7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
1/27
JozoJozo##jrkwifjrkwif chjillkfechjillkfe
kf uozirkf uozir##rilozij trhblic&rilozij trhblic&TORZ 2& Fiyrol FizuhrnTORZ 2& Fiyrol Fizuhrn
Jkckzrk T& Qhlhcozkfi
uuu&k`i&fl`khl hlDk`i&fl
YFIQAH#K@I Kfzkzyzi ghr Uozir Ijyaozkhf
Jitorzcifz hg @{jrhkfghrcozka ofj Nfhulijei cofoeicifz
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 2
Orzkgkakol fiyrol fizuhrnOrzkgkakol fiyrol fizuhrn
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
2/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 1
Orzkgkakol fiyrol fizuhrn (OFF+= cokf z{tiOrzkgkakol fiyrol fizuhrn (OFF+= cokf z{ti
Orzkgkakol Fiyrol Fizuhr nq
Giij Ghruorj Qilg#hreofkqkfeGiijboan
ORZGiozyri
CotqBhlz}cofCoa`kfi
@htgkiljChjil
Lkfior Fhf#lkfior
Qytirwkqij Yfqytirwkqij
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :
Lkfior rierikhf o o kctli OFFLkfior rierikhf o o kctli OFF
Kf hfi#jkcifkhfol aoi (hfi kftyz p+, ekwif Zwiazhr (jozo+~p(z+,{(z+s z 3?,Z z`i ahiggkakifz hg z`i iqyozkhf
{ 3 g (p+ 3 o?p . o4 aof bi ghyfj&
Z`if ghr z`i fiu W wiazhr ~p(w+s, w 3?,W z`k iqyozkhf aofottrhpkcozil{ ritrhjyai z`i ahrrithfjkfe gyfazkhf wolyi
~{(w+s, w 3?,W
p?
{{ 3 o4.o? p?
o4o?
[ 3 o? P . o4
P
[
fiu kftyz
wolyip(w+
oazyol
hyztyz
wolyi
chjil trijkazq
fiu hyztyz
wolyi {(w+
p(z+
{(z+
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
3/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 9
@hu zh cioyri z`i irrhr8@hu zh cioyri z`i irrhr8
Lioz qyoriirrhr k yij kfai kz ollhu ghr z`i bizizkcozkhf hg z`i torocizir ekwif irrhr ghr ioa`cioyricifz ori kfjitifjifz ofj fhrcoll{ jkzrkbyzij&
Htzkck}ozkhf trhblic `o zh bi hlwij= gkfj ya` o4 ofj o? z`ozI k ckfkcol=
kf o kcklor go`khf z`i trhblic aof bi thij ghr cylzktlirierikhf (ukz` cof{ kftyz+
( +3
.3Z
z
zzpoo{I
?
2+(
?4
+(+(
p?
p2
{{ 3 o4.o? p? . o2 p2
o4o?
o2
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 7
Gyfazkhf ottrhpkcozkhf= lkfior rierikhf ofj OFFGyfazkhf ottrhpkcozkhf= lkfior rierikhf ofj OFF
Lkfior rieriqqkhf
[ 3 o? P . o2
Fiyrol fizuhrn ottrhpkcozkhf
[ 3g( P, o?,, of +
P
[ [
P
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
4/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 5
chjillij (riol+ {zicg (P+ (hbirwij+
P
Irrhr 3 G(P+ # g(P+ ckf
@kjjif lo{ir
o km
Kftyz P
p ?
p 2
p 1
pFkft
Hyztyz ]3G(P+}?
}2
}1
}Fhyz
{?
{F`kj
b mn
uike`zq uike`zq
? ?
Z`iri ori (Fkft.?+Fkj. (Fkj.?+Fhyz uike`z (okmofj bmn+zh bi kjifzkgkij b{ckfkck}kfe ciof qyorij irrhr ([(P+ # g(P++2&Ciz`hj yij= erojkifz#boij ziitiz jiaifz ciz`hj (aollij irrhr boantrhtoeozkhf+
OFF= cylzkOFF= cylzk##lo{ir tiraitzrhf (CLT+lo{ir tiraitzrhf (CLT+
`kj
F
k
kkmhmm
,&&&, Fm3
pooG{kft
?
?
