设置厚700mm、深56m等厚度水泥土搅拌墙(TRD)作为承压水悬挂隔水帷幕。在上海地区施工如此深TRD墙体尚属首例,为此现场开展了试成墙试验,试成墙监测表明,墙身在深厚承压含水层中水泥土强度达到0.84¹.38 MPa。室内渗透性试验表明,渗透系数由10-3cm/s提高到10-7cm/s,满足隔水帷幕设计要求;墙体施工期间,地表最大沉降约8mm,主要影响范围约5m;土体侧向位移主要产生在距离墙体5m的范围内,TRD墙体施工对周边环境影响很小。试验墙体的顺利实施为后续正式墙体的施工提供了依据,也为类似工程提供了重要参考。     

航空矢量重力测量水平分量的带限直接地形影响

基于第二类Helmert凝聚法的级数展开式,独立推导了航空矢量重力测量水平分量带限直接地形影响的计算公式。在中国西部山区选取了两条沿纬圈方向4000m航线高度上的航线,采用 的数字高程模型基于解析核计算了水平分量的直接地形影响,经低通滤波后与基于带限公式计算的地形影响进行了比较。数值计算结果表明,二者吻合较好,本文给出的带限地形影响公式可用于航空矢量重力测量水平分量的地形归算。     

常加速度模型的简化自协方差最小二乘法

“当前”统计模型自适应算法并非真正意义上的自适应目标跟踪算法,其性能与其中关键参数的选择有着直接的关系。本文以常加速度模型对机动载体进行建模,顾及其状态噪声协方差矩阵满足特定结构,提出了简化的自协方差最小二乘噪声协方差估计方法,该方法通过建立新息的相关函数序列与未知噪声协方差矩阵间的函数模型,并结合最小二乘法进行噪声协方差估计。数值仿真结果表明,当载体进行阶跃加速度运动或变加速度运动时,本文所提方法的目标跟踪精度均优于“当前”统计模型自适应算法。     

具有抵偿面的GPS基线向量网任意带高斯投影模型研究

通过GPS技术获取的空间基线向量和坐标信息是建立在WGS-84坐标系下的,无法直接应用于工程实际。因此使用GPS基线向量网必须将其从WGS-84坐标系转换到测区的平面坐标系统中,这就需要构造一个具有抵偿面的任意带高斯投影模型,来控制和减小边长投影变形。