A statistical study of the relationship between local ... · Calhoun: The NPS Institutional Archive...
Transcript of A statistical study of the relationship between local ... · Calhoun: The NPS Institutional Archive...
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Calhoun: The NPS Institutional Archive
Theses and Dissertations Thesis Collection
1952
A statistical study of the relationship between local
changes in relative verticity and convective weather phenomena.
Stephens, Russel Thurmond.
Monterey, California. Naval Postgraduate School
http://hdl.handle.net/10945/24851
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Library
U. S. Naval Postgrafluato School
Moiiterev. Califoinia
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• ^^'"'OfiiV/A93943-5002
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A STATISTICAL STUDY OF TH3 EUL^TIOiiSEIP
B3T;yE3i; local ghai^gss hi R^iILaTIVS vorticityMB CGiiV3GTIVE al^TEIR PHiIL^0^i3L;A
R. T. Stephens
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A STATISTICAL STUDY OF THZ RELATIONSHIPBET'-vlIBlT LOCAL CHAIIGSS IK HEIATIVS YORTICITY
AiO CONVSCTIVJil .mATiiSR PKSHOl^HaiA
b7
Hussel Thurmond StephensLieutenant Commander, Un'ited States llavy
Suhmitted in partial fulfillmentof the requirementsfor the degree ofMi'iSTBR OF SCIKUCS
In Aerology-
United States I'laval Postgraduate SchoolItonterey, California
1952
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This work is accepted as fulfillingthe thesis requirements for the degree of
MASTER OP SGISKCBm AEROLOGY
from theUnited States ivfaval Postgraduate School
(i)
/ BQ^9
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PREFACE
This paper represents a statistical evaluation of the relationship
between relative vorticity and convective weather phenomena. It con-
tains a correlation between vorticity at the 700 millibar surface ajid
convective phenomena, and a correlation between 2^ hour changes in
these two variates. The data for this evaluation were obtained from
700 millibar and surfe.ce maps during the spring and early summer
months of 19^9 through 1951.
This work was conducted at the United States Naval Postgraduate
School, Monterey, California in the spring of 1952 in partial fulfill-
ment of the requirements for the degree of Master of Science in
Aerology,
The author wishes to express gratitude for the assistance of
Associate Professor G, J, Haltiner, Department of Aerology, U. S,
ITaval Postgraduate School, Monterey, California.
(ii)
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^©: aliqe sd* aniixib aqjBa eosl-xxre i)aj3 tAdllltm OOV
'Lllllisl LBiitaq at liqe ' simollI^O .^eiejtnoiM ,Xoorfoe
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V --/'
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TABLE 0? C0KT!E1.'TS
CERTIFICATE 0? APPROVAL i
PHEFACE ii
TABLE OF CQLJTENTS iii
LIST OF ILLQSTRATIOHS iv
TABLE OF SYKBOLS AKD ABBREVIATIONS v
CHAPTER
I. ITJTROKUGTIOK 1
II. THE THEORY OF RELATIVE VORTICITY 3
III. ME3TH0D OF GOLLECTIOH OF DATA 5
IV. THE LINEAR GORRELiiTIOii OF SEVERilL VAHIATES 8
V. lilTERPRSTATIOS AiJD EXTENSIOil OF RESULTS l4
VI. COIICLUSIQK 19
BIBLIOGRAPHY 20
(iii)
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LIST 01 ILLUSTHATIOKS
Table 1. Scatter Diagram of Relative Vorticityand Convective Index
Table 2» Scatter Diagrajn of 2^-ho-ar change inRelative Vorticity and Convective Index
Table 3» Scatter Diagram of 2^-ho\rr chajage inRelative Vorticity and 24-houT change inConvective Index during the same period
Table 4, Scatter Diagram of 2^-hour change inRelative Vorticity and the subsequent2^-hour change in Convective Index
Table 5« Skeleton Forecasting Diagram
Table 6, "Best Fit" Forecasting Diagram for700 millibe,r observs-tions of RelativeVorticity, April 1952
Table 7. "Best Fit" Forecasting Diagram forsurface observations of RelativeVorticity, April 1952
Page
10
11
12
13
16
17
18
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M
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TABLE OF SYIffiOLS AilD aBBRUVIaTIQKS
^ Vector vorticity
^xV C\irl of velocity
J Scalar relative vorticity
'V— Wind speed
Kj Curvatirre of e. streamline
^^ Wind shear along the normal to the flow
IM Unit position vector normal to the flow
/>\, Element of length along |f\
^ Scalar absolute vorticity
V^ Two dimensional grad
V V/ind velocity
A Goriolis parameter
X 2^-hour change in convective index
y 24-ho-ur change in relative vorticity
B Clear skies
BC Partly cloudy skies
C Overcast skies
P Precipitation resulting from convection
f^ Thunderstorm
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/-'.
