DEPARTMENT OF COMMERCE FREDERICK H. MUELLER, Acting Secretary WEATHER BUREAU F. W. REICHELDERFER, Chief MONTHLY WEATHER REVIEW JAMES E. CASKEY,IR., Editor Volume 87 Closed July 15, 1959 Number 5 Issued August 1 5 , 1 9 5 9 MAY 1959 SOME STATISTICS ON THE MAGNITUDE OF THE AGEOSTROPHIC WIND OBTAINED FROM CONSTANT LEVEL BALLOON DATA* J. K. ANGELL US. Weather Bureau, Washington, D.C. [Manuscript received February 11, 1959 revised March 11, 19591 ABSTRACT On the basis of windspeedsand accelerations derivedfrom U.S. Navysponsored300-mb. constant level balloon or transosonde flights made during 1953, 1955, and 1956, statistics are presented on the magnitude of the ageostrophic wind and its variation with latitude andwindspeed. These qtatistics indicate that at 300 mb. the average angle between wind and geostrophic wind is 11 degrees ,and the mean magnitude of the vector deviation between wind andgeostrophicwind is 12m.see.-'. The data also show that, through the use of the geostrophic and gradient wind approximations, half the time errors greater than29percentand11percent, respectively, are introduced into the derived results. 1. INTRODUCTION Previous evaluations of the magnitude of the ageo- strophic wind have in large part been based on comparisons of wind data with geostrophic wind data obtained from synoptic weather maps, as illustrated by the works of Neiburger et al. [l] and Machta [2]. A few evaluations of the ageostrophic wind have been based on estimations of the partial wind derivatives in the equu'tions of motion, as illustrated by the work of Godson [3]. Dusk and Gil- bert [4] and Neiburger and Angel1 [5] evaluated the ageostrophic wind by determining the value of the indi- vidual wind derivatives from constant level balloon flights and introducing this value into the equation of motion. Since limited constant level balloon data were available for analysis in the latter two papers, i t seemed desirable to carry through further analysis upon the receipt of more constant level balloon or transosonde data. This paper 'Thiswork was performedunder Office of Naval ResearchContract Nonr-a33(21) for the Naval Research Laboratory in connection with BuAer Problem No.TED-NRL-MA505. 51193749-1 presents &d.tist.icson the magnitude of the agemtrophic wind, the variation of this magnitude with latitude and speed, and indicates the errors made in assuming the wind to be geostrophic or gradient, all based on 635 evaluations of the ageo'strophic wind from 28 transosondei flights made at 300 mb. Of these 28 transosonde flights, 8 were launched from Minneapolis, Minn. in 1953, 4 were launched from Vernalis, Calif. in 1955, and 16were launched from Oppama, Japan in 1956. The average duration of these flights was 65 hours and the average trajectory len@h was 4,700 nautical miles. The flights were positioned at 1-hourly or 2-hourly intervads by means of the excellent Federal Communications Commis- sion (FCC) radio-direction-finding network. Anderson [6] found, by comparison of FCC positions with transo- sonde positions determined by phdtographs of tho under- lying terrain, that within the United States two-thirds of t.he time the FC'C positions are in error by less than 20 nautical miles. Over the Aitlantic and Pacific Oceans one would expect this error to be larger owing to the greater distances between tracking sta'tions and balloons. 163 164 MONTHLY W E A T H E R R E V I E W MAY 1959 2. DETERMINATIQN OF THE WIND AND AGEOSTROPHIC WIND With minor approximations, the vector equat.ion of motion may be wri&kn : d_v=.f(V-Vg) d t Xk+F where V is the horizontal compone'nt of the velocity, V, is the geostrophic velocity, f is the Coriolis parameter, F is the frictional force per unit mass, and k is the unit vertical vecltor. The term on the left hand side of (1) represents the change of horizontal velocity following the three-dimensional path of an air parcel and may be expanded into three terms involving partial derivatives, where tu is the vertical velocity a,nd V is the horizontal differential operator. The constant level balloon data determine the sum-value of the first two terms on the right hand side of (2). The sum of these two terms (lo- cal change of velocity plus horizontal advection of veloc- ity) is hereafter called t.he partial acceleration. The value of the third term on the right hand side of (2). t,he veptical advection of velocity, may be approximated along a constant