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THE EFFECT OF VARIABILITY AND INSTRUMENTAL ERROR ON MEASUREMENTS IN THE FREE ATMOSPHERE PDF

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INFORMATION TO USERS This material was produced from a microfilm copy of the original document. While the most advanced technological means to photograph and reproduce this document have been used, the quality is heavily dependent upon the quality of the original submitted. The following explanation of techniques is provided to help you understand markings or patterns which may appear on this reproduction. 1.The sign or "target" for pages apparently lacking from the document photographed is "Missing Page(s)". If it was possible to obtain the missing page(s) or section, they are spliced into the film along with adjacent pages. This may have necessitated cutting thru an image and duplicating adjacent pages to insure you complete continuity. 2. When an image on the film is obliterated with a large round black mark, it is an indication that the photographer suspected that the copy may have moved during exposure and thus cause a blurred image. You will find a good image of the page in the adjacent frame. 3. When a map, drawing or chart, etc., was part of the material being photographed the photographer followed a definite method in "sectioning" the material. It is customary to begin photoing at the upper left hand corner of a large sheet and to continue photoing from left to right in equal sections with a small overlap. If necessary, sectioning is continued again — beginning below the first row and continuing on until complete. 4. The majority of users indicate that the textual content is of greatest value, however, a somewhat higher quality reproduction could be made from "photographs" if essential to the understanding of the dissertation. Silver prints of "photographs" may be ordered at additional charge by writing the Order Department, giving the catalog number, title, author and specific pages you wish reproduced. 5. PLEASE NOTE: Some pages may have indistinct print. Filmed as received. Xerox University Microfilms 300 North Zeeb Road Ann Arbor, Michigan 48106 %%™ 11 £ LD3907 Bapp, Robert K 1920- m The effect of variability and instru** •«3 mental error on measurements in the free atmosphere. vi,80p. tables, diagrs* Thesis (Ph.D.) - N.Y.U., Graduate School, 1952. Bibliographysp.78-80. 091*4.85 1.Atmosphere* 2.Dissertations, Academic — N.Y.U. — 1952* 1. Me asure • ments in the fr atmosphere* J - Xerox University Microfilms, Ann Arbor, Michigan 48106 THIS DISSERTATION HAS BEEN MICROFILMED EXACTLY AS RECEIVED. UPP_M~7 '>]J HPT Ynr.X tlXIVERXTTT UNIVEK"TY HEIGH. ■- THE EFFECT OF VARIABILITY AND INSTRUMENTAL ERROR ON MEASUREMENTS IN THE FREE ATMOSPHERE R. Robert Rapp November^" "1951' * 'I & >. A dissertation in the Department of Meteorology submitted to the faculty of the Graduate School of Arts and Science of New York University in partial fulfillment of the requirements for the degree of Doctor of Philosophy. Table of Contents Page Preface ................................................ v Abstract.............................................. vi Chapter I. The Problem.................................... 1 1. Introduction ...................................... 1 2. Prior work on the problem.......................... 3 3. Method of procedure ................................ 5 Chapter II. Design and Analysis of the Experiment ........ 7 4. Design factor for instrumental error .............. 7 5. Design factor for the small-scale variations . . . . 10 6. The complete experiment............................ 13 7. Estimate of the variance due to the instrumental error.............................................. 14 8. Test for the reality of the fluctuations from the large-scale value .................................. 18 9. The estimate of the small-scale variance.......... 21 10. The reality of the constants in the equation for the large-scale component .......................... 23 11. Summary of the design and analysis of the experiment. 26 Chapter III. The Experiment of 10 October 1950 ............ 27 12. The d a t a ...................................... 27 13. The temperature of the standard isobaric surfaces . . 31 14. The height of the standard isobaric surfaces . . . . 36 15. The horizontal wind components................ 42 Chapter IV. Further Applications of the Experimental Design. 6l 16. The April 1951 experiments.................... 6l 17. The instrumentation of the April experiments . . . . 6l <ltiH003 i Page 18. The instrumentale rrors for the April data......... 63 19. The reality of thes mall-scale deviations, April data.............................................. 64 20. The magnitude of the small-scale fluctuations, April data........................................ 69 21. An application to objective map analysis........... 70 Chapter V. Conclusions, Inferences and Speculation . . . . 74 22. Conclusions........................................ 74 23. Inferences........................................ 75 24. Speculation ...................................... 76 Bibliography .......................................... 78 List of Tables I. The method for displaying the data derived from an experiment.................................... 14 II. Sample computation form for wind velocity components 29 III. Estimates of the error variance of the temperature at standard isobaric levels .............. . . . . 33 IV. The F ratios for testing the reality of deviations from the mean for the temoerature data of 10 October 1950 ...................'.......................... 34 V. The estimate of the constants for fitting a second- degree equation in time to the temperature data . . 35 VI. Estimates of the error variance of the heights at standard isobaric levels .......................... 