2ii6.
V-:
e«x;4B ^ejso-xev^ ^.'
(v)
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I. IHTRODUCTIOSI
The inspiration for this investigation came from a paper on a,
similar suhject by a former student of the U, S. ilaval Postgraduate
School, Lieutenant 3. J. Writt L6j( , In this paper the frequently
used forecasting rule that v/ind flow from the south causes convergence
and resulting convective phenomena was examined on a statistical basis.
This was done by meas\u'ing the time rate of change of relative vorticity
under nearly steady state conditions and correlating the results with
the average prevailing convective phenomena. Surface maps were used in
measuring relative vorticity. A linear correlation coefficient of
0,0513» based on 70 observations, was obtained.
The subject has been of interest to other investigators. Nsunias
sjid Clapp L^J computed inertia trajectories on 10,000-foot maps under
steady state conditions. These trajectories were such that the vertical
component of the absolute vorticity of a moving parcel of air remained
constant. They were determined by initial latitude, curvature, lateral
shear, speed, and direction. These trajectories were not parallel to
the isobars, presuma,bly due to the modifying effects of convergence or
divergence. It was found that if the isobars curved more cyclonically
than the trajectories, convergence was present; if more 8.nti-cyclonically,
divergence was present.
Another paper of a similar nature was published in 1950 £2J .
Relative vorticity was computed at the 700-millibar level by use of the
(1)
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jii.
• [
isi baa
loJbjXf .
, ilic:;^c?\- ^T;!' si.;-- tan
w" . lis ,i;Q&q\^ ,
TC
-OOS" eiiJ
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expression for vorticity in natural coordinates and correlated with
the heights of the tops of cumuliform clouds over the ocean along
the 'Vashington-Bermuda airwa^/s. In a ssjnple of ^5^ ohservations, a
linear correlation coefficient of 0,84 was found between relative
vorticity and cloud-top height. A later sample of 210 additional
observations yielded a coefficient of 0,65. These results indicate
a somewhat strong relation between relative vorticity and convective
phenomena.
In view of the above papers, it is believed that convective
phenomena can be predicted through the use of relative vorticity
measurements. The goal of this paper is, therefore, to determine a
simple device which the forecaster may use to improve his forecasts
when convective activity is likely.
(2)
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•
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'T .8 c
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II. 'TliS TH30RY OF RJIu^SlY'lH YOaTIOITY
Yorticity may "be defined as the curl of the velocity. In
rectangular coordinates.
(1)
In horizontal flow, only the last term appears. However, in
computing the scalar component of vector vorticity, it is more con-
veniently expressed in natural coordinates.
^ ^ ao^ (2)
where
,
A^ s wind speed,
K3 « curvature of the streamlines (positive for cyclonic
curvature, negative for anti-cyclonic curvature)
11^ s unit vector normal to the flow
/y\ = element of distance along irv
^^ a wind shear along the normal, l;egative values are
termed cyclonic shear; positive^ anti-cyclonic shear.