level balloon trajectory by determining the vertical motion by the adiabatic technique (vertical mo't,ion proportional to the ch,ange of temperature follow- ing the balloon and inversely proportional to the devia- tion of the lapse rate from the process lapse rate along the trajectory), and by determining the vertical wind shear from rawin data. Based on a limited number of computa.tions from the 1958 flights and r e p o d in reCer- ence IS], the magnimtude of the vertical advection of veloc- ity averages about 25 percent of the magnitude of the partial acceleration, and 'thus is certainly not negligible. Nevertheless, in this paper it is assumed that the pastial acFleration data derived from the hransosondes repre- sents a reasonable approximat.ion to the total accelera- tion since the bulk of the. transosonde positions are over mans where it is imprac'tical to estimate the vert,ical advection of velocity by the techniques describ,ed above. In order to pass from the value of the acceleration to the value of the geostrophic deviation it is necessary, as seen from (1) , to neglect friction. While attempts have been made to estimate the magnitude of the fric- tional force from a combination of radiosonde ancl transo- sonde data, the evaludtions, particularly over the oceans, are far too crude for inclusion here. Hence, an nddition:rrl degree of uncertainty (in addi,tion to the neglect of the. vertical advection of velocity) enters into the values of t,he geostrophic deviations presented below. With the neglect of friction and the vertical adveotion of velocity we find, after taking the clot. product of ( 1) with the unit vector along and normal to the wind, that, respect.ively, d V /d t = fVg sin i (3) and VdBldt = - f (V- v, cos i) (4) where d e /d t is the angular velocity of an amir parcel and a' is the angle of indmft ('the angle between wind and geostrophic wind). Taking into account the findings of Neiburger and Angel1 with respect It0 the time intervals for which the velocity and acceleration should be com- puted in order to avoid large errors in these parameters due to radio-direction-finding errors in the positioning of tlhe transosondes, the speed was determined from a 4-hour transosonde displacement ; the tangential accelerat,ion (d V /d t ) was determined from the change in 4-hour aver- age t,ransosonde speed in 8 hours; and the normal ac- ce,lerRtion (Vde/dt) was determined a.s the product ofthe mean transosonde speed during an 8-hour time interval and the change of 4-hour average transosonde direction in 8 hours. IJpon eliminating the geostrophic wind speed between (3 ) and (4), the angle of indraft can be expressed in terms of t.hree known variables ; namely, the tangential ac- celeration, t.he normal acceleration, and the Coriolis ac- c:>ler.ation (to). From knowledge of the angle of in- draft, t.he geostrophic wind can be evaluated from either (3 ) or (4). The cross-contour component of the ageo- strophic wind (V sin i ) can then be determined as well as the along-contour component of the ageostrophic wind (V cos i-- V g ). I n the diagrams in this paper V - V , is substituted for V cos i-Vg since, for the magnitudes of tshe angles of indraft obtained at 300 mb., the two quanti- t,ies are practically identical. <> 3. VELOCITY AND'AGEOSTROPHIC VELOCITY STATISTICS I n this section and in sections 4 and 5 we show by means of histograms and cumulakive frequency curves the magnitudes of various velocity and ageostorophic ve- locity parameters obtained from the transosonde flights. Where comparison of two parameters is desirable, histo- grams and cumulative frequency curves are superimposed on the same diagram. The magnitude of the 4-hour average wind speed at 300 mb. for this series of transosonde flights is indicated in the upper diagram of figure 1. Based upon 755 calcu- lations, the mean wind speed is 38 m. sec.-l while the mode is 20-30 m. sec.". Ten percent of the winds exceed 67 m. see.?. The m.aximum wind speed determined from a 4- hour transosonde displacement is 150 m. sec.". This value occurred on Flight 23 approximately 1,000 miles east- southeast of Tokyo in January 1956, and is undoubtedly one of the largest, reasonably reliable, values ofwind speed ever recorded. MAY 19.59 MONTHLY W E A T H E R R E V I E W 165 FIGURE 1.-Magnitude of thc 300-1nb. wiud sptled, l', (top) ;tnd its FIGURE 2.