0378-7788-2892-2990049-m
TRANSCRIPT
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Energy and Buildings, 18
(1992) 35-43 35
A n a l y s is o f t h e a c c u r a c y a n d s e n s i t i v i ty o f e ig h t m o d e l s t o p r e d i c t t h e
p e r f o r m a n c e o f e a r th - to - a ir h e a t e x c h a n g e r s
A. Tzaferis and D. Liparakis
T.E.I. Pireus , Thiv on 250 P. Ralli, GR-122 24 Aega leo (Greece)
M. Santamouris
Labora tqry of Meteorology, Univer sity of Athens, Ippokr atous 33, GR-105 80 Athens (Greece)
A. Argiriou*
Protechna Ltd, Themistokleous 87, GR-105 83 Athens (Greece)
(Received October 24, 1991)
A b s t r a c t
Eight different algorithms predicting the performance of earth-to-air heat exchangers are evaluated. The
sensitivity of the methods to the inlet air temperature, air velocity, pipe length, pipe radius and the pipe
depth is examined. Two different types of experiments have been designed and performed, and exper imental
results have been compared with the set of the predicted values. The relative accuracy of each algorithm
is estimated and reported for both cases.
1 . I n t r o d u c t i o n
Passive and hybrid cooling systems and techniq ues
can contr ibute decisively to the cooling of buildings
reducing theref ore the peak electricity load of util-
ities and prese rving th e e nvi ronm ent [1 [.
The use of the gr ound as a sink for dissipation
of the excess heat o f buildings is a well-researched
area [2-4]. Hybrid ground cooling systems and
especially earth-to-air heat exchang ers have gained
an increasing acceptance during the last years
[5-15]. Here air is circulated through buried pipes
using fans. Due to the te mpera ture difference be-
tween the ground and the air, the air temperature
decreases. The main advantages of the system are
its simplicity, high cooling potential, low capital,
operational and maintenance cost and environmental
protection.
The use o f such a system requ ires a quite difficult
dimensioning process, involving optimization of its
length, diameter, dep th and airflow. For this purpo se
various algorithms have been proposed. Each al-
gorithm is deduced from and is validated for a
specific set of parameters, i.e., a certain depth, a
flow rate, a length, a diameter, etc.
*Author to whom correspondence should be addressed.
However there is an important dependence and
variability of the system's per forma nce as a functi on
of its thermal and geometr ical characteristics. Con-
sequently such algorithms are not automatically
accurate for every set of parameters and therefore
a more detailed validation is required.
The aim of the pr esent pa per is to contribute to
the validation of the algorithms by examining their
accurac y for various data sets, and also to investigate
their sensitivity upon the more important param-
eters. For this purpose experiments have been un-
dertaken and two sets of experimenta l data have
been obtained and used for validation. The overall
work offers a compl ete analysis of the subject and
contributes towards a more accurate design of earth-
to-air heat exchangers.
2 . T h e a l g o r i t h m s
The eight examined algorithms can be classified
in two groups:
Thos e algorithms which first calculate the con-
vective heat transfer from the circulating air to the
pipe and then the conductive heat transfer from
the pipe to the ground and inside the ground mass
[16]. The necessary input data are:
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-- the geometrical characteristics of the system;
-- the therma l characteristi cs of the ground;
--
the thermal characteristics of the pipe;
-- the undisturbed ground temperature during the
operation of the system.
Those algorithms which calculate only the con-
vective heat transfer from the circulating air to the
pipe [17-21]. In this case the necessary input data
are:
-- the geometr ical characterist ics of the system;
-- the therm al characte ristics of the pipe;
-- the te mperature of the pipe surface.
A . T h e S c h i l l e r a l g o r i t h m [ 16 ]
In this algorithm, the two hea t transfer processes
determining the behaviour of the buried pipe as a
heat exchanger are treated separately. The first
process is the convective heat transfer between the
air circulating in the pipe and the internal surface
of the pipe. The second process is the heat transfer
by conduction from the internal surface of the pipe
to the ground. The ground is thus divided theo-
retically into coaxial cylindrical elements.
In order to better simulate the heat transfer pro-
cess in the ground, the thermal resistance of the
ground was considered to be time-dependent, in
order to take into account the variation of its thermal
properties with temperature.