.3
3
hyz
F
k
mmnhnn
,&&&, Fn3
{bbG}`kj
?
?
.3
3
y
G(y+ ?
4Bkfor{ Qkechkj =G(y+ 3 ? (? . i#y+
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 0
OFF= kjifzkgkaozkhf hg uike`z b{ zrokfkfeOFF= kjifzkgkaozkhf hg uike`z b{ zrokfkfe
(aolkbrozkhf+(aolkbrozkhf+
( +3
3ipoctF
k
kk OFFHBQI?
2
OFF irrhr kf ritrhjyakfe z`i hbirwij hyztyz (HBQk+ k=
Zrokfkfe hg OFF k kf hlwkfe o (cylzk#ipzricyc+ htzkck}ozkhftrhblic=
Gkfj ya` wolyi hg uike`z z`oz brkfe I zh o ckfkcyc
Trhblic hg boantrhtoeozkhf olehrkz`c # kz oyci kfeli#ipzricolkz{
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
5/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ;
OFF o o yfkwirol chjilOFF o o yfkwirol chjil
(gyfazkhf(gyfazkhf ottrhpkcozhrottrhpkcozhr++
OFF k o chjil ukz` cylzktli (`yfjrij+ torocizir
OFF k o aotobli hg ritrhjyakfe ahctlip fhf#lkfiorrilozkhf`kt
OFF aolkbrozkhf (zrokfkfe+ riqykri lorei ochyfz hg jozo
z`i riylzkfe chjil k goz
OFF aof bi yij u`iri t`{kaoll{ boij chjil gokl, hr z`i{co{ ahctlicifz t`{kaoll{#boij chjil
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?4
Bkhlhekaol chzkwozkhfBkhlhekaol chzkwozkhf
kefol ori zrofckzzij bizuiif fiyrhf b{ iliazrkaol tyli
z`i fiyrhf yc yt z`i iggiaz hg z`hyofj kctyli
kg z`i kfzierozij thzifzkol ipaiij o z`ri`hlj, z`i aill gkri #eifirozi of kctyli z`oz zrowil oarh z`i ophf gyrz`ir
Aillq bhjkiq
Jifjrkziq
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
6/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ??
p?
p2
{y 3 o4 . o? p? . o2 p2
y
{ 3 e (y+
o4o?
o2
@kjjif fhji@kjjif fhji
Kftyz zh z`i fizuhrn ori=
Hyztyz hg z`im#z` fhji hg z`i kjjif lo{ir k
F,&&&,?3k,p kftk
F&&&,?,3m,+po.o(e3{ `kjkmk
F
3?k
m4m
kft
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?2
Hyztyz fhjiHyztyz fhji
kftyz ori z`i hyztyz hg `kjjif fhji {? &&& {F`kj
hyztyz ori=
F&&&,?,3n,+{b.b(e3} hyzmnm
F
m3?
n4n
`kj
{?
{2
}w 3 b4 . b? {? . b2 {2
w
} 3 e (w+
b4b?
b2
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
7/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?1
Zrofgir gyfazkhfZrofgir gyfazkhf ee
z`i zrofgir gyfazkhf k yyoll{ fhf#lkfior, bhyfjij ofjjkggirifzkobli& Ukjil{ yij k z`i lhekzkagyfazkhf=
i.?
?3(y+e
y#
Lhekqzka gyfazkhf
#4&2
4
4&2
4&:
4&7
4&0
?
?&2
#?4 #0 #7 #: #2 4 2 : 7 0 ?4
Kftyz wolyi
Hyztyz wolyi
Qlh i 3 :
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?:
Jirkwozkwi hgJirkwozkwi hgee
Fhzi z`oz
Z`if
+(
+?(
+(+?+(?(
+?(+(
2
2
2
?
yei
ii
ii
y
i
y
ye
y
yy
yy
y
3
.3
.3
.3
+(
+(?
