Remote Sensing of Microcystis Blooms in MASTER Imagery

8/6/2019 Remote Sensing of Microcystis Blooms in MASTER Imagery

1/23

Vlaoxl ]l`}d`c oe Admvomt}xd}Fkooa} sdxb AI]XLV Daiclvt

Hiudh I|}xlvflvvt

Mvldcbxo` \`dulv}dxt+ ^bt}dm} 6>96

]IV^ 6>99 Omli`} Cvo|~]blvvt ^ikimdo}+ al`xov

Vi~bilk J|hlki+ al`xov


2/23

Admvomt}xd}

Admvomt}xd} d} i cl`|} oe mti`ofimxlvdi xbix~voh|ml} mtmkdm ~l~xdhl bl~ixoxord`}

Kdulv ~ixbokoct oeA. ilv|cd`o}i xord`}edv}xhom|al`xlh d` kif d` 94859 Vl}~o`}dfkl eov }lulvik Ao`xlvlt Fit }li oxxlv

hlixb}6

Bi} mi|}lh d`}xi`ml} oe b|ai` hlixb} sbl` ~vl}l`xd` sixlv }|~~kt

=

]xid`lh A. sl}l`flvcdd}ia~kl evoa ^d`xo Kijl+ MI

"Fivvt B. Vo}l`+ \]C]$

Admvomt}xd` KV

"]dcai Ikhvdmb$

9. I}bsovxb i`h Ai}o` 9485 6. Adkklv lx ik. 6>9> =. Mivadmbilk lx ik. 6>>9


3/23

Iy|ixdm O~xdm}

D`blvl`x o~xdmik ~vo~lvxdl}7i 7 if}ov~xdo` molee.

f 7 }mixxlvd`c molee.

m 7 flia ixxl`|ixdo` molee.

fim *1 ffff 1

p

7 fimj}mixxlv vixdoff 7 fimj}mixxlv molee.

f

p

$++"'$++"$"$++"

mo}

wKwKwmhw

whK*1

vihdi`ml mbi`cl sdxb hl~xb ixxl`|ixdo` cid` evoa}mixxlvd`c

9. Jdvj+ G. 9448. Kdcbx i`h ^boxo}t`xbl}d} d` Iy|ixdm Lmo}t}xla}

Vleklmxi`ml d} i` i~~ivl`x o~xdmik ~vo~lvxthl}mvdflh ft xbl vihdixdul xvi`}elv ly|ixdo`97


4/23

]mixxlvd`c ft Admvomt}xd}

Xbl fimj}mixxlvd`c vixdo d} cvlixlv eovmtiòfimxlvdi xbi` oxblv ~btxo~ki`jxo`>.>>>9 xo >.>>8> d} xt~dmik eov kdud`c mlkk}9]t`lmbomomm|} lko`cxix|} ix 56>à7 >.>>946

Ci} ul}dmkl} jll~ A. ilv|cdò}i iekoix o` xblmiò~t eov ~boxo}t`xbl}d}Mo`xvdf|xl }dc`dedmi`xkt xo i`c|kiv }mixxlvd`c

hd}xvdf|xdo`=

Lklmxvo` admvocvi~b oeA. ilv|cdò}i

"Sit`l Mivadmbilk$

9. Jdvj 94246. Uidkki`mo|vx lx ik. 9448

=. Ciè lx ik. 9424


5/23

Admvomt}xd} mvo}}!}lmxdo`

I hdudhd`c Admvomt}xd} mlkk lrbdfdxd`c blrico`ik ~imjd`c oe mtkd`hvdmik ci} ul}dmkl} ix =9+>r aic`dedmixdo`"B. ]. ^i`jvixw$


6/23

O~xdmik Mbivimxlvd}xdm} oe Admvomt}xd}

If}ov~xdo`Mbkovo~btkkOxblv ~dcal`x}+ }|mb

i} ~btmomti`d`

Ek|ovl}ml`mlMbkovo~btkk i ml`xlvlh

ix 52< `a Of}lvulh ~lij }bdex}

~vocvl}}dulkt xo ko`clv

siulkl`cxb} sdxbd`mvli}d`c }mixxlvd`c9

]mixxlvd`c ft ci}ul}dmkl}

Vleklmxi`m

l

Vleklmxi`ml }~lmxvi oe}t`lmbomomm|} i`h mbkovo~btxl

"]blvvt ^ikimdo}$

9. Coslv lx ik. 9444


7/23

]~lmxvik ]dcìx|vl7 52>à Kd`l Bldcbx

St``l lx ik. |}lh 52>à kd`l bldcbx i} imtiòfimxlvdi d`hlr d` AOHD] hixi

@lcixdul uik|l} d`hdmixlh Admvomt}xd}

Ifoul klex7 Ki`h]ix daicl Kijl Lvdl+ 2/94/6>>4Ifoul vdcbx7 529à kd`l bldcbx evoa AOHD]+ 2/6>/6>>4