39 VII. The F ratios for testing the reality of deviations from the mean for the height data of 10 October 1950 41 VIII. The estimate of the constants for fitting a second- degree equation in time to the height data........ 42 IX. The wind errors deduced from engineering estimates of the error variances of Rawin set AN/GMD-1 . . . . 45 ii Page X. Estimates of the error variances of the west-east wind component.................................. 48 XI. Estimates of the error variances of the south-north wind component .......................... 49 XII. The values of F based on the null hypothesis that the wind does not change with time.............. 53 XIII. The values of F based on the null hypothesis that the wind varies linearly with time.............. 55 XIV. Summary of the conclusions which may be drawn from the analysis of the wind data on 10 October 1950 ............................................ 57 XV. The best estimates of the variance of the small- scale deviation from the trend on 10 October 1950. 59 XVI. The F values for testing the reality of the variance about the m e a n ........................ 66 XVII. The F values for testing the reality of the variance about the trend ............ 67 XVIII. Summary of the conclusions which may be drawn from the analysis of the wind data on 6, 9 and 10 April 1951...................................... 68 X3X. The best estimates of the variance of the small- scale deviation from the trend on 6, 9 and 10 April 1951...................................... 71 List of Figures 1. Schematic representation of the effect of error and small-scale variation on the measurement of a meteorological parameter ........................ 2 2. Velocity-height curves for the balloon released at 0900 on 10 October 1950 .......................... 30 3. The errors in the height of the standard isobaric surfaces as a function of height ................ 40 4. The positions of the balloons relative to the point of observation at km intervals . .............. 46 iii ! Page 5. The error variances and confidence limits for the u component of the wind velocity as a function of height, 10 October 1950...................... 51 6. The error variances and confidence limits for the v component of the wind velocity as a function of height, 10 October 1950...................... 51 7. The error variances and confidence limits for the u component of the wind velocity as a function of height, 6, 9 and 10 April 1 9 5 1 ............. 64 8. The error variances and confidence limits for the v component of the wind velocity as a function of height, 6, 9 and 10 April 1 9 5 1 ............. 65 iv I Preface The Signal Corps of the U. S. Army was faced with the problem of determining how much of the observed difference in upper air observations was due to instrumental error and how much was due to natural variations of the element being measured. This study was made under the sponsorship of the Evans Signal Corps Laboratories at Belmar, New Jersey, for the purpose of providing a partial answer to this problem. I wish to express my gratitude to the members of the Department of Meteorology at N.Y.U. for their assistance and cooperation and to the personnel of the Evans Laboratories for collecting the data which made this report possible. I wish to thank Professor J, E. Miller for his guidance and help during the course of the work} Dr. A. K. Blackadar for his many help­ ful suggestions; Dr. Bernard Friedman for his criticism of the statistical techniques} Mr. A. Arnold who acted as liason be­ tween the Signal Corps and the University} Messrs. A. Isnardi, A. Engelman, K. Telegadas and J. Tuttell for performing the computations} Mrs. Gertrude Fisher for preparing the illus­ trations} and Mrs. Sadelle Wladaver for typing the manuscript. Above all, I wish to thank my wife, Marjorie, for her material assistance in preparing the manuscript and her constant en­ couragement during the course of the investigation. v Abstract The nature of the variation of meteorological measure­ ments is discussed and a precise, albeit arbitrary, meaning is given to the term variability. An experiment is designed following the precepts of the technique of analysis of variance. The results of one such experiment are discussed in detail for the temperature and height of standard isobaric surfaces and for components of the wind. The application of the de­ sign to several other experiments is considered and some con­ clusions are drawn concerning the occurrence of small-scale variations in the free atmosphere. vi I 1 CHAPTER I THE PROBLEM 1. Introduction The study of meteorology is based primarily on the measurement of various parameters of the physical state of the atmosphere at many times and many places. These measured parameters are then used to construct models of the physical state of the atmosphere, either by the subjective process of map analysis, or by fitting a mathematical model to the data. In order to interpret properly meteorological measurements, it is necessary to know the accuracy with which they are made and the nature of the variation of the parameter which is being measured. Prom the study of the records of autographic instruments and the analysis of data from a dense network of reporting stations, it appears that the variation of the physical para­ meters of the atmosphere can be expressed as the sum of the large-scale changes in time and space (which are studied by the customary process of map analysis) and a number of short- period, small-scale, apparently random variations. Thus, any measurement differs from the value which would be appropriate to the analysis by a factor due to the small-scale fluctuations plus a factor due to the error of the instrument. Suppose E represents the physical parameter which is under study: the measuring instrument provides a value EQ which differs from the value which should be used for the analysis, say E, by

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