ye
ye
i
y 3
+(++(?(
+(+(
+(?+( 2
yeye
yeye
ye
y
ye
3
3
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
8/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?9
OFF ahctlipkz{ ofj kz ottrhpkcozkfe obklkz{OFF ahctlipkz{ ofj kz ottrhpkcozkfe obklkz{
ahcbkfozkhf hg zrofgir gyfazkhf hg `kjjif fhji trhjyai oahctlip gyfazkhf
ukz` cof{ `kjjif fhji of{ gyfazkhf aof bi ottrhpkcozij
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?7
OFF ahctlipkz{ ofj kz ottrhpkcozkfe=OFF ahctlipkz{ ofj kz ottrhpkcozkfe=
ipoctli hg ottrhpkcozkfe o `orchfka gyfazkhfipoctli hg ottrhpkcozkfe o `orchfka gyfazkhf
hfi kftyz pofj zuh hyztyz {? ofj {2 Hyztyz ori ekwif b{ kf(p+ ofj ah(p+
Jozo k eifirozij b{ ryffkfe pgrhc 4 zh 7&20 ukz` z`i zit 4&42
p {? {24&4444 4&44444 ?&44444
4&4244 4&42444 4&;;;04
4&4:44 4&41;;; 4&;;;24
&&&
?&9:44 4&;;;91 4&4145;
?&9744 4&;;;;: 4&4?404?&9044 4&;;;;7 #4&44;24
?&7444 4&;;;95 #4&42;24
&&&
7&2:44 #4&4:1?0 4&;;;45
7&2744 #4&421?; 4&;;;51
7&2044 #4&441?; 4&;;;;;
p {? {24&4444 4&44444 ?&44444
4&1744 4&19225 4&;19;4
4&;044 4&01494 4&99542
?&0244 4&;7;?? #4&2:771
1&7:44 #4&:5042 #4&05019
:&:744 #4&;7012 #4&2:;529&7244 #4&7?971 4&50041
9&0:44 #4&:2002 4&;411;
7&?244 #4&?72:5 4&;075?
7&2:44 #4&4:1?0 4&;;;45
7&2744 #4&421?; 4&;;;51
7&2044 #4&441?; 4&;;;;;
Zrokfkfe qiz= 1?9 kfqzofaiq Ziqz qiz= ?2 kfqzofaiq
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
9/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?5
Tirghrcofai hgTirghrcofai hgOFFOFF o kz ahctlipkz{ kfarioio kz ahctlipkz{ kfarioi
o+ ? kjjif fhji b+ 2 kjjif fhjiq
a+ 1 kjjif fhjiq j+ : kjjif fhjiq
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?0
KgFhyzgyfazkhf, ioa` ukz` Fkft kfjitifjifz (kftyz+ workobliori ekwif, ofj Zkfzofai (wiazhr+
ori ekwif, z`if, hf z`i bok hg z`ii kfzofai OFF aof bizrokfijh z`oz z`i irrhr k ckfkcol&
Z`if kg triifzij hz`ir Wkfzofai (wiazhr+
kz uhylj ottrhpkcozil{ ritrhjyai z`i ahrrithfjkfe gyfazkhfwolyi
OFF zrokfkfe o of htzkck}ozkhf trhblicOFF zrokfkfe o of htzkck}ozkhf trhblic
Z,&&&?,3z,sg,&&&,g,g,p,&&&,p,p~(z+
F
(z+
2
(z+
?
(z+F
(z+2
(z+?
hyzkft
W,&&&?,3ws,p
,&&&,p
,p
~ (w+F
(w+
2
(w+
? kft
W,&&&?,3ws,g,&&&,g,g~(w+
F
(w+
2
(w+
? hyz
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
10/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ?;
Jizoklij jiarktzkhf hg OFF irrhr zh bi ckfkck}ijJizoklij jiarktzkhf hg OFF irrhr zh bi ckfkck}ij
ghr hyztyz nz`i irrhr ghr z`i kftyz tozzirf zk=
In(z+3(gn
(z+ }n(z++2
zhzol ghr oll hyztyz ghr kftyz tozzirf z z`i irrhr k=
Zhzol irrhr k z`i yccozkhf hg z`i irrhr ghr oll hyztyz fhjighr oll Zkfzofai=
3n
z
n
z
n
z }gI 2+(+(+( +(2
?
..3
.3
3
n k
z
kkmm
m
`kj
mnn
hyzz
n
z
n
m
m
mnnhyzz
n
z
n
z
n
z
n
z
zhz
pooebbeg
{bbeg
}gI
2+(
44
+(
24
+(
2+(+(
++S((^2
?