The air temperature at the outlet of an element
of the pipe can be obtaine d by the following relation:
x
T~, x+1 =Tt, x - - - (1)
~hcr
with x, x+ 1 the axial positions of the inlet and
the outlet of the element. The air temperature at
the outlet of the pipe is obtained by applying this
relation for all the elements of the pipe in order
to cover its entire length.
B . S a n t a m o u r i s a l g o r i t h m [ 17 ]
According to this algorithm, the air temperature
at the outlet of a buried pipe is given by the following
expression:
Tf, o = (Tf, ~ - Tp,~o) exp( -Sa )[1 + ( B i S a ) 5
Fo
[ o
_j exp( - B i F o ) I i ( 2 [ B i S a Fo] '5)
0
F o S d F o ] + Tpwo (2)
The dimensionless parameters B i , S a a n d F o
depend on the the rmophysical properties of the pipe
and of the air and on the characteristics of the
airflow.
C . T h e R o d ~ i g u e z e t at . a l g o r i t h m [ 18 ]
This model allows the prediction of the air tem-
perature circulating in the pipe at any position x
from the inlet. The relation is:
T~, x = Tpwo+ (T~,, - Tpwo) exp pfc---~--2R~ (3)
This relation is based on the assumption that the
temperature of the external wall of the pipe is
maintained constant during the process. The air
temperature at the outlet of the pipe is calculated
by eqn. (3) with x - - L , L being the length of the
pipe.
D . T h e L e v i t e t a l. a l g o r i t h m [ lP ]
The air temperature in the pipe at a distance
x 1 from the inlet is calculated by solving the
steady-state heat balance equation between the air
and the ground at a distance D from the pipe,
through a finite differences scheme. The resulting
relation is:
T ~ + 1 _ T ~ r h c ~ - U A d x U A d x
- + - - T s x , D )
4 )
rhcf ~hc~
with A = 2 ~ r D , U=the overall heat transfer coeffi-
cient,
Tg ( x ,
D) = the ground temperature at length
x at a distance D from the pipe and dx the length
of the elem entary part of the pipe.
The air temperature at the outlet of the pipe is
calculat ed by applying eqn. (4) consecutivel y for
all the elements of the pipe.
E . T h e S e r o a e t a l. a l g o r i t h m [ 20 ]
The buried pipe is divided in elementary parts.
The air temperature at the outlet of each element
is given by the relation:
[(1 - U/2 )Tf , l + UTpwo]
Tf, o = (5)
(1 U / 2 )
where
U = (2 rrR dXUw)/~Cf
Uw is the overall heat t ransf er coefficient betwee n
the air and the external wall of the pipe. The air
temperature at the outlet of the pipe is calculated
by applying eqn. (5) consecutively for all the ele-
ments of the pipe.
F . T h e E l m e r a n d S c h i l l e r a l g o r i t h m [ 21 ]
Again the pipe is divided in elementary cylinders
of length dx. The air temperature at the outlet of
each element is given by the relation:
T f , x + 1 = V f ,
x - - Qx /T~c f
6 )
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w h e r e t h e h e a t f l o w r a t e p e r u n i t l e n g t h o f t h e
e l e m e n t a t a d i s t a n c e x f r o m t h e i n le t o f t h e p i p e
e q u a l s :
Q= = U w T f , x -
Tpwo)2~rR~dx 7)
T h e a i r t e m p e r a t u r e a t th e o u t l e t o f t h e p i p e i s
c a l c u l a t e d b y a p p l y i n g e q n . 6 ) c o n s e c u t i v e l y f o r
a ll e l e m e n t s o f t h e p i p e .
G . T h e S o d h a e t al . a l g o r i t h m [ 22 ]
I n t h i s c a s e t h e a i r t e m p e r a t u r e a t t h e o u t l e t o f
t h e p i p e i s g iv e n b y t h e r e l a ti o n :
T , , o = TpwoCa n ) 8 )
w h e r e
a n ) = C a - 1 ) e x p -
f i n ) + 1 + F ( n , f l )
9 )
~j = Tz. , /Tpwo 10 )
2 ~rRiL U
[~= ( 11)
~ c f
n = ( x / L )
1 2 )
W h e n t h e a i r t e m p e r a t u r e a t th e o u t l e t o f t h e
p i p e h a s t o b e c a l c u l a t e d ,
x = L
c o n s e q u e n t l y n - - 1.
