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Determining the level of global solar radiation on the earth's surface

Abstract

The article analyzes the Earth's surface insolation. For the analysis, two methods are described - the method of approximate calculation and turbidity method using Linke turbidity index. The methods consider the latitude of current location on the Earth's surface, atmosphere attenuation and other major factors. To obtain more accurate values, long-term measurements at the current location should be obtained.

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Determining the level of global solar radiation on the earth's surface

Author: Dostál, Zdeněk
Publisher: Vysoká škola báňská - Technická univerzita Ostrava
Year: 2015
DOI: 10.15598/aeee.v13i5.1391
Source: https://dspace.vsb.cz/bitstreams/4daf2da8-1f8e-4bc8-8665-2bb4a1763644/download
POWER ENGINEERING AND ELECTRICAL ENGINEERING VOLUME: 13 |NUMBER: 5 |2015 |DECEMBER
De e mining he Le el o Global Sola Radia ion
on he Ea h’s Su ace
Zdenek DOSTAL, Mi osla DULIK
Ins i u e o Au el S odola, Facul y o Elec ical Enginee ing, Uni e si y o Zilina in Lip o sky Mikulas,
kp . J. Nalepku 1390, 031 01 Lip o sky Mikulas, Slo ak Republic
[email p o ec ed], [email p o ec ed]
DOI: 10.15598/aeee. 13i5.1391
Abs ac . The a icle analyzes he Ea h’s su ace in-
sola ion. Fo he analysis, wo me hods a e desc ibed
- he me hod o app oxima e calcula ion and u bidi y
me hod using Linke u bidi y index. The me hods con-
side he la i ude o cu en loca ion on he Ea h’s su -
ace, a mosphe e a enua ion and o he majo ac o s.
To ob ain mo e accu a e alues, long- e m measu e-
men s a he cu en loca ion should be ob ained.
Keywo ds
Insola ion o he Ea h’s su ace, me hod o
app oxima e calcula ion, enewable ene gy e-
sou ces, u bidi y me hod.
1. In oduc ion
E iciency o enewable ene gy sou ces (RES) is based
on he deg ee o global sola adia ion. The mos im-
po an ac o is an insola ion, i.e. he inciden sola
adia ion. The emaining componen s o sola adia-
ion - di use and e lec ed adia ion is al eady a ec ed
by he en i onmen and has less impac on o e all e -
iciency. RES a e equen ly deployed as sou ces o
ene gy ha a e based on he use o di ec , indi ec o
media ed sun adia ion [13], [14], [15].
Di ec and indi ec sola adia ion is used by sola
pho o ol aic (PV) cells, he concen a ion sola pho-
o ol aic cells, sola collec o s and concen a ion sola
collec o s. Sunligh , s o ed in o he o ms o ene gy, is
used in biomass sys ems, hea pumps, wind u bines,
e c. [6], [7], [8], [9], [11]. Geo he mal sys ems ha e spe-
cial posi ion - hey p ocess he hea gene a ed by he
Ea h’s co e. In addi ion, o ming he Ea h’s co e and
man le was also signi ican ly a ec ed by sunligh . This
p ocess would ha e de eloped qui e di e en ly wi h-
ou he sunligh . In addi ion o RES sys ems, ene gy
is usually con e ed and s o ed du ing sho and long-
e m pe iods [1], [2]. Di e en ypes o s o age sys ems
a e a key elemen o RES. This pape deals wi h he
me hod o app oxima e calcula ion o sola adia ion
and u bidi y me hod, analyzing di ec sun adia ion
a selec ed loca ion [5].
2. Me hod o App oxima e
Calcula ion
The me hod o app oxima e calcula ion o di ec sola
adia ion (insola ion) is based p ima ily on an analysis
o he posi ion on he Ea h’s g ound, including seas
and oceans. C ucial a e he geog aphical coo dina es -
la i ude and longi ude o he selec ed loca ion [3].