-Absolute magnitude (top) and algebraic magnitude zonal, lu/, and meridional, 1 ~~1 , con1poIlc:nts (bottom). (bottom) of angle-of indraft, i, at 300 mb. The magnitudes of tlle zonal and meridional wind com- ponents are indicated in the lower diagram of figure 1. These data demonstrate t,he well known fact that the mean valueof the zonal wind component (here 30 n1. sec.-l) is considerably larger than the mean value of t.he meridional wind component (17 m. sec.?) . The absolute magnitude of the angle of indraft, indi- cated in Ithe top diagram of figure 2, is based on 6% calcn- lations. The mode is indist.inct and lies in the range 0-6 degrees, while the median is 8 degrees and the mean is 11 degrees. I n 15 percent of the cases the angle exceeds 20 degrees,. The considerable difference between median and me'ari is attributable to a relatively few large values of the angleof indra$t of doub'tful validity. For comparison, Godson found by substituting synoptic wind data at 700 mb. in the quahion of motion a mean value of 14 degrees for the angle of indraft. The larger mean mean d u e for his data would be expected since the magnitude of the angle of indraft is inversely proportional to the wind speed, as shown in section 6 of this paper. In the lower diagram of figure 2 is shown the algebraic magnitude of the angle of indraft, considered positive when the flow is toward low pressure and negative when the flow is toward high pressure. It is evident from the cumulative frequency curves in this diagram that in the rrwm the angle of indraft is of grea,ter magnitude when the flow is toward high pressure than when the flow is toward low pressure. It is believed that this tendency is. at least pnrtially connected n7it.h the occasionalloss' of geostrophic control in regions of inertial instability in the deceleration region downstream from sha8rply cuImd.; ridges. Tlle nlagnitude of the vect.or geostrophic deviation. I V-V, 1 is indicated in the upper diagram of figure 3. Tlle mode is 2 4 m. sec.-l, the n1edia.n is 10 m. sec-l and tile mean is 12 m. sec.". I n 15 percent of the cases the tleviation is greater than 20m.sec.-l. For comparison, Jfachta found an average ~7alue of 13 m. sec.-l f o r the vector geostrophic deviation at 300 mb. during the winter nlonths. His chta were obhined by comparing the wind and pressure gradient (geostrophic wind) on analyzed synoptic maps. The absolute magnitudes of the cross-contour (V sin i) and along-contour (V - T7g) components of the vector geostrophic deviation are given in the lower diagram of figure 3. I n the case of the cross-contour component, the-' .I /, 166 M O N T H L Y W E MAY 1959 I00 90 t eo p' :: 50 C ; 70 - 60 a 0 0 b 40 a 330 p 20 a LL IO ' 0 2ma" 4 6 . 8 IO 12 14 16 ma' 18 20- 20 FIGURE 3.-Magnitude of the 300-mb. vector gcostrophic deviation, \V-V,\, (top) and its cross-contour, J V sin il, and along-cont,our, IV- V,I, components (bottom). FIGURE 4.-Algebraic magnitude of the 300-mb. cross-contour flow, V sin i, (top) and along-contour component of the vector geo- strophic deviation, V - V,, (bottom). mode, the median, and the mean are respectively 0-4 m. set.", 4 m. sec.-l, and 6 m. sec.-l whereas for the along- contour component they are, respectively, 0 4 , m. se~.-~, 7 m. sec.-l, and 9 m. see?. In the case of the cross-con- tour component, 10 percent of the values exceed 13 m. sec." whereas in the case of the along-contomur component, 10 percent of the values exceed 19 m. sec.-l. For comparison, Neiburger et al. found at 7'00 mb. a mean value of 3 m. sec.-l for the along-contour component of the vector geostrophic deviation. This smaller value would be ex- pected since the magnitude of this component is a func- tion of the wind speed, as will be shown below. The algebraic magnitude of 'the cross-contour flow is shown in $he upper diagram of figure 4. I n agreement with the findings for the angle of indraft, the cumulative frequency curves indicate that the magnitude of the cross- contour flow is greater when the flow is toward high pres- sure than when the flow is toward low pressure. The algebmic magnimtudeof the along-contour com- ponent of the vector geostrophic deviation is given in the lower diagram of figure 4. I n this diagram the difTer- ence between the cumulative frequency curves is striking indeed, with the difference between the wind speed and geostrophic wind speed being much larger, in &he mean, when the flow is cyclonic than when the flow is arlti- cyclonic. The respective median values are -8 m.sec.