Full text
7HOHGHWHFFLyQ+XPHGDOHV\(VSDFLRV3URWHJLGRV;9,&RQJUHVRGHOD$VRFLDFLyQ(VSDxRODGH7HOHGHWHFFLyQ (GV-%XVWDPDQWH5'tD]'HOJDGR'$UDJRQpV,$IiQ\'*DUFtDSS6HYLOODRFWXEUH KWWSRFVHEGFVLFHVLQGH[SKS$(7VFKHG&RQISUHVHQWDWLRQV Desarrollo de un indicador para el seguimiento de los niveles de inundación en humedales Mediterráneos Antonio Sánchez(1), Dania Abdul Malak(1), Anis Guelmami(2), Christian Perennou(2) y Juan Francisco MartínezMurillo(3) &HQWUR7HPiWLFR(XURSHR8QLYHUVLGDGGH0iODJD(GLILFLR$GD%\URQ&)UDQFLVFR3HxDORVDVQ0iODJD (VSDxD(PDLODBVDQFKH]#XPDHV 7RXUGX9DODW&HQWURGH,QYHVWLJDFLyQSDUDOD&RQVHUYDFLyQGHORV+XPHGDOHV0HGLWHUUiQHRV/H6DPEXF $UOHV)UDQFLD(PDLOSHUHQQRX#WRXUGXYDODWRUJ 'HSDUWDPHQWRGH*HRJUDItD8QLYHUVLGDGGH0iODJD)DFXOWDGGH)LORVRItD\/HWUDV&DPSXV8QLYHUVLWDULRGH 7HDWLQRVVQ0iODJD(VSDxD(PDLOMIPPXULOOR#LFORXGFRP Resumen:/RVKXPHGDOHVUHSUHVHQWDQHFRVLVWHPDVVHQVLEOHVTXHVRQREMHWRGHDPHQD]DVDQWURSRJpQLFDV(QODV~OWLPDV GpFDGDVORVKXPHGDOHVFRVWHURVHQHO0HGLWHUUiQHRKDQVXIULGRSUHVLRQHVFRQVLGHUDEOHVSRUHOFUHFLPLHQWRXUEDQR\OD LQWHQVLILFDFLyQGHSUiFWLFDVDJUtFRODV/DVWpFQLFDVGHWHOHGHWHFFLyQ\6LVWHPDVGH,QIRUPDFLyQ*HRJUiILFD6,*VRQ KHUUDPLHQWDVHILFLHQWHVTXHSXHGHQDSR\DUHOVHJXLPLHQWRGHKXPHGDOHVFRVWHURVGHO0HGLWHUUiQHR(VWDVWpFQLFDVKDQ VLGRXWLOL]DGDVSDUDGHVDUUROODUXQLQGLFDGRUGHLQXQGDFLyQSDUDDSR\DUHOVHJXLPLHQWR\FRQWUROGHKXPHGDOHVFRVWHURV HQHOVXUGH)UDQFLD(OLQGLFDGRUVHEDVDHQVHULHVWHPSRUDOHVGHLPiJHQHVGHOVDWpOLWH/DQGVDWTXHFXEUHQORVDxRV \\FDSDVGHUHIHUHQFLDGHXVRVGHOVXHORSDUDLGHQWLILFDU\PDSHDUORVQLYHOHVGHLQXQGDFLyQDQXDOHV/D PHWRGRORJtDFRPELQDHOXVRGHtQGLFHVGHYHJHWDFLyQFRQXQiUEROGHGHFLVLyQSDUDGHWHFWDUODPDVDGHDJXDTXHFXEUH ORVKXPHGDOHVHQGLIHUHQWHVIHFKDVGHQWURGHXQFLFORDQXDO8QSURFHVRGHYDOLGDFLyQHVLPSOHPHQWDGRSDUDFRPSUREDU ODILDELOLGDGGHOLQGLFDGRUFRPSDUiQGRORFRQORVLQYHQWDULRVGHKXPHGDOHV /RVUHVXOWDGRVLQGLFDQTXHHOiUHDGHHVWXGLRSUHVHQWDXQDOWRQLYHOGHLQXQGDFLyQDORODUJRGHWRGRHODxR'XUDQWHHO