2.1. E ec o he Cu en Loca ion
La i ude
The insola ion o he ac i e su ace is in luenced by
i s posi ion, depending on he la i ude. The angle o
ele a ion is c ucial o de e mining he insola ion o
he ac i e su ace [3]:
= 90 −a c an DSZ
RZsin κ+κ, (1)
whe e is he angle o ele a ion be ween he sun’s ays
and he su ace no mal (◦), DSZ is he dis ance Sun
- Ea h (150 ·109m), RZis he adius o he Ea h
(6378000 m), κis he angle be ween he la i ude o he
sun and he la i ude o he ac i e su ace (◦) and ϕis
he la i ude o he ac i e su ace (◦).
To de e mine he a e age ele a ion angle κ, we can
calcula e wi h he la i ude o he cu en si e. As he
sun mo es om he T opic o Cance o he T opic o
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Sun
T opic o Cap iho n
T opic o
Cance
Equa o
A ic ci cle
D
SZ
φ
OR
φ
κ
R
Z
κ
ε
θ
μ
b
Fig. 1: The cu en loca ion on he Ea h’s su ace, exp essed
using he la i ude.
Cap ico n (and back), pola days and nigh s a e also
impo an phenomenons o loca ions behind he no h
and sou h ci cle. We can de e mine κusing he ollow-
ing able (see Tab. 1):
Tab. 1: De e mina ion o κacco ding o he la i ude.
T opics Tempe a e F igid
zone zone
Sun o e
he T opic κ=ϕOR −ϕ κ =ϕ−ϕOR κ=ϕ−ϕOR
o Cance
Sun o e κ=ϕ κ =ϕ κ =ϕ
he Equa o
Sun o e
he T opic κ=ϕ−ϕOR κ=ϕ−ϕOR κ=ϕ+ϕOR
o Cap ico n
The exposu e o he ac i e su ace is a iable - when
he angle γinc eases, he ac i e su ace dec eases. The
insola ion can be e en ze o when he inciden adia ion
is pa allel o he ac i e su ace (see Fig. 2).
0 10 20 30 40 50 60 70 80 90
0
200
400
600
800
1000
1200
1400
La i ude (°)
Inciden powe (W ⋅ m−2)
Fig. 2: Insola ion a ec ed by he la i ude.
2.2. The In luence o he
A mosphe e Laye ’s Thickness
o e he Cu en Loca ion
Wi h inc easing la i ude, he hickness o he a mo-
sphe e, h ough which sun’s ays each he Ea h’s su -
ace, inc eases. Also, he heigh o he sun abo e he
ho izon dec eases. The e o e, sun’s ays ha e o pen-
e a e he Ea h’s a mosphe e unde highe angle and
he a mosphe e laye appea s o be hicke (see Fig. 3).
φ
h
m
n
HA
RA
RZ
φ
KH
Ψ
Fig. 3: E ec o la i ude on he pene a ion o sunligh h ough
a laye o he a mosphe e.
We assume ha he inciden ays om he sun a e
pa allel so we can igno e calcula ion e o . A he same
ime we assume he hickness o he a mosphe e o he
Ea h o be 100 km (Ka man line KH= 100 km).
Then he adius o he Ea h’s a mosphe e is RA=
R+ 100 km, i.e. RA= 6478 km [3]. The in luence o
he hickness o he a mosphe e HAis also dependen
on he loca ion acco ding o he alue o he la i ude
ϕ. F om he calcula ed alue HA, we can consequen ly
calcula e he a io kP:
HA=qR2
A−(RZsin ϕ)2
−RZcos ϕ, (2)
kP=HA
KH
,(3)
whe e HAis he hickness o he a mosphe e in he
di ec ion o sola adia ion (m) and ϕis he la i ude
(◦). The pa ame e kPexp esses a enua ion by a -
mosphe e depending on de ined la i ude (see Fig. 4).
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0 10 20 30 40 50 60 70 80 90
0
200
400
600
800
1000
1200
1400
La i ude (°)
Inciden powe (W ⋅ m−2)
Fig. 4: A enua ion by a mosphe e.