K n o w i n g / 3 , t h e p a r a m e t e r
F ( n , f l ) ,
e q n . 8 ) t h e a i r
t e m p e r a t u r e a t th e o u t l e t o f t h e p i p e i s o b t a i n e d .
H . T h e C h e n e t a l . a l g o r i t h m [ 2 3]
T h i s a l g o r it h m s o l v e s t h e t h r e e - d i m e n s i o n a l t ra n -
s i en t h e a t b a l a n c e e q u a t i o n b e t w e e n t h e a i r a n d t h e
e x t e r na l w a l l o f t h e p i p e. T h e N e u m a n n - t y p e b o u n d -
a r y c o n d i t i o n a t th e e x t e r n a l s u r f a c e o f th e p i p e i s
a l s o t a k e n i n t o a c c o u n t . B y a p p l y i n g a f in i t e d i f-
f e r e n c e s s c h e m e , t h e f o l l o w i n g e q u a t i o n g i v i n g t h e
a ir t e m p e r a t u r e a t t h e o u t l e t o f an e l e m e n t o f t h e
p i p e i s o b t a i n e d :
T ~ + I _ 2 U ~
2 U w )
pfCfRo---~
Tp w o d ~+ T ~f 1 P fCf Ro
V d x
(13)
T h e a i r t e m p e r a t u r e a t t h e o u t l e t o f t h e p i p e i s
c a l c u la t e d b y a p p l y i n g eq n . 1 3 ) c o n s e c u t i v e l y f o r
a l l t h e e l e m e n t s o f t h e
p i p e .
3 . S e n s i t i v i t y a n a l y s i s
T h e a l g o r it h m s p r e s e n t e d a b o v e h a v e b e e n in -
t r o d u c e d i n to c o m p u t e r p r o g r a m s i n o r d e r t o si m -
u l a t e t h e b e h a v i o u r o f t h e e a r t h - t o - a i r h e a t e x -
c h a n g e r s a n d t o i n v e s t ig a t e t h e i m p a c t o f e a c h i n p u t
p a r a m e t e r , b y m e a n s o f a s e n s i ti v i t y a n a l y s i s. T h e
s e n s i t i v i t y o f a l l t h e m o d e l s , r e g a r d i n g t h e i n l e t a i r
37
t e m p e r a t u r e , t h e g r o u n d t e m p e r a t u r e , t h e a ir v e -
l o c it y , th e l e n g t h o f t h e p i p e , a n d t h e i n te r n a l p i p e
r a d i u s a n d th e d e p t h , h a s b e e n i n v e s ti g a t e d . S o m e
o f t h e a l g o r i th m s r e q u i r e t h e p i p e w a l l t e m p e r a t u r e
a s a n i n p u t. I n t h a t c a s e , t h e p i p e w a l l t e m p e r a t u r e
h a s b e e n c a l c u l a t e d f i r st b y t h e S c h i l le r a l g o r i t h m
a n d t h e n u s e d a s a n i n p u t f o r t h e s t u d i e d a l g o r it h m .
T h e m a i n p a r a m e t e r d e t e r m i n i n g t h e o u t l e t a i r
t e m p e r a t u r e i s t h e i n le t a i r t e m p e r a t u r e . T h e o u t l e t
a i r t e m p e r a t u r e h a s b e e n c a l c u l a t e d u s i n g a ll t h e
a l g o r it h m s , w i t h t h e i n l e t a i r t e m p e r a t u r e r a n g i n g
f r o m 2 5 C t o 7 5 C . F o r t h e o t h e r i n p u t d a t a ,
t y p i c a l v a l u e s u s e d d u r i n g t h e o p e r a t i o n o f t h e
e a r t h - t o - a i r h e a t e x c h a n g e r s h a v e b e e n s e l e c t e d .
