Application of Stepwise Multiple Regression Techniques to Inversion of Nimbus “ IRIS ” Observations

نویسنده

  • GEORGE OHRING
چکیده

Stepwise multiple regression analyses are used t o explore the statistical (linear regression) relationships between satellite-observed earth-atmosphere emission spectra and meteorological parameters. The stepwise regression technique permits screening of a large number of potentially useful spectral observations (predictors) to isolate those few tha t contribute most to the explanation of the variance of a particular meteorological parameter. Such a technique is particularly useful when applied to complete spectra of the type obtained by the I R I S (infrared interferometer spectrometer) instrument on the recent Nimbus meteorological satellites. Emphasis is placed upon inferences of key meteorological parameters ~ not usually obtained from routine inversion of satellite spectral observations. The technique is applied to a sample of Nimbus 3 I R I S spectra. The results indicate tha t information on atmospheric temperatures, geopotential heights of pressure surfaces, tropopause pressure, and tropopause temperature can be obtained directly from the satellite observations with the use of simple linear relationships having only a few terms each. Based upon the results of this exploratory study, suggestions are made for futher development and exploitation of the stepwise regression analysis technique and its application to the problem of inferring meteorological parameters from earth-atmosphere emission spectra of the I R I S type.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Application of Mathematical Models to Estimate Metabolizable Energy Contents of Energetic Concentrate Feedstuffs for Poultry

A study using 51 wheat, 56 barley and 34 oat grain samples was conducted to investigate the feasibility of predicting the apparent metabolizable energy (AME) value of these cereals for poultry. Stepwise regression analyses were performed to evaluate the relationship of AME with starch, ether extract (EE), crude fiber (CF), soluble sugar (SS), ash and crude protein (CP) (for wheat and barley gra...

متن کامل

A REGRESSION METHOD FOR OBTAINING REAL-T ME TEMPERATURE AND GEOPOTENTlAL HEIGHT PROFILES FROM SATELLITE SPECTROMETER MEASUREME AND ITS APPLICATION TO NIMBUS

A least squares regression method is formulated for obtaining global temperature and geopotential height profiles from satellite radiation measurements, particularly those obtained by the Satellite Infra-Red Spectrometer (SIRS) aboard the Nimbus 3 satellite launched Apr. 14, 1969. Regression equations relating temperature and geopotential height to spectral radiance observations are derived. A ...

متن کامل

Evaluating Dye Concentration in Bicomponent Solution by PCA-MPR and PCA-ANN Techniques

This paper studies the application of principal component analysis, multiple polynomial regression, and artificial neural network ANN techniques to the quantitative analysis of binary mixture of dye solution. The binary mixtures of three textile dyes including blue, red and yellow colors were analyzed by PCA-Multiple polynomial Regression and PCA-Artificial Neural network PCA-ANN methods. The o...

متن کامل

Application of Recursive Least Squares to Efficient Blunder Detection in Linear Models

In many geodetic applications a large number of observations are being measured to estimate the unknown parameters. The unbiasedness property of the estimated parameters is only ensured if there is no bias (e.g. systematic effect) or falsifying observations, which are also known as outliers. One of the most important steps towards obtaining a coherent analysis for the parameter estimation is th...

متن کامل

Experimental Evaluation of Algorithmic Effort Estimation Models using Projects Clustering

One of the most important aspects of software project management is the estimation of cost and time required for running information system. Therefore, software managers try to carry estimation based on behavior, properties, and project restrictions. Software cost estimation refers to the process of development requirement prediction of software system. Various kinds of effort estimation patter...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2003