The theorem of absolute vorticity states that the rate of change
of the absolute vorticity of a moving element is proportional to its
horizontal divergence []3j • It may "be written as
4^ = ~ XVV,-V (3)
(3)
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o .
' ^'. x/x<2/ '.\
^5 .,J..I..-
yi
'4'
M
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where C component of a.bsolute vorticity and
>^ . V m horizontal divergence,
v/hen absolute vorticity in equation (3) is replaced hy its
equivalent in terms of relative vorticity and the coriolis parameter,
we ohta-ln
It is apparent that a relationship exists between changes in relative
vorticity and horizontal divergence.
Since it has long been established that a direct correlation
exists between the horizontal convergence in the lower atmosphere and
convective activity, it follows that a relationship exists between
changes in relative vorticity auid convection.
The ptirpose of this paper is to determine the nature of this
relationship by extending the above theory to non-steady state con-
ditions and computing local time change in relative vorticity rather
than individual change.
(4)
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v/.j//
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III. IvSTHOD 0? GOLLEGTIOM OF Di^TA
Previous investigators have obtained "better results through
the use of upper level rather than surface charts in determining
relative vorticity. Moreover, the theorem of absolute vorticity
as stated hy Holm"boe» Forsythe, and Gustinr3j was derived on the
"basis of frictionless flow. Therefore, the 700 millihar level was
chosen for use in computing relative vorticity. Ohservations were
taken from the O3OO2 charts covering spring and early summer of
19^9 through 1951* This period was selected "because it was "be-
lieved that the changing situation which usus-lly ensues at that
time of the year would yield a, representative spread in values of
"both relative vorticity and convective phenomena, O"bservations of
convective phenomena were taJken from the OO3O i surface charts cover-
ing the same i^eriod.
In computing vorticity "by use of equation (2), contour lines
were assumed to "be streamlines. Curvature of the streamlines was
determined "by comparison with a series of arcs drawn on opaque paper.
Reported wind speeds were recorded when a.vailable, otherwise v/ind
speed was estimated with a geostropic wind scale. The units of
curvature were nautical miles ~^, and the units of v/ind speed were
knots, ./ind shear was measured along the normal to the flow in knots
per nautical mile. Hence the units of relative velocity were hours "''.
(5)
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It might "be interesting to note at this point that wind shear "became
a contributing fs,ctor to relative vorticity only v;hen the jet stream
was in or near the area under consideration,
Convective phenomena were converted into numerical equivalents
"by use of a "convective index". This index consisted of weights
assigned to cloud type, cloud cover, and present wea.ther phenomena
as designated "by the U. S. v/eather Bureau l5J • Lower cloud types
1 thrau.gh 5 were assigned a value of one (1); lower cloud types 8 and
9 and middle cloud type 7 were assigned a value of two (2). The weight
assigned to cloud cover corresponded to the code numher representing
tenths of cover C^J • ..'eights assigned to present weather phenomena
were as follows: intermittent precipitation 3. steady precipitation 5»
shower activity 7t s.nd thunderstorm activity 9« To determine the con-
vective index from a station model plot, the numerical value equivalent
of present weather phenomenon was added to the product of the numerical
values of cloud type and cloud cover.
Measurements of relative vorticity and convective index were made
over the area "bounded "by latitudes ^0 and i^5 degrees north and longitudes
95 s,nd 100 degrees west. This area was selected "because it was deemed
advisable to avoid one in which topography might contribute to convective
activity. Values of the two variates throughout the area were averaged
and recorded.
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eii
ii]Oiit lJ.KJ£'y/ JIT
ie-
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Relative vorticity measurements were recorded for all days for
which the 0300^ 700 millibar chart was available. However, con-
vective index measurements were recorded only v;hen the area was
sufficiently covered by reports of such quantity and distribution
to provide a good meas\ire of prevailing weather, llo special
treatment was afforded the presence of fronts or unusual phenomena.