2.3. The In luence o Bo h Fac o s
The e ec o bo h ac o s is shown in Fig. 5.
0 10 20 30 40 50 60 70 80 90
0
200
400
600
800
1000
1200
1400
La i ude (°)
Inciden powe (W ⋅ m−2)
E ec o la i ude
E ec o a mosphe e
Fig. 5: E ec o bo h ac o s - la i ude and a mosphe e.
2.4. Inclina ion o he Ac i e Su ace
o he Sola Panel
Since ac i e su ace o sola panel is no always exac ly
o ien ed a he sun, i is necessa y o conside i s az-
imu h and ele a ion (see Fig. 6) [4].
The o e all e iciency o he sola panel, aking in o
accoun ele a ion, is exp essed by:
PVYR =PDOP ·cos Θ,(4)
whe e PVYR is he p oduced powe (W·m−2), PDOP is
an inciden powe (W·m−2) and Θis an angle be ween
he no mal o ac i e su ace and he ele a ion angle o
he sun.
Sun T opic o
Cance
Equa o
A ic ci cle
φ
κ
ε
θ
Su ace
no mal
Sun
ω
λ
α
Su ace
no mal
Sou h
Fig. 6: Ac i e su ace o sola panel - ele a ion and azimu h.
The o e all e iciency o he sola panel, aking in o
accoun azimu h, is exp essed by:
PVYR =PDOP ·cos λ, (5)
whe e PVYR is he p oduced powe (W·m−2), PDOP is
an inciden powe and λis an azimu h angle be ween
he no mal o he ac i e su ace and he azimu h angle
o he sun.
The in luence o bo h ac o s (angle Θand angle λ)
is in Fig. 7.
−50 050
−50
0
50
0
0.2
0.4
0.6
0.8
1
La i ude (°)
Ele a ion (°)
Ra io o inciden and p oduced powe
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
Fig. 7: The in luence o azimu h and ele a ion on p oduced
powe .
Angles o ele a ion (Θ) and azimu h (λ) span om
nega i e o posi i e alues, depending on he o ien a-
ion o he sola panel in ela ion o he sun.
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2.5. Assessmen
The e ec o la i ude on he insola ion can be calcu-
la ed. This e ec , howe e , can be success ully elim-
ina ed by o a ing he ac i e su ace di ec ly owa ds
he sun. Un o una ely, inc easing o he a mosphe e
laye ’s hickness wi h inc easing la i ude canno be
elimina ed. Nea he A c ic Ci cle, he hickness o he
a mosphe e a ec s he insola ion wi h a g ea deal. To
ob ain maximum amoun o p oduced ene gy, sola and
PV elemen s a e mainly placed on he walls and oo s o
buildings, o ien ed on sou h. When an op imal o ien a-
ion is no possible, insola ion is a ec ed by he angle
be ween he sun and no mal o ac i e su ace. This
e ec can be elimina ed using acke sys em, which
op imizes posi ion o ac i e su ace bo h in ele a ion
and azimu h. On he o he hand, hese p esump ions
ake in o accoun only ideal wea he condi ions, no
he eal e ec s o wea he .
3. Tu bidi y Me hod
3.1. How o Calcula e Posi ion o
he Sun
To calcula e amoun o sun ene gy deli e ed on he
Ea h’s su ace, i is necessa y o exp ess he angle o
incidence o sunligh on he Ea h’s su ace. To de-
e mine he cu en loca ion, he la i ude is a key pa-
ame e . The angle o incidence is no cons an - i
a ies depending on he season as he ele a ion angle
a ies. Ne e heless, we can calcula e exac ele a ion
and azimu h wi h ega d o sun posi ion wi h su i-
cien accu acy [5]. Declina ion δis an angle be ween
he Ea h and he di ec ion o he sun’s ays exp essed
by:
δ= 23.45 ·sin(29.7·M+ 0.89 ·D−109),(6)
whe e δis declina ion angle (◦), Mis a numbe o
mon h, Dis a numbe o a day in a mon h. To calcula e
he heigh o he sun abo e he ho izon, we employ
ollowing o mula:
h= a csin(sin ϕ·sin δ−cos ϕ·cos δ·cos ω),(7)
whe e his he heigh o he sun abo e he ho izon (◦),
ϕis he la i ude (◦) and ωis he hou angle o he a c
in deg ees (◦) exp essed by:
ω= 15 ·T, (8)
whe e Tis an hou .