SHULRGRGHHVWXGLRHOGHOiUHDVHHQFXHQWUDSHUPDQHQWHPHQWHLQXQGDGD(OQLYHOGHLQXQGDFLyQDXPHQWDKDVWDHO FXDQGRODVLQXQGDFLRQHVHVWDFLRQDOHVVRQFRQVLGHUDGDV/RVQLYHOHVPiVDOWRVVRQGHWHFWDGRVGXUDQWHHOLQYLHUQR OOXYLDV\HQSULPDYHUDLQXQGDFLyQGHFDPSRVGHDUUR]/DVFRPSDUDFLRQHVWHPSRUDOHVHQORVQLYHOHVGHLQXQGDFLyQ PXHVWUDQTXHKD\XQDWHQGHQFLDGHFUHFLHQWHFRQORVDxRVHQHQ\HQ Palabras clave:KXPHGDOHVLQXQGDFLyQLQGLFDGRUiUEROGHGHFLVLyQWUDQVIRUPDFLyQ7DVVHOHG&DS Development of an indicator to monitor flooding levels in Mediterranean wetlands Abstract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eywordsZHWODQGVIORRGLQJLQGLFDWRUGHFLVLRQWUHH7DVVHOHG&DSWUDQVIRUPDWLRQ 1. INTRODUCCIÓN /DFDUWRJUDItDGHUHFXUVRV\ODHODERUDFLyQGHLQYHQWDULRV VRQFODYHSDUDLGHQWLILFDUODXELFDFLyQODSURGXFWLYLGDG ELROyJLFD\ORVSRVLEOHVXVRVP~OWLSOHVGHORVKXPHGDOHV 7D\ORU HW DO /RV PpWRGRV WUDGLFLRQDOHV SDUD LQYHQWDULDUORVUHFXUVRVDHVFDODUHJLRQDORQDFLRQDOVRQ FDURV \ OHQWRV 5HEHOR HW DO \ SUHVHQWDQ OLPLWDFLRQHV HVSDFLDOHV \ WHPSRUDOHV )LQOD\VRQ HW DO /HKQHU \ 'ROO /D FRQYHQFLyQ 5DPVDU GHVWDFD OD LPSRUWDQFLD GH OOHQDU ORV YDFtRV HQ ORV LQYHQWDULRV \ VXEUD\D HO XVR OD WHOHGHWHFFLyQ \ 6,* 'DYLGVRQ\)LQOD\VRQ 3DUD JUDQGHV HVFDODV HVWDV WpFQLFDV VH XWLOL]DQ FRPR KHUUDPLHQWDV UHQWDEOHV SDUD PHMRUDU HO FRQRFLPLHQWR VREUHORVWLSRV\FRQGLFLRQHVGHORVKXPHGDOHV'DYLGVRQ \)LQOD\VRQ5DPVH\HQHOFRQWH[WRGHOD QRUPDOL]DFLyQGHORVPHFDQLVPRVGHPRQLWRUHR\SDUDOD JHVWLyQ GH JUDQGHV H[WHQVLRQHV HQ HO FRQWH[WR GH OD &RQYHQFLyQ5DPVDU0DFND\HWDO /D LQIRUPDFLyQ HVSDFLDO GH SUHFLVLyQ KD GHPRVWUDGR HYDOXDU HILFLHQWHPHQWH ORV KXPHGDOHV QDWXUDOHV \
KWWSRFVHEGFVLFHVLQGH[SKS$(7VFKHG&RQISUHVHQWDWLRQV DQWURSRJpQLFRV ;LH HW DO \ ODV VHULHV GH LPiJHQHV WHPSRUDOHV VHU HILFDFHV HQ HO DQiOLVLV GH OD GLQiPLFDGHORVKXPHGDOHV7R\UD\3LHWURQLUR SRUORTXHODVWpFQLFDVGHWHOHGHWHFFLyQVRQKHUUDPLHQWDV YiOLGDV SDUD VHU XWLOL]DGDV SRU DGPLQLVWUDGRUHV H LQYHVWLJDGRUHVSDUDHODQiOLVLVGHFDPELRV (VWDLQYHVWLJDFLyQDSR\DHO SURJUDPD 5KR0HR 