S+(^2?
+(2
?
ckfckf
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 24
Irrhr gyfazkhf u&r&z& uike`z (irrhr yrgoai+ (?+Irrhr gyfazkhf u&r&z& uike`z (irrhr yrgoai+ (?+
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
11/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 2?
Irrhr gyfazkhf u&r&z& uike`z (irrhr yrgoai+ (2+Irrhr gyfazkhf u&r&z& uike`z (irrhr yrgoai+ (2+
irrhr gyfazkhf k o ahctlip cylzk#ipzricyc gyfazkhf
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 22
Irrhr gyfazkhf u&r&z& uike`z (irrhr yrgoai+ (1+Irrhr gyfazkhf u&r&z& uike`z (irrhr yrgoai+ (1+
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
12/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 21
Jiariokfe irrhr jyrkfe zrokfkfeJiariokfe irrhr jyrkfe zrokfkfe
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 2:
Ykfe ziitiz jiaifzYkfe ziitiz jiaifz
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
13/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 29
A`hhkfe z`i rke`z zitA`hhkfe z`i rke`z zit
qzit kq HN
qzit kq zhh lorei
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 27
Boantrhtoeozkhf olehrkz`c (kfzofai boij+ (?2+Boantrhtoeozkhf olehrkz`c (kfzofai boij+ (?2+
? Rofjhck}i z`i uike`z ~us (jifhzij obhwi o cozrkaioofj b+ zh coll rofjhc wolyi (bhz` thkzkwi ofj fieozkwi+zh ifyri z`oz z`i fizuhrn k fhz ozyrozij b{ lorei wolyi hguike`z&
2 Qiliaz of kfzofai z, z`oz k z`i wiazhr ~pn(z+s, k3 ?,&&&,Fkft
(o tokr hg kftyz ofj hyztyz tozzirf+, grhc z`i zrokfkfe iz&
1 Ottl{ z`i fizuhrn kftyz wiazhr zh fizuhrn kftyz&
: Aolaylozi z`i fizuhrn hyztyz wiazhr ~}n(z+s, n3 ?,&&&,Fhyz&
9 Aolaylozi z`i irrhr ghr ioa` hg z`i hyztyz n, n3?,&&&,Fhyz,z`i jkggirifai bizuiif z`i jikrij hyztyz ofj z`i fizuhrnhyztyz=
&&&
2+(+(+( +( znz
n
z
n }gII 33
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
14/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 25
Boantrhtoeozkhf olehrkz`c (kfzofai boij+ (22+Boantrhtoeozkhf olehrkz`c (kfzofai boij+ (22+
&&&
7 Aolaylozi z i fiaior{ ytjozi ghr uike`z u kf o uo{z`oz ckfkck}i z`k irrhr (jkayij bilhu+&
5 Ojmyz z`i uike z hg z`i fizuhrn b{ u&
0 Ritioz zit 2 7 ghr ioa` kfzofai (tokr hg kftyzhyztyzwiazhr+ kf z`i zrokfkfe iz yfzkl z`i irrhr ghr z`i ifzkri {zic(irrhr Ijigkfij obhwi hr z`i irrhr hf arh#wolkjozkhf iz+ koaaitzobl{ lhu, hr z`i tri#jigkfij fycbir hg kzirozkhf krioa`ij&
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 20
Boantrhtoeozkhf olehrkz`c (ukz` aycylozkwi ytjozi+Boantrhtoeozkhf olehrkz`c (ukz` aycylozkwi ytjozi+
? 7 o obhwi
5 ojj yt z i aolaylozij uike`z ytjozi ~us zh z`ioaaycylozij zhzol ytjozi ~Us&
0 Ritioz zit 2 5 ghr iwirol kfzofai ahctrkkfe ofitha` (ahylj bi z`i u`hli iz+&
; Ojmyz z`i uike`z ~us hg z`i fizuhrn b{ z`i ytjozi~Us&
?4 Ritioz zit 2 ; yfzkl oll kfzofai kf z i zrokfkfe iz oritrhaiij& Z`k ahfzkzyzi hfi kzirozkhf&
?? Ritioz z`i kzirozkhf hg zit 2 ?4 yfzkl z`i irrhr ghr z`iifzkri {zic (irrhr Ijigkfij obhwi hr z`i irrhr hf arh#wolkjozkhf iz+ k oaaitzobl{ lhu, hr z`i tri#jigkfij fycbir hgkzirozkhf k rioa`ij&
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
15/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 2;
@hu zh ytjozi uike`z@hu zh ytjozi uike`z
htzkck}ozkhf k jhfi b{ z`i ziitiz jiaifz olehrkz`c
zit ori coji kf z`i toai hg workobli (uike`z u+ kf z`ijkriazkhf htthkzi zh z`i jkriazkhf hg z`i erojkifz hg z`igyfazkhf I
u (F.?+ 3 u (F+ I(u (F++
kf kfjkwkjyol uike`z a`ofei ukll bi=
ofj z`i ytjozi zit ghr uike`z k=
(z`k k z`i jilzo rylihg Ukjrhu ofj @hgg (?;74+ ghr o kfelilkfior tiraitzrhf+
+(
+(+?(F
qu
qu
q
qqu
IFuFu
3
3.