Azimu h o he sun can be calcula ed o ei he
no he n o sou he n hemisphe e. We p esen equa-
ions o no he n hemisphe e, depending on he ime
o he day. Fo hou s be o e noon ollowing equa ion
applies:
γS= a ccos sin ϕ·cos δ·cos ω+ cos ϕ·sin δ
cos h,(9)
whe e γSis he azimu h o he sun calcula ed om
he no h (◦), δis he declina ion angle (◦), ϕis he
la i ude (◦), ωis he hou angle (◦) and his he heigh
o he sun abo e he ho izon (◦).
Fo hou s a e noon ollowing equa ion applies:
γS= 360 −a ccos sin ϕ·cos δ·cos ω+ cos ϕ·sin δ
cos h.
(10)
3.2. Di ec Radia ion
To calcula e di ec adia ion IB, i is necessa y o
know some a iables men ioned abo e and Linke u -
bidi y index [5], exp essing ai pollu ion a he cu -
en loca ion. Linke u bidi y index o ai is calcula ed
by long- e m me eo ological measu emen s, conside -
ing al i ude, pollu ion and ype o se lemen . How-
e e , Linke u bidi y index a ies h oughou he yea .
In he win e mon hs i ’s lowe and in he summe
highe . Following equa ion exp esses di ec adia ion:
IB =
PSK sin h−0.1·TL(TL−1)
30 ·cos Θ
sin h−0.106 ·TL
,(11)
cos Θ = cos ·sin h+ sin ·cos h·cos(α−ω),(12)
whe e IB is di ec adia ion (W·m−2), PSK is a sola
cons an (W·m−2), Θis an angle be ween su ace no -
mal and sun ays (◦), his he heigh o he sun abo e
he ho izon (◦), is an angle be ween e ical and sun
ays (◦), ωis an azimu h o he sun (measu ed om
he no h) (◦), αis an azimu h o no mal (measu ed
om he no h) (◦) and TLis Linke u bidi y index.
3.3. Di use Radia ion
Di use adia ion ID is de ined as a dispe sion o sun-
ligh on he a oms and molecules o he a mosphe e
and ae osols, suspended in he ai [3]. Di use adia ion
IDH (W·m−2) adia ing ho izon al su ace is exp essed
by:
IDH=PSK ·sin h−
IB ·sin h
cos Θ ·
·(0.25 + 0.025TL).
(13)
To calcula e di use adia ion on inclined su ace ID
(W·m−2):
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ID =IDH
21 + cos +0.94 ·ecos Θ +1.84
TL
−1.44·cos ,(14)
whe e IDHis di use adia ion on ho izon al su ace
(W·m−2), ID is di use adia ion on inclined su ace
(W·m−2), IB is di ec adia ion (W·m−2), PSK is a
sola cons an (W·m−2), Θis an angle be ween su ace
no mal and sun ays (◦) and is an angle be ween
e ical and sun ays (◦).
3.4. Re lec ed Radia ion
The e ain su ounding he i adia ed su ace is cha -
ac e ized by he e lec ance o inciden adia ion. This
alue a ies om ρ= 0.90 ( o esh snow) o ρ= 0.15
( o g assy ege a ion in summe ). Re lec ed adia ion
IR (W·m−2) can be exp essed by ollowing app oxi-
ma e ela ion [3]:
IR = 0.5·ρ·(1 −cos )·PSK sin h
cos Θ +IDH.(15)
3.5. To al Radia ion
The o al adia ion e e s o as global sola adia ion.