ALVD] }~lmxvi oe sl}xlv` Kijl Lvdl72/69/6>>= fkooa mo`hdxdo`}

2/93/6>>8 o`!fkooa mo`hdxdo`} St``l lx ik. 6>>4


8/23

Vihdixdul xvi`}elv aohlkd`c

Bthvokdcbx }okulh vihdixdul xvi`}elv ly. cdul`7 i i`h m uik|l}7 ]t`lmbomomm|} kif hixi fimj}mixxlv vixdo "ff /f$ mbkovo~btkk mo`ml`xvixdo` "M$ MHOA if}ov~xdo`7 >.9 a!9 }okiv vihdi`ml7 VIHXVI@ }jt aohlk+ wl`dxb i`ckl 9>

I` ivvit oe mti`ofimxlvdi }da|kixdo`} slvlv|` sdxb uivtd`c ff /f i`h M uik|l}

O|x~|x oe d`xlvl}x7 vlaoxl }l`}d`c vleklmxi`ml|`dx} oe }v!9

h

sv}

L

KV 1


9/23

]da|kixlh Vv}+ M19> c/K


10/23

]da|kixlh Vv}+ uivtd`c M i`h ff/f

398 `a 3


11/23

]KB ~vo~ovxdo`ik xo ff/f: `livkt mbkovo~btkk d`uivdi`x

kdud`c mlkk}


12/23

AI]XLV ]mixxlvd`c Kd`l Bldcbx

AI]XLV kimj}7xbl fi`h `llhlh eov i 52>`a kd`l bldcbxfi`h} movvl}~o`hd`c xo i ~|fkd}blh

mbkovo~btkk ikcovdxba

Boslulv+ fi`h} ix 5


13/23

Daicl Iìkt}d}

Hixi }lx}7Blihsikk idvfov`l bt~lv}~lmxvik daiclv

^d`xo Kijl+ Omxoflv 9=xb+ 6>9> "jòs` fkooa$AI]XLV

Ao`xlvlt Fit i`h ^d`xo Kijl+ G|kt 66`h+ 6>>4 ]i`xi Fivfivi moi}x+ G|`l =>xb+ 6>99

D`hdml}7]mixxlvd`c "movvlkixlh sdxb Admvomt}xd}$

52>à kd`l bldcbx A]KB

Mbkovo~btkk OM6 ikcovdxba "OVldkkt lx ik. 9442$


14/23

^d`xo Kijl Fkooa d` 52>`a kd`l bldcbx

Omx. 9=+ 6>9> Blihsikk daicl "j`os` ^d`xofkooa$

^d`xoKijl


15/23

^d`xo Kijl7 Omx. 9=xb+ 6>9>

Mbkovo~btkk si} l}xdaixlh sdxb OM6 ikcovdxba |`hlvl}xdaixlh bdcb klulk} d` fkooa

]xvo`c }~ixdik movvlkixdo` flxsll` 52>`a kd`lbldcbx i`h mbkovo~btkk mo`ml`xvixdo`

^d`xo Kijl Homj 9>/9>/6>9> 9>/93/6>9>

Admvomt}xd` "~~f$ 8.2 6.6

Mbkovo~btkk "c/K$ 9


16/23

Blihsikk D}}|l} eov A]KB


17/23

^d`xo Kijl d` A]KB

A]KB d} `lcixdul ov ulvt }aikk d`Ao`xlvlt Fit

^d`xo ali` A]KB7 >.>>92 }v!9 Jlkkt Kijl ali` A]KB7 >.>>94 }v!9 Kimj cvo|`h xv|xb eov }|aalv 6>>4 Aohlvixlkt bdcb A]KB d} mo`}d}xl`x sdxb

xbl bdcb fimj}mixxlvd`c mi|}lh ft

mti`ofimxlvdi

A]KB"}v9$

A]KB"}v9$


18/23

]i`xi Fivfivi AI]XLV 6>99 A]KB

A]KB d} `lcixdul ov ulvt }aikk d` xbl]i`xi Fivfivi Mbi``lk

I`hvll Mkivj ali` A]KB7 >.>>> }v!9 \M]F Kicoo` ali` A]KB7 >.>>9 }v!9


19/23

Mo`mk|}do`}

Xbl }xvo`c }~ixdik movvlkixdo` oe xbl 52>à kd`lbldcbx sdxb mbkovo~btkk mo`ml`xvixdo` h|vd`c i jòs`^d`xo Kijl Admvomt}xd} fkooa moèdva} xbix dx d} i