-l and 6 m. see-l. It may be that this asymmetry is due to the existence of, a type of upper bound on the degree to which the wind may be supergeostrophic on ridges (twice the geostrophic value), whereas there is no such bound in troughs. 4. ERRORS RESULTING FROM THE USE OF GEOSTROPHIC AND GRADIENT WIND EQUATIONS The m a g n i t u d e of the partial acceleration (W /a t +V -V V ) in comparison with the Coriolis ac- celeration (fv) is of interest since the geostrophic as- sumption states t,lmt the paptial acceleration is negligible in comparison wikh the Coriolis accelera,tion. The mag- nitude of the ra'tio of partial acceleration and Coriolis accelera.tion is given in the upper diagram of figure 5. The mode of the ratio is roughly 0.10-0.20 while the median is 0.29 and in 10 percen,t of the cases the ratio exceeds 0.83. I n ot,her words these data suggest thlt, MAY 1959 M O N T H L Y W E A T H E R 167 90 635 CASES - ; 80 :70 I : 60 9 50 40 30 F a a ; 20 b IO ' 0 .IO . .20 .30 .40 .x) .60 .70 ~ ~ .SO -00 C o o w 100 FIGURE 5.-Ratio of p a r t i a l a n d Coriolis acceleration, ~~~.v v [, a t 300 mb. (top) and the ratio of the zonal, 100 90 c eo - L %70 s 50 - 0 t 60 - - * 40 30 a U. : 20 IO 0 0 .x) -40 ,60 .EO 100 1.20 1.40 180 WO 200'290 FICVRE Ci.--Ratio of tangcnt,ial and normal components of partial ]au'a'$yvuI] and meridional, l a u ' a t ~v ' v u l , -~ components (bot- FIGURE 7.-Algebraic ratio of the angular velocity of the wind and the angular velocity of the earth about the local vertical (dO/dt)/st, tom). a t 300 mb. through the introduction of the geostrophic approxima- tion, half the time a.n error exceeding 29 percent is intro- duced into the derived results. The magnitudes of the ratios of zonal and meridional components of partial acceleration and Coriolis accelera- tion are given in the lower diagram of figure 5. These data suggest that the neglect of the acceleration in the zonal component of the equation of motion results in an untenable approximation, since for this component the mode of the ratio is 0.30-0.40 and the median is 0.41. I n the case of the meridional component of the equation of motion, however, the ratio of partial acceleration and Coriolis acceleratio8n has a modeof only 0-0.10 and a median value of only 0.25. I n this diagram the relatively large percentage of cases where the ratio exceeds 1.00 is due mainly to the existence of "cusp" points in the tra- jectories. At such points the velocity component may go toward zero at a time when the component of the partial acceleration is far from zero. The magnitude of the ratio of tangential and normal components of partial acceleration is of interest since the gradient wind approximation assumes the tangential com- ponent to be negligible in comparison with the normal component. It is seen from figure 6 that the mode of this ratio is 0-0.20 while the median is 0.67. I n 38 percent of the cases the tangential component of the partial accel- eration is larger than the normal component. From con- sideration of the median ratio of the tangential and nor- mal components of partial acceleration and the median ratio of partial acceleration and Coriolis acceleration we estimate that through the use of the gradient wind ap- proximation half the time an error exceeding 11 percent is introduced into the derived results. 5. FREQUENCY O F OCCURRENCE OF "ABNORMAL" FLOW I n figure 7 is indicated the ratio of the algebraic angular velocity of the air parcel or transosonde and the angular velocity of the earth about the local vertical. It is seen that in 27 percent of the cases the angular velocity of the air parcel exceeds that of the earth about the local vertical 168 MONTHLY WEATHER REVIEW MAY 1959 1 \ \-" \ \ \ & \ \ \ -\\ \ \ 10 IS 20 1 I -4 20 .90 I I n a" - " I I 70 - I " I I I I 30 - - I I I 30 - 7' I f I IO - I r=.25 . I 0 mr-1 5 10 15 20 FIGURE 8.-Variation with latitude of angle of indraft, l i l , (lower left), and of the vector geostrophic deviation, /V-V,J, (upper left) and its along-contour, 1 V- V81, (upper right) and cross- contour, itr sin il, (lower right) components at 300 mb. FIGURE 9.