q
quIu
3
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 14
@hu zh ytjozi uike`z@hu zh ytjozi uike`z
z{tkaol a`okf hg fhji ofj uike`z ahfkjirij
pk }n
wn
enhyz(w+
m
ym
em`kj(y+
bmnokmpk
`kjjif fhji m hyztyz fhji nkftyz fhji k cioqyrij
(zoreiz+ wolyiq
Ahctori
irrhrgn }n
n
irrhr zh ckfkck}i jyrkfe zrokfkfe kqI3 (gn}n+2
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
16/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 1?
Uike`z ghr z`i hyztyz lo{irUike`z ghr z`i hyztyz lo{ir
ytjozi ghr z`i hyztyz uike`z k=
jirkwozkwi aof bi ghyfj ykfe z`i a`okf ryli=
z`k ekwi=
u`iri
mnmn {b 3
w
we}g nnnn
+(+(2
mn
mnb
Ib
3
mn
n
n
n
nmn b
w
w
}
}
I
b
I
3
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 12
Uike`z ghr z`i `kjjif lo{ir (?+Uike`z ghr z`i `kjjif lo{ir (?+
`kjjif fhji jh fhz `owi iptlkakz wolyi hg of irrhr& Qya`irrhr ori trhtoeozkfe grhc ioa` hg z`i fhji hg z`i hyztyzlo{ir zh ioa` hg z`i fhji kf z`i `kjjif lo{ir
3n
z
n
z
n
z }gI 2+(+(+( +(2
?
3
3
n km
z
n
km
z
kmo
I
o
Io
+(+(
3
3
n km
m
m
m
m
n
n
n
n
z
n
km
m
m
m
m
z
n
km
z
o
y
y
{
{
w
w
}
}
I
o
y
y
{
{
I
o
I +(+(+(
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
17/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 11
Uike`z ghr z`i `kjjif lo{ir (2+Uike`z ghr z`i `kjjif lo{ir (2+
gkfoll{, z`i ytjozi ghr uike`z o k=
3n
mnn
m
kkm by
yepo
+(
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 1:
Kctrhwkfe z`i liorfkfe ryliKctrhwkfe z`i liorfkfe ryli
Chcifzyc
ojotzkwi liorfkfe rozi (F+
u`iri (F+ 3 z`i liorfkfe rozi u`ka` k ytjozij oaahrjkfe zh z`ighllhukfe ryli=
@iri ROIJk z`i riaifz "owiroei" hg z`oz jirkwozkwi z`oz kriayrkwil{ aolaylozij=
+(+?( Fuu
IFu q
q
q .
3.
+(+(+?(+?( Fuu
IFFu
q
q
Qq .
3.
hz`irukqi,+?(
4+?(kg,+?(+(
3
6
.3
F
FROIJ
u
IFF
q
q
+?(+?(+( .
3 FROIJu
IFROIJ
q
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
18/27??