Global sola adia ion IG (W·m−2) is he sum o di ec
and di use adia ions [3]:
IG =IB +ID, (16)
and some imes i is exp essed as:
IG =IB +ID +IR. (17)
The in ensi y o o al sola adia ion de e mines he
ene gy gain o he ac i e su ace [3].
3.6. Conclusion
This me hod deals wi h he impac o la i ude, a mo-
sphe e and angle o inclined su ace. The in luence o
he a mosphe e is no aken in o accoun - his pa ame-
e is eplaced by Linke u bidi y index. In addi ion o
he calcula ion o di ec adia ion, his me hod also de-
e mines he di use adia ion (di use in a mosphe e)
and e lec ed adia ion (on Ea h’s su ace).
4. Real Si ua ion
Each au ho uses o his analyses all he a ailable
da a and alues. Fo example, Halahya had had a ail-
able da a alues o P ague, B no, B a isla a, Kosice,
Snezka and Lomnicky s i [3]. Ob iously, in hese loca-
ions Czechoslo ak hyd ome eo ological ins i u e had
i s own measu ing s a ions. Howe e , how could we
e alua e he si ua ion a o he loca ions? Fo example,
he e a e special maps c ea ed by PVGIS [12], showing
a e age alues o sola adia ion a selec ed loca ion
o coun y. This kind o map de e mines he amoun
o sola adia ion, analyzing and showing i on a map
in app op ia e scale. Acco ding o he colo scale, i ’s
possible o de e mine qui e quickly a e age amoun o
sola ene gy (kWh·m−2) a di e en loca ions. How-
e e , hese alues a e jus app oxima e because o wo
easons:
•These alues we e measu ed du ing a pe iod om
4/2004 o 3/2010. This ime pe iod is qui e sho ,
so some co ec ions would be equi ed. Mo e ex-
ac alues could be a ailable a e measu emen s
du ing longe pe iods o ime, as yea seasons ha e
been sligh ly changing.
•Howe e , i he s a is ical e alua ions a e ca ied
ou o e a numbe o yea s, i would no ensu e
he e inemen o he esul s. Clima ologis s no e
ha me eo ological si ua ion has been dynami-
cally changing du ing las yea s. We can see sig-
ni ican changes in he in e als o weeks. Du ing
las 50 yea s win e s we e cold and almos cons an
- oughly om he beginning Decembe un il he
end o Ma ch and summe s om June o Augus .
In he las ew yea s, he e a e almos pe iodic
luc ua ions, when in July snows, and Decembe
and Janua y a e wa ms ( empe a u es a e e y
o en abo e ze o). Wi nesses ha e ce ainly no-
iced ha win e u ns o summe in a ew weeks
and a pe iod o g adual wa ming has almos dis-
appea ed. In summe , s o ms we e mild, las ing
o 2–3 hou s. Usually, when he s o m passed,
he empe a u e g adually inc eased. Nowadays,
s o ms a e accompanied by hail, al e na i ely by
o nadoes. In he pas , he e had been no o na-
does in Eu ope - now hey a e e y equen du ing
summe seasons.
The mos accu a e measu emen o he amoun o a-
dia ion (kWh·m−2) can be ob ained du ing long- e m
pe iods. Fo his eason he RES sys ems also include
senso s o measu ing a ious pa ame e s [10]. The e-
sul s p o ide in o ma ion and an o e iew o ei he
yea pe iod o consecu i e yea s. This kind o anal-
ysis p o ides a e age esul s o he cu en loca ion.
This kind o analyse also elimina es he numbe o ac-
o s no p o ided by special kind o map, men ioned
abo e [12]. Fo compa ison, insula ion analysis o e
h ee days in July 2007 is p esen ed in Fig. 8.