(7)
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IV. TH'i; LI1.^£ GOPJiSIulTIOri' OF SEVSEUL VaRIATSS
A total of 286 simultaneous observations of relative vorticity
and convective index were recorded. Relative vorticity ranged in
value from -0.3200 to -h 0.3500 and convective index from to 25.
A linear correlation coefficient of + O.605 was determined for these
two variates. Although this coefficient is slightly less than those
determined hy Grutcher, et.a,, ^2] , it appears somewhat significant.
Twenty four hour changes in relative vorticity were correlated
with the convective index computed at the end of the period. In a
sample of 266 ohservations in which the change in relative vorticity
ranged from -0.3700 to + 0,3200, and convective index ranged from
to 25, a correlation coefficient of -t-0.^5 was obtained. This
result is considered insignificant for forecasting parposes.
Twenty four hour changes in relative vorticity were then
correlated with concurrent twenty four hour changes in convective
index. In a sample of 26^ observations in which change in relative
vorticity ranged from -0.3700 to -h 0.3200, and change in convective
index ranged from -17 to -t- 18, a correlation coefficient of •+• 0.78
was obtained. This value appears significant, 8.nd its merits will
be discussed later.
Finally, twenty four hour changes in relative vorticity were
correlated with subsequent twenty four hour changes in convective
index. In a sample of 251 observations, a correlation coefficient
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of -0,37 was obtained, A larger coefficient from this computation
would bave provided a valuable forecasting tool. Possibly a shorter
time change interval, such as twelve hours, would have given a larger
coefficient; however, the necessary charts were not available to
attempt a correlation on that basis.
In the a.bove computations, relative vorticity data were grouped
in class intervals of 5 hours"-^, and convective index data were
grouped in class intervals of 2 units. Scatter diagrams are shown
on the following pages.
(9)
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iqmsrfji?
aworiB sob sa&'v , .!BV'fe;t
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35 1
130•
25
1
2
3
3
2
1
11
o 20 1
1
1
1 1
1r-i
15 1 1 1 3H1
10 5 5 5 3 6 3
3
4
1
4 1
1'Jo
05 2 1 6 11 21 5 7
•H00 23 9 14 21 13 1 3 1 3
o•H -05 28 5 4 2 1 3 1 1
O
0)
-10 6 2 1 1 4— —
"
——"i
>•H
03
-15 6 1
1
1
1
— ... —(a
PI -20 1-
-25
-30 1
00 02 04 06 08 10 12 14 16 18 20 22
Convective Index
TABLE 1. SCATTER DIAGRAM OF EBLATIVE VORTICITY AIID COifTEGTI^/E INUEX.
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35-1
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1
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> 1
201
1 1
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TA£Ii) 2. SCATTER UIAGRAM OJCOKVECTI\'E laUBX.
Convective Index
2U-E0im CEAIJGE IIT SELATI7E VOETICITY A^ID
(11)
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(12)
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(13)
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V. IliTilRPRSTATIOU MTD BXTi2ISI01I OP RESULTS
Of the correlation coefficients determined, that of -*• 0,78
"between the twenty four hour change in relative vorticity and the
concurrent twenty four hour change in convective index is the most
significant. A regression equation for these two variates is
X s .60 y -y- .68 (5)
where x s 2^ hour change in convective index
y = 2^ hour change in relative vorticity.
In order to forecast the change in convective index from
equation (5)f a prognosis of the 700 millibar level is necessary.
This value would then he applied to the current convective index to
provide a forecast convective index. However, in most instances, such
a prognostic convective index could he translated into a variety of
convective phenomena. In view of this fact, a forecasting diagram
such as shown in table (5) might prove useful.