T h e s e v a l u e s a r e T g = 2 5 C , V = 5 m s - I , R i =
1 2 5 x 1 0 - 3 m , L = 3 0 m , z = l . 5 m . T h e r e s u l t s
o b t a i n e d a r e i l l u s t r a t e d i n F i g . 1 . F r o m t h e r e s u l t s
i t
c a n b e s e e n t h a t a l l m o d e l s p r e s e n t a s i m i l a r
l in e a r b e h a v i o u r r e g a r d i n g t h e i n l e t t e m p e r a t u r e
v a r i a ti o n s . Al l m o d e l s e x c e p t t h e S c h i l le r a n d S o d h a
e t a l .
a l g o ri th m s p r e d i c t a l m o s t t h e s a m e v a l u e o f
t h e o u t l e t a i r t e m p e r a t u r e . T h e S c h i ll e r a n d S o d h a
p r e d i c t i o n s a r e a l s o l i n e a r f u n c t i o n s o f t h e i n l e t a ir
t e m p e r a t u r e b u t t h e S c h i ll e r a l g o r i th m A ) g i v e s
s i gn i fi c a n tl y h i g h e r t e m p e r a t u r e s w h i l e t h e S o d h a
e t a l . a l g o r i th m G ) g iv e s l o w e r v a l u e s .
F i g u r e 2 i l l u st r a te s t h e o u t l e t a i r t e m p e r a t u r e v s .
g r o u n d t e m p e r a t u r e a t t h e d e p t h o f th e e x c h a n g e r ,
u s i n g t h e s a m e i n p u t d a t a a s b e f o r e , b u t a s s u m i n g
a c o n s t a n t i n l e t a i r t e m p e r a t u r e o f 3 5 C. A s it c a n
b e s e e n , t h e o u t l e t t e m p e r a t u r e i s p r e d i c t e d a s a
l i ne a r f u n c t i o n o f t h e g r o u n d t e m p e r a t u r e . A l l m o d e l s
p r e d i c t a lm o s t th e s a m e o u t l et t e m p e r a t u r e e x c e p t
t h e S c h i l l e r m o d e l t h a t p r e d i c t s v a l u e s h i g h e r o f
a b o u t 1 .5 C f o r l o w g r o u n d t e m p e r a t u r e s a n d t h e
S o d h a e t a l . m o d e l w h i c h p r e d i c t s l o w e r v a lu e s o f
a b o u t 0 . 5 C . T h e d i f f e r e n c e s b e t w e e n t h e m e a n
p r e d i c t i o n s d e c r e a s e f o r t h e S c h i ll e r m o d e l a n d
i n c r e a s e f o r th e S o d h a
e t a l .
m o d e l a s t e m p e r a t u r e
i n c r e a s e s .
T p o [ C )
6 0
5 0
4 0
3 0
J
i i i I
2 5 3 0 3 5 4 0
2 0 ~ ~ ~ ~ ~ ~ ~
2 0 4 5 5 0 5 5 6 0 6 5 7 0 7 5 8 0
Tpi O)
~ A - - + - 8 - -X '~ -- - 8 - O - -X - -E - e - - F ~ G ~ H
Fig. 1. Ou tlet air tempera ture va riation vs. inlet air
temperature.
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3 9
Tpo (O)
32
30
28
2 6 ~ t ~ ~ t ~ ~ ' ~ t ~ t ~ ~
~2 14 16 18 2 22 24 26 2.8 3 3.2 3.4 3.6 3.8 4
z r n )
~A -4--.B +C -8- D --x-E ~F - -G --~--H
~ 8 . 6 . O u ~ e~ ~ t e ~ e ~ a ~ e ~ ~ i o ~ ~ s. d e ~ t h .
depths; the outlet temperature drop is about 5 C
for the first 3 m, but bet ween 3 and 4 m the decrease
is only about 0.5 C. It must be noted here that
the difference between the Schiller model mean
predictions i ncreases with depth, while the difference
between the Sodha model and the mean predictions
remains practically constant for all depths.
4 . C o m p a r i s o n w i t h e x p e r i m e n t a l d a t a
In order to evaluate and validate the predicted
performance of the algorithms discussed above, the
performance of a PVC horizontal pipe, buried at a
depth of 1.1 m, was measured. The pipe was 14.8
m long, with a diameter of 0.15 m. The thickness
of the pipe wall was 0.01 m. Ambient air, heated
by a 2 kW electric heater, circulated in the pipe
by means of a fan. Two experiments have been
performed.
During the first experiment the air circulated
cont inuo usly for 9 days, in June 1982, with a velocity
of 4.5 m s- 1. The inlet and ou tlet air temperature s,
ground surface temperature and ground temperature
at various depths were measured [24].