-Variation wilh speed of angle of indraft, l i l , (lower left), and of the vector geostrophic deviation, IV-V,I, (upper left) and its along-contour, I Ti- V l (, (upper right) and cross-contour, 11' sin il, (lower right) components at 300 mb. when the angular velocity is positive (cyclonic flow), but that this criterion is satisfied in only 9 percent of the 398 cases when the angular velocity of the air parcel is nega- tive (anticyclonic flow). Thus in 5 percent of the total 635 ca.ses the flow allegedly possesse's anticyclonic rotation in space. Flow which satisfies this criterion is called "ab- normal" or "anomalous" flow by Holmboe et al. [?] and Gustafson [8]. 6. VARIATION OF AGEOSTROPHIC PARAMETERS WITH LATITUDE AND SPEED In this section and in section 7 the data are presented in the form of group means, regression lines, and correlation coefficients (figs. 8-11). On either side of the group means, lines have been drawn extending a distance equal t,o two standard errors from the mean. If the data are randomly drawn from a normal population there is only a 5 percent chance that the true group mean lies outside the extent of these lines. An estimate of significance of variability at the 5 percent level can then be obtained by noting whether a straight vertical line can be drawn so as to intersect all these lines extending either side of the group mean. The regression lines and correlation c,oefficients serve to yield an indication of the overall trend but it is not meant to imply thereby that these trends are actually linear in nature. It is also possible to determine the correlation coefficient which would indicate significance at the 5 per- cent level. Based on the z transformation presented in Hoe1 [ 93, it is found that for the number of cases available here a correlation greater than "0.08 is significant at the 5 percent level. With regard to the variation of the parameters with respect. to latitude it must be emphasized t,hat the resu1,ts are biased since the transosondes sample chiefly cyclonic flow patterns at southerly lati,tudes and anticyclonic flow patterns St northerly latitudes. If transosondes werere- leased from stations along a given meridian but at differ- ent latitudes, it is probabsle that different mean values would bs found from those presented below. Figure 8 gives the variation with latitude of the ab- solute magnitude of the angle of indraft and the vector geostrophic devi'ation and iits along-contour and cross-con- tour components. All four parameters decrease in mag- nitude with increasing latitude, with the smallest decrease being found for V sin i (r= -0.12). The group means show that ithe variability is ragged. The magnitude of MAY 1%9 MONTHLY WEATHER REVIEW 169 the vector geostrophic deviation varies from a mean of 10 m. sec." at northerly latitudes to 14 m. sec.-l at south- 60- - L art latitude 35O. The absolute magnitude of the angle of g50- I \ erly latitudes with most of the change occurring abruptly I I 60- - \ 1 1 - 5 0 - I .indraft varies from a mean value of about 8 degrees at 0: \ \ I Q I northerly latitudes to a mean value of 13 degrees at south- I \ I erly latitudes, while the absolute magnitude of 'v sin i -\ varies from a mean value of 4-5 m. sec.-l in northerly \ latitudes to a mean value of 7-8 m.sec.-l in southerly 530- \A \ - -30 - 2 I - latitudes. \ I \ I -I magnitude of the angle of indraft, and the vector geo- r s -.32 strophic deviation and its along-contour and cross-contour components. While the angle of indraft shows a signifi- FIGURE lO.-Variation with latitude of ratio of partial and Coriolis cant decrease in magnitude with increase in speed acceleration, ~f t v ' v v l , (left) and ratio of tangential and (T=- 0.27) the ageostrophic parameters show significant increases in magnitude with increase in speed. It is of normal components of partial acceleration, 1-1, (right) at 300 I \ - - 40- \ " I I Figure 9 gives the variation with speed of the absolute 20- "20- - \I -1 I r - -.03 0 ' 2 0 .40 .60 -80 20 -40 .60 -80 lo0 d V/dt interest to note that the ma,gnitude of the cross-contour mb. flow increases with increase in speed despite the counter- acting tendency of the angle of indraft. The vector geost.rophic deviation varies in average magnitude from 8 m. sec." at low speeds to 18 m.sec.-* at high speeds. The 90- mr' \ \ I absolu'te magnitude of the angle of indraft varies from 17 mc-' " 90- ' \\-!- /I degrees at low speeds to 7 degrees at high speeds, while ,o- \ I !- the absolute magnitude of the cross-contour flow varies \ from 4 m. w .