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 19
A`hkai hg z`i liorfkfe ahfzofzA`hkai hg z`i liorfkfe ahfzofz
Z`i riahccifjij wolyi hg z`i liorfkfe ahfzofz
3 4&? (4&49 k hgzif bizzir+
3 4&9
3 4&5 (hr 4&9+
3 4&; (hr 4&9+&
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 17
Troazkaol kyi hg zrokfkfeTroazkaol kyi hg zrokfkfe
Tritorkfe jozo
aolkfe jozo zh triwifz fizuhrn torol{k e(?&4+ 3 4&572
e(2&4+ 3 4&;7:
e(1&4+ 3 4&;;9
e(:&4+ 3 4&;;;
h aoli kftyz jozo zh ^#1, .1S
fycbir hg `kjjif fhji
a`hkai hg z`i oazkwozkhf gyfazkhf richwi torz hg ahffiazkhf (htzkcol brokf jocoei+
jiol ukz` lhaol htzkco (ri#rofjhck}i uike`z+
hyzkft`kj FFF
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
19/27
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
20/2722
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 1;
Rojkol bok gyfazkhfRojkol bok gyfazkhf
yi kctli gyfazkhf G(p+ z`oz ottrhpkcozi z`i ekwif gyfazkhf kfz`i trhpkckz{ zh hci ritriifzozkwi lhaozkhf
z`ii G(p+ jitifj hfl{ hf z`i jkzofai grhc z`ii aifzir ofjjrht zh }irh o z`i jkzofai grhc z`i aifzir kfarioi
Aifzirq= ? 2 M
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :4
Rojkol bok gyfazkhfRojkol bok gyfazkhf
gyfazkhf } 3 g(p+, u`iri p k o wiazhr ~p?&&& pKs kf K#jkcifkhfol toai
aifzirumm3?&&&M ori iliazij
g(p+ k ottrhpkcozij b{
u`iri |p um| k jkzofai (ie&, Iyalkjiof+
bmori ahiggkakifz ohakozij ukz` z`im#z` aifzir um&
+|>(|+(?
mm
M
m
G} bupp 3 3
Aifzirq= ? 2 M
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
21/2722
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :?
Rojkol bok gyfazkhfRojkol bok gyfazkhf
ui aof a`hhi z`i lkfior ahcbkfozkhf hg bok gyfazkhf=
Kz k ahcchf zh a`hhi Eoykof gyfazkhf ghr G=
g(r+ 3 ipt(r222+ ( k ofolhehy zh z`i zofjorjjiwkozkhf kf o Eoykof fhrcol jkzrkbyzkhf+
Jkzofai |p um| k yyoll{ yfjirzhhj kf Iyalkjiof ifi ofjjifhzij o m=
h z`i ottrhpkcozkhf biahci=
+|(|+(?
mm
M
m
Gb} upp 3 3
3
3K
k
kmkm up?
2+(
+2ipt(+( 22
?
mmm
M
m
b} 3 3
p
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :2
Rojkol bok gyfazkhfRojkol bok gyfazkhf
Z`i trhblic hg ottrhpkcozkhf riqykri=
z`i tloaicifz hg z`i lhaolk}ij Eoykof zh ahwir z`i toai(thkzkhf hg z`i aifzir u k+>
z`i ahfzrhl hg z`i ukjz` hg ioa` Eoykof (torocizir +>
z`i izzkfe hg z`i octlkzyji hg ioa` Eoykof (torocizir bk+&
+2|up|ipt(+( 22
?
mmm
M
m
b} 3 3
p
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
22/2722
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :1
Rojkol bok gyfazkhf trhblicRojkol bok gyfazkhf trhblic
wkiuij o o fiyrol fizuhrnwkiuij o o fiyrol fizuhrn
k
ukm
bmn
Eoyqqkofgyfazkhfq
Lkfiorgyfazkhfq
}n
k
m
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& ::
Zrokfkfe z`i RBG fizuhrn (?+Zrokfkfe z`i RBG fizuhrn (?+
?& Gkfj z`i thkzkhf hg aifzir ~ums=
A`hhi rofjhcl{ M kfzofai pm ofj yi z`ic o z`i thkzkhf hgz`i aifzir ~ums
Oll hz`ir kfzofai ori okefij zh o alo m hg z i alhiz aifzirum, ofj z`i lhaozkhf hg ioa` aifzir ori aolaylozij oeokf ykfe ie&n#fioriz fike`bhr ciz`hj&
Z`i obhwi zit ori ritiozij yfzkl z`i lhaozkhf hg z`i aifzirzht a`ofekfe&
2& Aolaylozi z`i hyztyz }(p+ grhc ioa` `kjjif fiyrhf &&&
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
23/2722
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :9
Zrokfkfe z`i RBG fizuhrn (2+Zrokfkfe z`i RBG fizuhrn (2+
&&&
1& Uike`z ~bmns ghr z`i hyztyz lo{ir ori aolaylozij b{ hlwkfe ocylzktli lkfior rierikhf trhblic, u`ka` k ghrcylozij o z`i{zic hg lkfior iqyozkhf& Z`i hyztyz grhc z`i hyztyz fhjiaof bi iptriij o
u`iri bmn z`i uike`z hf z`i ahffiazkhf grhc z`i `kjjif fhji
mzh z`i hyztyz fhji n, {m # z`i hyztyz grhc z i `kjjif fhji m
:& Kg z`i zhzol irrhr k chri z`of z`i jikrij lkckz,a`ofei z`i fycbir hg z`i `kjjif yfkz ritioz oll z`i zit
3
33M
m
m
M
m
mmn
n
{
{b
}
?