5KRQH 0HGLWHUUDQHDQ2EVHUYDWRU\HQHOGHVDUUROOR\HQVD\RGH PpWRGRV SDUD PHMRUDU HO DQiOLVLV GH ORV KXPHGDOHV PHGLDQWHWpFQLFDV GH WHOHGHWHFFLyQ (O REMHWLYR GHHVWH HVWXGLRHVGHVDUUROODUXQLQGLFDGRUSDUDGHWHFWDUHOJUDGR GHLQXQGDFLyQGHORVKXPHGDOHVGHO0HGLWHUUiQHRDQLYHO ORFDOEDVDGRHQWpFQLFDVGHWHOHGHWHFFLyQ\6,* 2. ÁREA DE ESTUDIO (OPDUFRHVSDFLDOGHOHVWXGLRHVODSURYLQFLD%RXFKHV GX5K{QH FRQRFLGD WDPELpQ FRPR 'HSDUWDPHQWR 'HS HQ OD UHJLyQ 3URYHQ]D$OSHV&RVWD $]XO 3$&$HQHOVXUHVWHGH)UDQFLD /DUHJLyQ3$&$WLHQHXQDVXSHUILFLHGHXQRVPLOORQHV GH KHFWiUHDV GH ODV FXDOHV DOUHGHGRU GH HVWiQ LQYHQWDULDGRV FRPR KXPHGDOHV $OUHGHGRU GHO GH HVWDVXSHUILFLHKDVHHQFXHQWUDQHQHO'HS HOFXDOHVWiGRPLQDGRSRUJUDQGHV]RQDVGHKXPHGDOHV XQGHVXVXSHUILFLH'HQWURGHHVWDSURYLQFLDVH HQFXHQWUD HO 3DUTXH 1DWXUDO 5HJLRQDO GH OD &DPDUJD 315& XQD ]RQD GH KXPHGDOHV GH JUDQ LPSRUWDQFLD LQWHUQDFLRQDOUHFRQRFLGDSRU5DPVDU /RVFDPSRVGHDUUR]HQODUHJLyQ3$&$VHOLPLWDQDOiUHD GHO'HS\WLHQHXQDLPSRUWDQWHSUHVHQFLDHQHO315& (QWRWDOFXEUHQXQDVXSHUILFLHTXHRVFLODHQWUHORV KDGHSHQGLHQGRGHODxRGHHVWXGLR6HLQFOX\HQ HQODFDWHJRUtDKXPHGDOHVVLJXLHQGRODGHILQLFLyQGH 5DPVDUXWLOL]DGDDORODUJRGHHVWHHVWXGLR(OWDPDxRGH ORV KXPHGDOHV \ PDVDV GH DJXD HV PX\ YDULDEOH /RV KXPHGDOHV VRQ GLYHUVRV HVSHFLDOPHQWH HQ HO iUHD GHO 315&GRQGHKD\XQDPH]FODGHKXPHGDOHVQDWXUDOHV\ VHPLQDWXUDOHV ODJXQDV GH DJXD VDOREUH SDQWDQRV VDOLQDVHWF 3. MATERIAL Y MÉTODOS 3.1. Datos e información espacial Imágenes de satélite /DVLPiJHQHVXWLOL]DGDVHQHVWHHVWXGLRSURYLHQHQGHOD VHULHGHVDWpOLWHV/DQGVDW1$6$86*6GHELGRDTXH WLHQHODVHULHWHPSRUDOPiVODUJDGHREVHUYDFLRQHVGHOD 7LHUUD GHVGH HO HVSDFLR -X \ 5R\ \ SRVHH XQ DUFKLYRGHGDWRVKLVWyULFRVGHDFFHVROLEUHSDUDILQHVGH LQYHVWLJDFLyQ /DV LPiJHQHV XWLOL]DGDV IXHURQ FDSWDGDV SRUHOVDWpOLWH/DQGVDW(70FRQXQDUHVROXFLyQGH PHWURV\FXEUHQORVDxRV\(VWRV DxRV IXHURQ VHOHFFLRQDGRV SRU GRV PRWLYRV WHQtDQ LPiJHQHVOLEUHVGHQXEHVVXVIHFKDVVRQFRPSDUDEOHV DODVIHFKDVGHUHIHUHQFLDGHORVPDSDVGHXVRGHVXHOR