This diagram was devised with the U. S. llavy verification system
in mind [^l] . It also requires the use of a prognostic 700 millibar
chart. Forecast weather, provided it is of convective origin, is
determined by entering the diagram adjacent to present weather and
moving right to the change in relative vorticity as determined from
current and prognostic 700 millibax charts. Such a diagram could be
prepared for a given station by making a, "best fit" to observed cha-nges
in relative vorticity and the weather. The two diagrams shown in
tables (6) and (7) have been prepared in that ma,nner.
(1^)
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9(i iMsjoo sLS'i:^BS.h ,s jIoxic .aixaii ^o'xq iixu. Jxisiix/o
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The diagram shovm in table (6) is the ""best fit" for changes
in relative vorticity at the 700 millihar level. Meas\irements were
made at several stations taken at r9.ndom in the United States diiring
the month of April 1952. It provided 82 percent verification for
12^ cases, llote that this is a rather small sample taken from
several reporting stations, and it is believed that a single station
over a long period of time would provide a higher percentage of
verifications.
The diagram shown in table (7) is the "best fit" for changes in
relative vorticity at the surface. These measurements were made at
the same stations during the sane period as in table (6), The re-
sulting diagram provided 70 percent verification. At the surface
the numerical value of rela.tive vorticity is usually much smaller
than at the 700 millibar level, and the resulting change in relative
vorticity is correspondingly smaller.
(15)
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(17)
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YI. CONCLUSION
This study indicates that a relationship exists Tsetv/een
concurrent changes in relative vorticity and convective phenomena.
With the aid of fairly accurate prognostic charts, this result
should he of considerable assistance to the forecaster,
No attempt has been made to correlate the moisture content
of the air with convective phenomena, and no doubt such a correlation
would be high. Therefore, it would appear desirahle to modify the
above procedure by introducing a measure of moisture content.
Probably a study of changes in these variates over a shorter
interval of time, say 12 hours, would give better results. This
was impractical due to the unavailability of the necessary charts.
All the above measurements were made during the spring a.nd
early stimmer. This seemed advisable because of the changing
situation in middle latitudes at that time of the year. However,
in order to be of greater value in forecasting, such & study should
be carried out for the entire year, particularly the prepars.tion of
forecasting diagrams similar to those presented here.
(19)
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-^•' -iironoo
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(Vl;
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BIBLIO&RiiPHY
1. Aerographers Manual, Foiirth Edition. HavAer 5O-IIOR-3,United States ¥avy, April 19^5
•
2, Grutcher, H. L. , J. G, Hunter, and R. A. Sanders. Forecastingthe heights of cuinulus cloud-tops on the iashington-Beriiiuda
airways route, American Meteorological Society,Bulletin 31:1-7, January, 1950.
3» Holmhoe, J., G, E. Forsythe, and j. Gustin. Dynejnic meterology,ITew York, John Wiley amd Sons, 19^5*
4. TIamias, Jerome and P. F, Glapp. Hormel fields of convergenceand divergence at the 10,000-foot level. Journal ofMeteorology. Yol. 3, 1: 14-22, March, 19^6.
5. U. S. Department of Gommerce, leather Bureau. Station modeland explanation of weather code figures and syiahols.
Washington, U. S. Government Printing Office, 19^8,
6. .v'ritt, 3. J. A statistical correlation of the time ra,te ofchange of relative vorticity with convective weatherphenomena. Unpublished.
(20)
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. .orr-or r+"-f.',-,r
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T. f \T^
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'X '.r ,^ .Toy .
.iio^tsnlris.cv
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U. S. Naval Postgiiuliuitt; 5ciiuoJ
Monterey, Calit'oniia
OCT 2 BINDC1IYSE 2 53 lUTERHR
THesis
S693 StephensA statistical study of
the relationship between
local changes in relative
vorticity . .
.
OCI 2 BINDERY
18059S693
StephensA statistical study of the
relationship betvreen localchanges in relative vorticityand convective weather phenomen*
^fbrary
U. S. Naval Postgraduate SchoolMonterey, California
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