?
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :7
Ipoctli= ykfe RBG fizuhrnIpoctli= ykfe RBG fizuhrn
zh ritrhjyai QKF ofj AHQ gyfazkhfzh ritrhjyai QKF ofj AHQ gyfazkhf
Kftyz gkli= ? kftyz(P+, 2 hyztyz(QKF, AHQ+,1?9ipoctli
1?9 ? 2
4&4444 4&44444 ?&44444
4&4244 4&42444 4&;;;04
4&4:44 4&41;;; 4&;;;24
4&4744 4&49;;7 4&;;024
4&4044 4&45;;? 4&;;704
4&?444 4&4;;01 4&;;944
4&?244 4&??;5? 4&;;20?
&&& 7&2:44 #4&4:1?0 4&;;;45
7&2744 #4&421?; 4&;;;51
7&2044 #4&441?; 4&;;;;;
?0 aifzirghyfj
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
24/2722
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :5
Ipoctli= ykfe RBG fizuhrn zh ritrhjyai bi`owkhyrIpoctli= ykfe RBG fizuhrn zh ritrhjyai bi`owkhyr
hg o ?hg o ?##J chjillkfe {zic (QHBIN+J chjillkfe {zic (QHBIN+
Kftyz gkli=5 kftyz (triw&rokfgoll, glhu+, ?hyztyz (glhu+,?141 ipoctli
2? aifzirghyfj
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :0
Rojkol bok gyfazkhf=Rojkol bok gyfazkhf=
ahccifzahccifz
RBG fizuhrn trhwkji o elhbol ottrhpkcozkhf zh z`i zoreizgyfazkhf, ritriifzij b{ o lkfior ahcbkfozkhf hg cof{ lhaolnirfil gyfazkhf
z`k aof bi wkiuij o z`i chhz` lkfior ahcbkfozkhf hg tkiai#uki (lhaol+ fhf#lkfior gyfazkhf # z`oz k z`i biz gyfazkhf ka`hif ghr o torzkaylor rofei hg kftyz jozo
zrokfkfe k gozir z`of boantrhtoeozkhf fizuhrn kfai kz k jhfikf zuh zit
kz k of ioeir ciz`hj, byz yij of kjio hg lhaol ottrhpkcozkhfo kf lo}{ ciz`hj ya` o n#FF
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
25/2722
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& :;
Hz`ir z{ti hg ahffiazkhfkz chjilHz`ir z{ti hg ahffiazkhfkz chjil
(fiyrol fizuhrn+(fiyrol fizuhrn+
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 94
Riayrrifz fiyrol fizuhrnRiayrrifz fiyrol fizuhrn
jiwilhtij zh jiol ukz` z`i zkci wor{kfe hr zkci#loeeij tozzirf
ori yobli ghr z`i trhblic u`iri z`i j{focka hg z`iahfkjirij trhai k ahctlip ofj z`i cioyrij jozo k fhk{
Ipoctli= @htgkilj fizuhrn, Rierikwi fizuhrn, Mhrjof#Ilcof fizuhrn, ofj Brokf#Qzozi#Kf#O#Bhp (BQB+ fizuhrn
hyztyzq
hfzipzyfkzq
kftyzq
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
26/2722
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 9?