Admvomt}xd} }dcìx|vl

A]KB d} lr~lmxlh xo fl d`hdmixdul oe fimj}mixxlvd`c Of}lvulh A]KB uik|l} ivl cl`lvikkt `lcixdul ov

wlvo d` kos }mixxlvd`c lùdvoàl`x} i`h ~o}dxdul d`

lùdvoàl`x} lr~lmxlh xo biul bdcb }mixxlvd`c

I mixikoc oe ff/f uik|l} d} `lml}}ivt eovhd}xd`c|d}bd`c flxsll` Admvomt}xd} i`h oxblv

mtiòfimxlvdi cl`lvi sdxb AI]XLV daiclvt


20/23

Imj`osklhclal`x}

]blvvt ^ikimdo}

Vi~bilk J|hlki

Ladkt ]mbikklv

Vdmj ]blxxlv

@dmboki} Mkd`xo`Hl``d} Clivbivx

]IV^ 6>99 Omli`} Cvo|~

Gimj Ciflk+ Mvldcbxo` \`dulv}dxt

]IV^

@]LVM

@I]I


21/23

Vlelvl`ml}I}bsovxb+ MX+ i`h AE Ai}o`. &Of}lvuixdo`} o` xbl îxbokocdmik Mbi`cl} ^voh|mlh ft i Xordm ]|f}xi`ml ^vl}l`x d` Fk|l!Cvll` Ikcil

"admvomt}xd} Ilv|cdò}i$.& Xbl Ialvdmi` Go|vìk oe îxbokoct. 66.6 "9485$7 =54!2=. Lklmxvo`dm.

Mivadmbilk+ Sit`l S+ ]i`hvi A. E. O. Iwlulho+ Gd ]. I`+ Vlìxo G. V. Aokdmi+ Lkd}l A. Gombda}l`+ ]bivo` Ki|+ Jl``lxb K. Vd`lbivx+

Ckl` V. ]bis+ i`h Cloee J. Lickl}bia. &B|ai` Eixikdxdl} evoa Mtiòfimxlvdi7 Mbladmik i`h Fdokocdmik Ludhl`ml eovMtiòxord`}.&Lùdvoàl`xik Blikxb ^lv}~lmxdul}. 9>4.3 "6>>9$7 55=!552. Lklmxvo`dm.

Ciè+ CC+ VK Okdulv+ i`h IL Sik}ft. &O~xdmik ^vo~lvxdl} oe Ci}!Uim|okixl Mlkk} i`h Moko`dl} oe Admvomt}xd} d` Vlkixdo` xo Kdcbx

Ixxl`|ixdo` d` i X|vfdh+ ]xvixdedlh Vl}lvuodv "ao|`x Fokh Vl}lvuodv+ ]o|xb I|}xvikdi$.& Aivd`l i`h Evl}bsixlv Vl}livmb. 8>.5 "9424$.

Lklmxvo`dm.

Coslv+ G E. V+ V Holveelv+ i`h C I. Fov}xih. &D`xlv~vlxixdo` oe xbl 52< @a ^lij d` Sixlv!Kliud`c Vihdi`ml ]~lmxvi d` Xlva} oe

Ek|ovl}ml`ml+ If}ov~xdo` i`h ]mixxlvd`c+ i`h Dx} Of}lvuixdo` ft Alvd}.& D`xlvìxdoìk Go|vìk oe Vlaoxl ]l`}d`c. 6>.4 "9444$79339!9325. Lklmxvo`dm.

Jdvj+ Gob` X. O. Kdcbx i`h ^boxo}t`xbl}d} d` Iy|ixdm Lmo}t}xla}. Miafvdhcl7 Miafvdhcl \`dulv}dxt ^vl}}+ 9448. ^vd`x.

Adkklv+ AI+ VA J|hlki+ I Aljlfvd+ H Mvi`l+ ]M Oixl}+ AX Xd`jlv+ A ]xilhklv+ SI Adkklv+ ] Xot!Mbo|xji+ M Hoad`dj+ H Bivhd`+ C Ki`ckod}+

A A|vvit+ J Sivh+ i`h HI Gl}}|~. &Ludhl`ml eov i @oulk Aivd`l Bivae|k Ikcik Fkooa7 Mtiòxord` "admvomt}xd`$ Xvi`}elv evoa Ki`h

xo ]li Oxxlv}.& ^ko} O`l. >8. Lklmxvo`dm.

St``l+ X X+ V . ]x|a~e+ A M. Xoakd`}o`+ V I. Siv`lv+ I. Xl}xlv+ G Htfkl+ i`h C K. Eib`l`}xdlk. &Vlkixd`c ]~lmxvik ]bi~l xoMtiòfimxlvdik Fkooa} d` xbl Ki|vl`xdi` Cvlix Kijl}.& D`xlvìxdoìk Go|vìk oe Vlaoxl ]l`}d`c. 64.96 "6>>2$7 =55

Lklmxvo`dm.


22/23


23/23

BDMO ^d`xo Kijl G|`l 63xb+ 6>99

Mbkovo~btkkOM6

A]KB 52>`a Kd`l Bldcbx

Documents

Remote Sensing of Microcystis Blooms in MASTER Imagery