Automated classification of stellar spectra — II. Two-dimensional classification with neural networks and principal components analysis     

Coryn A. L. Bailer-Jones  Mike Irwin  & Ted von Hippel 《Monthly notices of the Royal Astronomical Society》1998,298(2):361-377

We investigate the application of neural networks to the automation of MK spectral classification. The data set for this project consists of a set of over 5000 optical (3800–5200 Å) spectra obtained from objective prism plates from the Michigan Spectral Survey. These spectra, along with their two-dimensional MK classifications listed in the Michigan Henry Draper Catalogue, were used to develop supervised neural network classifiers. We show that neural networks can give accurate spectral type classifications (σ₆₈= 0.82 subtypes, σ_rms= 1.09 subtypes) across the full range of spectral types present in the data set (B2–M7). We show also that the networks yield correct luminosity classes for over 95 per cent of both dwarfs and giants with a high degree of confidence.   Stellar spectra generally contain a large amount of redundant information. We investigate the application of principal components analysis (PCA) to the optimal compression of spectra. We show that PCA can compress the spectra by a factor of over 30 while retaining essentially all of the useful information in the data set. Furthermore, it is shown that this compression optimally removes noise and can be used to identify unusual spectra.   This paper is a continuation of the work carried out by von Hippel et al. (Paper I).  相似文献   

日冕物质抛射的理想MHD模型研究   总被引：3，自引：0，他引：3  

章振大  林隽 《天文学进展》1998,16(3):195-209

概括了日冕物质抛射的一些观测结果和它们与其它太阳活动现象的相关性。简要回顾了较早期日冕物质抛射的理论研究,着重介绍了最近研究得较多的理论机制,即能量储存机制,以及其中的磁通量绳突变模型与其它理论模型的MHD数值和解析研究以及相应的重要应用．  相似文献   

可用于带耗散力卫星轨道长间隔积分的数值积分方法   总被引：2，自引：0，他引：2  

徐继鸿  黄天衣 《紫金山天文台台刊》1998,17(1):28-37

本文分析了对称方法不适合带耗散力的卫星轨道长间隔积分的缺陷和本质原因,并针对这个问题,采用文所介绍的方法,构造并推荐了一组积分公式。  相似文献   

Numerical prognosis for salinity profiles of future lakes in the opencast mine Merseburg-Ost     

Bertram Böhrer  Horst Heidenreich  Michael Schimmele  Martin Schultze 《International Journal of Salt Lake Research》1998,7(3):235-260

Salt-laden groundwater inflows have formed monimolimnia in developing lakes of the abandoned opencast lignite mine Merseburg-Ost, Central Germany. Water-levels are still rising. To predict the future status of the lakes, two numerical models were developed. One was designed to predict groundwater flows, the second included limnophysical processes. The models were run in parallel and data exchange between them was performed every 1 to 10 years of model time. A trial of a 100-years prognosis was done. The results of surface salinity, mixing depth, and salinity profile are given. A sensitivity analysis yielded indications for the accuracy of the prediction.  相似文献   

东营凹陷油气运聚古地下水动力场剖面数值模拟     

谢石连  汪民 《水文地质工程地质》1998,25(2):34-37

本文对东营凹陷油气运聚古地下水动力场剖面数学模型的建立、古水文地质参数的再造、模拟初始值的恢复进行了阐述。在此基础上,进行了东营凹陷油气运聚古地下水动力场剖面数值模拟。模拟结果与已知油田的分布具有较好的一致性。推断的东营凹陷油气聚集有利地段,可以作东营凹陷油气田进一步勘探开发的依据。  相似文献   

蓝细菌聚金作用实验研究   总被引：2，自引：0，他引：2       下载免费PDF全文

林丽  朱利东 《地质科学》1998,33(4):483-488

蓝细菌聚金实验研究表明:①不同的生物由于生化组分的差异,其富金能力不同,低等蓝细菌生物比动物细胞富金能力强;②金在细胞中的分布与其各部分生化组成(也就是生物配体)密切相关;③金离子进入细胞不是一种简单的扩散作用,而是通过细胞膜界面两侧物质之间的交换而实现的,蓝细菌活体聚金机理主要是参与生命活动的吸收作用;④在较高温热水环境中微生物对成矿最显着。  相似文献   

天山乌鲁木齐河源1号冰川物质平衡对气候变化的敏感性研究   总被引：42，自引：23，他引：19  

刘时银 《冰川冻土》1998,20(1):9-13

应用度日物质平衡模式对天山乌鲁木齐河源１号冰川物质平衡及平衡线高度对气候变化的敏感性进行了研究．结果表明,位于大陆性气候区且具有暖季补给特征的乌鲁木齐河源１号冰川物质平衡对气候变化的敏感性要小于海洋性冰川,升温１℃或增加２０％的降水可引起平衡线上升８１ｍ或下降３１ｍ．此外,气温与降水在物质平衡形成过程中的作用是不同的,气温引起物质平衡剖面以旋转方式变化,而降水可导致其平移方式的响应．若未来升温２℃时,即使降水增加３０％,１号冰川向负平衡变化仍然不能得到遏制．  相似文献   

Seismic reflection and transmission coefficients of a self-similar interface   总被引：1，自引：0，他引：1  

Kees Wapenaar 《Geophysical Journal International》1998,135(2):585-594

The derivation of seismic reflection and transmission coefficients is generally based on the assumption that the medium parameters behave as step functions of depth, at least in a finite region around the interface. However, outliers observed in well logs generally behave quite differently from step functions. In this paper we represent an interface by a self-similar singularity, embedded between two homogeneous half-spaces, and we derive its frequency-dependent normal-incidence reflection and transmission coefficients. For ω  → 0 the expressions for the coefficients reduce to those for a discrete boundary between two homogeneous half-spaces; for ω → ∞ they become frequency-independent. These asymptotic expressions have a relatively simple form and depend on the singularity exponent α .
  The exact as well as the asymptotic expressions are used to evaluate the time-domain reflection and transmission responses of a self-similar interface. Finally, we use a numerical method to model the response of a smoothed version of a self-similar interface (note that the velocity of a smoothed singularity remains finite). It turns out that smoothing has hardly any effect on the response, provided that the smoothing does not affect the scales corresponding to the seismic frequency range.  相似文献   

作用于南海北部地壳岩体的外场力   总被引：1，自引：1，他引：0  

颜玉定  王振才 《华南地震》1998,18(3):64-67

用光弹等色线与地震震中密集程度对照法,得到本研究区等效外场力的主要特点为:(1)非匀布荷载;(2)方向大致为:东—中部在N13～79°之间;西北部为SN向;西部在N51～78°之间;西南部在N25～69°E之间。  相似文献   

岩土工程数值模拟新方法   总被引：13，自引：1，他引：12  

唐辉明  滕伟福 《地质科技情报》1998,(Z2)

论述了岩土工程数值模拟的新进展和近年来新出现的数值模拟方法,重点介绍了无网络伽辽金法（ＥＦＧＭ）和数值流形法（ＭＭ）的原理及其在岩土工程中的应用,指出了今后研究的重点方向。  相似文献