@htgkilj fizuhrn@htgkilj fizuhrn
bilhfe zh o alo hg jiwkai ukz` z`i oyzhohakozkwi cichr{=z`i{ zhri o iz hg tozzirf kf ya` o uo{ z`oz u`if o fiutozzirf k triifzij, z`i fizuhrn rithfj b{ trhjyakfeu`ka`iwir hfi hg z`i zhrij tozzirf chz alhil{ riicbliz`k fiu hfi
@htgkilj fizuhrn `o giijboan grhc ioa` fhji zh ioa` hz`irfhji byz fhz zh kzilg
Ioa` fhji ahctyzi z`i uike`zij yc hg kftyz ofj hyztyzofj kg kz ipaiij o gkpij z`ri`hlj, kz eifirozi ?, hz`iruki #?
Z`i fizuhrn zhri F#jkcifkhfol wiazhr ahctrkkfe {cbhl?, ofj z`ii wiazhr ori yij o eifirolk}ozkhf hwir thkblitozzirf z`oz ori triifzij zh z`i fizuhrn&
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 92
Qhci rigirifaiqQhci rigirifaiq
Qhlhcozkfi J&T&, Zhrri L&O& (?;;7+ Fiyrol fizuhrn ottrhpkcozkhf hg o `{jrhj{focka chjilkf htzkck}kfe riirwhkr htirozkhf # Trha& 2fj Kfzirf& Ahfgirifai hf @{jrhkfghrcozka, ]yrka`,Qitzicbir ;#?1, tt& 24?#247&
Nyh#lkf @y, @&W& Eytzo, Q& Qhrhh`kof (?;;9+& Orzkgkakol fiyrol fizuhrn chjillkfe hg z`irokfgoll#ryfhgg trhai& Uozir Rihyrai Ri&, whl&1?, Fh& ?4, tt& 29?5#2914&
F& Ehfe, Z& Jifhiyp, ML& Birzrofj#Nromiunk (?;;7+& Fiyrol fizuhrn ghr hlkj zrofthrzchjillkfe kf iuir {zic jyrkfe zhrc iwifz& Uozir Qak& Zia`&, whl& 11, Fh& ;, tt& 09#;2&
O&U& Ckff, C&M& @oll (?;;7+& Orzkgkakol fiyrol fizuhrn o rokfgoll#ryfhgg chjil& @{jrhlhekaolQak& M&, whl :?, Fh& 1, tt& 1;;#:?5&
[& Q`if, J&T& Qhlhcozkfi, @& wof jif Bhheoorj (?;;0+& Kctrhwkfe tirghrcofai hg a`lhrht {lahfaifzrozkhf zkci irki kcylozkhf ukz` orzkgkakol fiyrol fizuhrn&Offyol Mhyrfol hg@{jroylka Ifekfiirkfe, MQAI, whl& :2, Gibryor{, tt& 59?#597&
A&U& Jouhf, R& Uklb{ (?;;0+& Of orzkgkakol fiyrol fizuhrn ottrhoa` zh rokfgoll#ryfhggchjillkfe& @{jrhlhekaol Qak& M&, whl :1, Fh& ?, tt& :5#77&
Jkbkni [&, Qhlhcozkfi J&T&, Obbhzz C&B& Hf z`i ifaotylozkhf hg fycirkaol#`{jroylka chjil kforzkgkakol fiyrol fizuhrn& Mhyrfol hg @{jroylka Riiora`, Fh& 2, ?;;;&
Lhbbria`z O&@&, Qhlhcozkfi J&T& Ahfzrhl hg uozir liwil kf thljir orio ykfe fiyrol fizuhrnofj gy}}{ ojotzkwi {zic& Kf= Uozir Kfjyzr{ Q{zic= Chjillkfe ofj Htzkck}ozkhfOttlkaozkhf, J& Qowka, E& Uolzir (ij&+& Riiora` Qzyjki Tri Lzj&, ?;;;, tt& 94;#9?0&
7/31/2019 Handouts on Data-driven modelling, part 2 (UNESCO-IHE)
27/27
J&T& Qhlhcozkfi& Jozo#jrkwif chjillkfe (torz 2+& 91
Ifj hg Torz 2Ifj hg Torz 2