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4 6 8 10 12 14 16 18
0
200
400
600
800
1000
1200
Hou o day (h)
Insola ion (W ⋅ m−2)
15/7/2007
21/7/2007
22/7/2007
Fig. 8: Insola ion du ing h ee day pe iod.
On 15 h o July 2007, he wea he was a o able, and
insola ion eached ela i ely high alues, wi hou any
in e up ions. Opposi e o his day was 21s o July
2007 - his day was qui e mis y and pa ially cloudy.
Insola ion was qui e low. On 22nd o July 2007, mea-
su ed alues we e also e y in e es ing. The wea he
was a o able, excep o highe humidi y, sligh ly de-
c easing insola ion. F om abou 1 PM un il 2 PM,
he e was a s o m, causing signi ican ly dec eased inso-
la ion. A e inishing his s o m, he insola ion pa ly
inc eased. To demons a e basic calcula ions o inso-
la ion, he e is a Tab. 2 p o iding basic amoun s o
insola ion and p oduced ene gy o hese days.
Tab. 2: Insola ion du ing selec ed days.
Da e Insola ion
(kWh·m−2)
15/7/2007 12.305
21/7/2007 6.375
22/7/2007 8.870
Du ing a sunny day insola ion can each a alue o
12.305 kWh·m−2. In case o mis o clouds, insola ion
d ops signi ican ly, pe haps by hal o mo e. Howe e ,
he e a e some days wi h dynamic wea he changes,
like 22nd o July 2007 - almos all day was sunny, bu
when s o m came, insola ion was educed o a e y
small alue.
Sola panels can be ins alled in wo ways. Fi s ly,
hey a e ixed o di e en su aces ha ing cons an o i-
en a ion in ela ion o he sun. Cons uc ions can be
deployed on Ea h’s su ace, o ixed o he walls o
oo s. Ano he op ion is using o a acke sys em, p o-
iding highe e iciency. Acco ding some da a p o ided
by he p oduce s, o e all e iciency can by inc eased
e en by 30 %. In his case, he angles be ween su ace
no mal and he sun (Θand λ) a e cons an ly e alua ed
and minimized. Howe e , his ype o implemen a ion
is a he cos ly.
5. Conclusion
Calcula ion o global sola adia ion, i.e. insola ion o
he Ea h’s su ace, seas and oceans was analyzed by
wo me hods:
•Me hod o app oxima e calcula ion, based on la i-
ude and longi ude o cu en loca ion, in luencing
o e all insola ion.
•Tu bidi y me hod, aking in o accoun Linke u -
bidi y ac o .
To ob ain mo e accu a e esul s, i is be e o e-
place app oxima ed alues o insola ion wi h he esul s
o long- e m measu emen s a selec ed loca ion. I all
ac o s a e aken in o accoun , p edic ions o insola ion
o selec ed loca ion will be mo e accu a e and eliable.
Acknowledgmen
This wo k was suppo ed by VaV p ojec s o he ope -
a ional p og am "Cen e o excellence o powe elec-
onic sys ems and ma e ials o he componen s",
p ojec code 2008/2.1/01-SORO, ITMS 26220120003,
"Cen e o excellence o powe elec onic sys ems and
ma e ials o he componen s II.", ITMS 26220120046.
P ojec is co- unded om EU unds. This wo k was
suppo ed by he Slo ak Resea ch and De elopmen
Agency unde con ac no. APVV-0888-11. This
wo k was suppo ed by p ojec ITMS: 26210120021,
co- unded om EU sou ces and Eu opean Regional De-
elopmen Fund.
Re e ences
[1] BACA, P. and R. BILKO. Elec ochemical sys-
ems (ba e ies) used in pho o ol aic applica ion.
In: 4 h In e na ional wo kshop on eaching in
pho o ol aic. P ague: IET Czech Ne wo k, 2008,
pp. 75–76. ISBN 978-80-01-04047-8.
[2] BACA, P. P ehled moznos i akumulace elek icke
ene gie z OZE. In: Al e na i ne zd oje ene gie
ALER. Lip o sky Jan: Facul y o Elec ical Engi-
nee ing (Uni e si y o Zilina), 2011, pp. 135–140.