-l a t low speeds to 11 m. sec." at high speeds. \ I I \ - 7 0 - I I I \ 50 5 0 - - 4 - - 0 \ w \ \ 7. VARIATION WITH LATITUDE AND SPEED k! GEOSTROPHIC AND GRADIENT WIND EQUATIOFS OF ERRORS RESULTING FROM THE USE O F \ The two diagrams in figure 10 give the variations with I ao- -\ I \ - 30- \ \ \ IO 10- - - \. - r.7.38 \I 1 -T r * -.02 latitude of the ra.tio of partial acceleration and Coriolis -60 -60 acceleration and the ratio of tangential and normal com- ponents of partial acceleration. As would be expected, the ratioof partial accelerat.ion and Coriolis accelera,tion varies greatly with la,titude ( Y=- 0.32) , ranging from a mean value of 0.30 at northerly latitudes to a mean value of 0.70 at southerly latitudes. The group means indicate that the ra'tio is almost constant north oflatistude 40", with a rapid, nearly linear increase in the value of the ratio as one progresses southward from latitude 40". The ratioof the tangential and normal components of the partial acceleration shows little variation with latitude ("0.03). The group means a,lso indicate no significant variations except at latitude 60° where the large values of the normal components of partial acceleration on the crests of traj&ries overbalance the tangent,ial components, The two diagrams in figure 11 give the variations with speedof the ratio of partial acceleration and Coriolis ac- celeration and the ratio of tangential and normal com- ponent~ of partial accelerat'ion. As would be expected, the ratio of partial acceleration and Coriolis acceleration r shows a significant decrease in magnitude with increase in speed ("0.38) with the mean value of the ratio 10 FIGURE 11.-Variation with speed of ratio of partial and Coriolis acceleration, ~2 f i y v ' v v ~, (left) and ratio of tangential and normal components of partial acceleration, Iyg'l, - (right) at 300 mb. varying from 0.66 at low speeds to 0.20 at high speeds. The ratio of tangential and normal components of partial acceleration shows no significant variation with sped (r = -0.02) , the group means at all speeds resting close to 0.70. 8. CONCLUSION Statistics based on 635 evaluations from 300-mb. con- stant level blalloon data indicate that through the use of the geostrophic wind approximation half the time an er- ror greaiter than 29 percent will be introduced into the derived results, whereas through the use of the gradient wind approximation half the time an error greater than 11 percent will be introduced into the derived results. On it percentage basis both khe geostrophic and gradient wind 170 MONTHLY WEATHER REVIEW MAY 1959 approximations are about twice as bad at latitude 20” as &t latitude 60” and about twice as bad at speeds of 10 m. sec.-l as at speeds of 50 m. set.?. The magnitudes of angles of indra-€ t and sgeos;trophic parameters are in fair agreement with results obtained by other techniques, with the transosonde data yielding a mean angle of indraft of 11 degrees, a mean cross-contour flow of 6 m. sec-I, a mean deviation between wind and geostrophic wind speed of 9 m. sec.-l, and a mean vector geostrophic deviation of 12 m. sec.-l. REFERENCES 1. M. Seiburger et al., “On the Computation of Wind from Pres- sure Data,” Journal of Meteorology, vol. 5, So. 3, June 1948, 2. L. Machta, A Study of the Observed Deviations from the Geostrophic Wind, ScD thesis, Dept. of Meteorology, Mas- sachusetts Institute of Technology, 1948. (Unpublished). pp. 87-92. 3. W. 1,. Godson, “A Study of the Deviations of Wind Speeds and Directions from Geostrophic Values,” Quarterly Journal of the Royal Meteorological Society, 001. 76, No. 327, Jan. 1950, pp. 1-15. 4. C. L. Durst and G. H. Gilbert, “Constant-Height Balloons” Calculation of Geostrophic Departures,” Quarterly Journal of the Royal Meteorological Society, vol. 76, So. 327, Jan. 5. X. Neiburger and J. K. Angell, “Meteorological Applications of Constant-Pressure Balloon Trajectories,” Journal of Veteor- ology, vol. 13, So. 2, Apr. 1956, pp. 166194. 0 . A . D. Anderson, “A Study of the Accuracy of Winds Derived from Transnsonde Data,” (Memo. Rep. 498), Naval Research Laboratory, Washington, D.C., 1955,lO pp. 7. 5 . Holmboe, G. E. Porsythe, and W. Gustin, Dynamic Meteor- ology, New York, John Wiley and Sons, 1945,378 pp. 8. A. F. Gustafson, “On Anomalous Winds in the Free Atmos- phere,” Bulletin of the American Meternological Society, vol. 34, So. 5, May 1953, pp. 19&201. 9. P. G. Hoel, Introdnction to Mathenzatical Statistics, New York, John Wiley and Sons, 1947,258 pp. 1950, Pp. 75-86.