The aim of the second experiment was to test
the behaviour of the system by applying an inter-
mittent air circulation. The air circulated from 08 :00
until 20: 00, with a velocit y of 10.5 m s -I. Mea-
surement s were perfo rmed for 15 days, during June
and July, 1983. The temperature was measured at
the same experimental points as for the first ex-
perime nt [25]. T he thermal diffusivity of the ground
was determin ed experimenta lly and used as input
data for the models [26].
Figure 7 illustrates the measured inlet air tem-
perature and the ground temperature at the depth
of the pipe, 1.1 m, for the first experiment. Figure
8 illustrates the outlet air temperature obtained by
this expe rimen t (solid line) and the simulation results
obtained by the various algorithms as a function
of time. The curve representing the experimental
data presents oscillations on a daily period. This
is due to the fact that the inlet air temperature is
not thermostatically controlled, but ambient air was
heated by applying a constant heating power. In
this graph it can be observed also that the mean
daily outlet temperature increases with time. This
is due to progressive heating of the ground layers
close to the pipe (see Fig. 7), which reduces the
heat transfer rate between the air circulating in the
pipe and the ground.
As can be seen from Fig. 8, while the models
can follow the long-term dynamic behaviour of the
outlet air temperatu re, their predict ions of the max-
imum and minimum values on a daily basis is much
less accurate. In order to quantify the accuracy of
the various models regarding the experimental re-
stilts, the root-mean-square error between experi-
mental data and calculated values was calculated
(Fig. 9) f or all days of the ex perim ent. It is observed
that except for the Schiller and the Sodha algorithms
which present the highest r.m.s, error, all the other
algorithms present an r.m.s, erro r of the same order,
i.e., of about 3.4%.
The comparison between measured data of a
typical day during the second experiment and the
corresponding simulation results is illustrated in
Fig. 10 and the corresp onding inlet air and ground
temperature are given in Fig. 11. From this Figure
it is observed that the results from all models are
very close to the curve, except the Schiller and the
Sodha models. The Schiller algorithm gives outlet
air temperature values which are about 3-4 C
higher than the error band, while the Sodha algorithm
gives values which are located in the middle of the
error band. Comparisons between measurements
and calculated values were made for all the days
of the exper iment and results obtained were similar
to the ones already discussed.
The r.m.s, error between measurements and cal-
culated values is illustrated in Fig. 12. The error
was calculated for all the measurements obtained
during the 15 days of the exp eriment, for both the
upper and lower limits of the error bands. These
results are illustrated in Fig. 12. The Schiller al-
gorithm presents the highest r.m.s, error. The error
of all other model s regarding u pper and lower limit
of measurement s is respectively of about 2.98% and
4.7%, except the Sodha algorithm which gives an
error of the same order in both cases, i.e., 3.53%
and 3.25% respectively.
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4
T C)
6 5 -
6 ~
5 5
5 8 -
4 5
4 0
3 5
2 5
~ - e I I I I I I I I ] I ] I I I I I I I I I I I I I I
~ ~ ~ ~ ~ ~ ~ ~ ~_ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~ ~
T i ~ e ( 6 )
~ . 7. Ir~t ni~ and ~ o un d t~mp~r~t~r~s ~t 1.1 m d~pth~ d~r i~ th~ cor~tant ~ circulation xp ~d m~ nL
i -- In t e r Ai~ I
e m p e r a t u r e
--
C ~ o ~ d
T em p era t u re
4 6 -
4
I
',/,'i
I
. i ~ - ~ ~ t 1
i i ~ ~ i ~ ; ' ~ ~
~ r , ~ ~ ~ : ~ ~ , ~ ; ~ E
/ ~ . ~ - : ~ , ~ ~ : ~
~
:
',
~.~,,.~ ~ ~, , . ~ :~; ~ ~
~ ; ,~ ~ . :~~ .~ ~ ~ ~ : ~ , ~ ~ : , ~ : ~ ~
] ~ , ~ ~ , : : : . , : ~ ~
~ _ ~ ~ ~ - - ~. , ~. ~ . ~ ~ : i ~
; ~ : : [ , ~ ~ ,, ~ , ~ . f ~ , . ~ , ~
~ ~x ~ ,' ' ~ / ~ : ~ Z : , , :
~ ~ , ~ h
' ,~ ~ , , ~ , '
~ ~ t ~ , " , ~ ~ .' , ~ ; " )
. ( r , ~ ] ; ;
~ ; , ' . ' ~ , " . ; '
~ / ~ ~ , , , . ~ : , . ~ , ,
: . : , M . ; , , . ~ , , .,
i~,..,..,,,., ~ ~: '~
3 4 [ ' ..~,,~,;
~ 2 I I I I I i I I I
9 1 2 2 e 3 3 3 6
4 2 5 5
6 6
7 9
8 2 9 e ~ e le 1 1 1 2
3 6 ~ ?