ISBN 978-80-554-0427-1.
[3] DOSTAL, Z. and M. DULIK. Vykon slnecneho
zia enia na po chu Zeme. In: P oceedings o RE-
Spec . Po acska Dolina: Facul y o Elec ical En-
ginee ing (Uni e si y o Zilina), 2013, pp. 47–65.
ISBN 978-80-553-1405-1.
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[4] DOSTAL, Z. and M. DULIK. Mozne u cenie
elkos i zos a y FV panelo . In: P oceedings o
RESpec . Po acska dolina: Facul y o Elec ical
Enginee ing (Uni e si y o Zilina), 2014, pp. 87–
104. ISBN 978-80-553-1405-1.
[5] HALAHYJA, M. and J. VALASEK. Sola na en-
e gia a jej yuzi ie. B a isla a: ALFA, 1983.
[6] HORBAJ, P., P. TAUS and P. DZURILA. An-
alyza ene ge ickeho po encialu biomasy SR a
moznos i jej yuzi ia. In: Moznos i inanco ania
ekoene ge ickych p ojek o podmienkach SR a
EU. Kosice: Dom echniky ZSVTS, 2006, pp. 124–
129. ISBN 8023202626.
[7] KUDELAS, D., R. RYBAR and M. CEHLAR.
Ene gia e a - p i odne, echnicke a ekonomicke
podmienky jej yuzi ia. Kosice: BERG, 2009.
ISBN 987-80-553-0169-3.
[8] RYBAR, R., P. TAUS and M. CEHLAR. Sola na
ene gia a helio echnika. Kosice: BERG, 2009.
ISBN 978-8055302164.
[9] RYBAR, P., P. TAUS and R. RYBAR. Al e na-
i ne zd oje ene gie 1: Slnecna ene gia. Kosice:
El a, 2001. ISBN 80-89066-16-X.
[10] STOJAN, R., L. BOBALIK, J. VANEK, J.
DOLENSKY and A. VESELY. Vyuzi i py a-
nome u p i me eni in enzi y slunecni ene gie. In:
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ISBN 978-80-554-0427-1.
[11] TKAC, J. Globalne ene ge icko ekologicke
p oblemy a moznos i ich iesenia yuzi-
anim obno i elnych zd ojo ene gie. In:
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[12] Pho o ol aic Geog aphical In o ma ion Sys em
(PVGIS). Eu opean Commission [online]. 2012.
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[13] REKIOUA, D. and E. MATAGNE. Op imal-
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[14] SCHEER, H. S e o e slunecni hospoda s i.
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[15] REMMERS, K. H. Velka sola ni za izeni. B no:
ERA g oup, 2007. ISBN 8073661106.
Abou Au ho s
Zdenek DOSTAL g adua ed in 1981 as an elec ical
enginee a he Mili a y Academy in Lip o sky Miku-
las. In 1994 he inished his pos -g adua e s udies. In
2000, he was awa ded wi h an academic i le Associa e
p o esso , specialized in ada da a p ocessing. A e
inishing he uni e si y he has been ocusing on enew-
able ene gy sou ces. Since 2003 he has been in e es ed
in o - he-g id elec ici y sys ems and emo e a ea
powe supply (RAPS) sys ems mo e in ensi ely. A
he Ins i u e o Au el S odola in Lip o sky Mikulas he
has cons uc ed se e al expe imen al de ices.
Mi osla DULIK g adua ed in 2000 as an elec ical
enginee a he Academy o A med Fo ces in Lip o sky
Mikulas. In 2005 he inished his Ph.D. s udies. He
has specialized in mic op ocesso p og amming and
compu e ne wo ks. Since 2008 he has also in e es ed
in con olling sys ems o enewable ene gy sou ces,
ying o de elop new concep s and solu ions, op imiz-
ing o e all pe o mance.
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