T i ~ e
( ~ )
~ g . 8 . M e ~ e d ~ d p r e ~ c te d o u de t t e m p e r a t e d ~ ~ e c o ~ t ~ c ~ c ul a t io n e x p e ~ e n t .
~ ; t . .
' .~ ~ I ~ : , - ~ ' , : ~
' , . ~ ~ .
, : ~
~ ? , . ~
, ~ D~ ~ i ~ X
..... , L < ~
~ j ~ ~ , ~+ ~
,. ~7 ~ .7, .. .. ~, ,.
.~, . ; .
~ ~
13 13 15 15 16 17 17 IB 19 20 21
8 I 4 2 5 8 6 9 2
H e a s ~ e ~ e n t s
- - S c ~ i | | e ~
..... Santa~ou~is
R o d ~ i ~ u ez
-- Levit
S e ~ o a
E l m e ~
S o d Ha
C He~
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(~)
6
0
Schiller Santarnour. Rodr iguez Levit Soroa Ermer Sodha Chon
lgorithm
Fig. 9. The r.m.s, errors bet ween measured and predict ed values
for the constant air circulation experiment.
41
air temperature. After that limit, the changes do
not influence the performance of the system. The
models have been used to simulate the performance
of a heat exchanger, operating under two different
experimental conditions. The r.m.s, error in each
case has been calculated. The mean value of this
error was found to be of about 3.5% for all cases
except for the models, which gave higher r.m.s.
errors.
N o m e n c l a t u r e
Cf
5 . C o n c l u s i o n s h
In this paper, eight algorith ms for the predic tion 11
of the performance of cylindrical earth-to-air heat
exchan gers have been examine d. A sensitivity anal- L
ysis has shown that the main parameter s determining rh
the air temperature at the outlet of the exchanger
Qx
are the inlet air temperature and the ground tem-
perature which is a function of the depth at which Ro
the exch ange r is placed. The sensitivity analysis t
has shown also that only change s up to a certain T~
limit of length and of the di amete r of the pipe and T~, x
of the air velocity in the pipe can modify the outlet
specific heat at constant pressure of the
air (J kg -~ C -~)
convective heat transfer coefficient in-
side the pipe (W m -~ C -~)
modified Bessel funct ion of the first kind
of order 0
length of the pipe (m)
air ma ss flow rate (kg m -~)
heat flux per unit length of the pipe at
lengt h x (W m-1)
outer radius of the pipe (m)
operating time (s)
ground temperature (C)
air temperatur e in the pipe at a distance
x from the inlet of the pipe (C)
53-
52-
51
58
49-
48-
4 7-
46
T
(C) 45
44
43
42
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i
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Fig. 10. Measured and predicted outlet temperatures during the intermittent air circulation experiment.
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Schi llerSantamour Rodr iguez Lev i l Seroa Elmer S odha Chen
A l g o r i t ~ q m
m U p p e r C a s e m L o w e r C a s e
F ig . 1 2 . T h e r .m . s , e r r o r s b e t w e e n m e a s u r e d a n d p r e d i c t e d
v a l u e s f o r t h e i n t e r m i t t e n t a i r c i r c u l a t i o n e x p e r i m e n t .
Tpwo
Tp~,o
V
z
t e m p e r a t u r e o f t h e e x t e r n a l w a l l o f t h e
p i p e a t l e n g t h x C )
m e a n t e m p e r a t u r e o f th e e x t e r n a l w a l l
o f t h e p ip e C )
a ir v e l o c i t y i n t h e p i p e m s - 1 )
d e p t h o f t h e p i p e m )
Greek symbol
p~
d e n s i t y o f t h e a i r k g
m - ~ )
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