GHO315&$GHPiVHOSHUtRGRHQWUH ORVDxRVVHOHFFLRQDGRV HVYiOLGRSDUDGHWHFWDUFDPELRV VLJQLILFDWLYRVHQODVLQXQGDFLRQHVDORODUJRGHOWLHPSR &LQFR LPiJHQHV IXHURQ VHOHFFLRQDGDV SDUD HO iUHD GH HVWXGLRFXEULHQGRGLIHUHQWHVPHVHVGHORVWUHVDxRV6H KDWUDWDGRGHUHFRJHULPiJHQHVHQIHFKDVVLPLODUHVFRQ HVSHFLDODWHQFLyQDOFLFORKLGUROyJLFR\ODHVWDFLRQDOLGDG GHORVKXPHGDOHVGHODUHJLyQ3$&$FRQHOILQGHFXEULU WRGDV ODV HVWDFLRQHV GHO DxR \ ODV GLIHUHQWHV HWDSDV GH LQXQGDFLyQGHORVKXPHGDOHVGHODUHJLyQ /DWUDQVIRUPDFLyQ7DVVHOHG&DS7&.DXWK\7KRPDV VH DSOLFy D ODV LPiJHQHV /DQGVDW /D 7& WUDQVIRUPD ODV EDQGDV GHO VDWpOLWH /DQGVDW HQ VHLV FRPSRQHQWHV SULQFLSDOHV ORV WUHV SULPHURV UHSUHVHQWDQ LQIRUPDFLyQLPSRUWDQWHGHODLPDJHQPLHQWUDVTXHORV RWURV SURSRUFLRQDQ LQIRUPDFLyQ UHVLGXDO /DV YDULDEOHV GH 7& XWLOL]DGDV HQ HVWH HVWXGLR IXHURQ HO 9HUGRU *UHHQHVV * \ OD +XPHGDG :HWQHVV : tQGLFHV XWLOL]DGRVSDUDVHSDUDUODV]RQDVGHKXPHGDOHV\PDVDV GH DJXD GHO UHVWR GH ODV iUHDV (VWDV YDULDEOHV WLHQHQ YDORUHV HQWUH FRPR PtQLPR \ FRPR Pi[LPR* HVWi FRUUHODFLRQDGR FRQ HOYLJRU GHOD YHJHWDFLyQ \ : UHODFLRQDGDDODKXPHGDGGHODYHJHWDFLyQ\VXHOR Datos de referencia 6HKDQXWLOL]DGRGRVUHIHUHQFLDVGHODVXSHUILFLHHQHVWH HVWXGLRORVLQYHQWDULRVGHKXPHGDOHVGHODUHJLyQ3$&$ \ORVPDSDVGHXVRVGHOVXHORGHO315& (OLQYHQWDULRGHKXPHGDOHVPXHVWUDODVXSHUILFLHFXELHUWD SRU ODV PDVDV GH DJXD \ ORV KXPHGDOHV GH OD ]RQD GH HVWXGLR(VWRVLQYHQWDULRVKDQVLGRYDOLGDGRVDWUDYpVGH HVWXGLRV GH FDPSR (Q FXDQWR D ODV FDSDV GH XVRV GHO VXHOR VHKDQ XWLOL]DGR SDUDDQDOL]DUHO iUHD GHO315& GHELGRDTXHDSRUWDQLQIRUPDFLyQVREUHODFREHUWXUDGH FDPSRV GH DUUR] FRVD TXH LQFOX\HQ ORV LQYHQWDULRV GH HVWHGHSDUWDPHQWR/D FDSD GH XVRV GHO VXHORFRQWLHQH LQIRUPDFLyQSUHFLVD\GHWDOODGDVREUHORVXVRVGHODWLHUUD HQHO315&WLSRVGHDJULFXOWXUDPDVDVDJXDVERVTXHV ]RQDVXUEDQDVHWF 3.2. Descripción del indicador (OLQGLFDGRUGHKXPHGDOHVWLHQHFRPRREMHWLYRDQDOL]DU HO QLYHO GH LQXQGDFLyQ GH ORV KXPHGDOHV TXH VHJ~QHO HVWXGLRVHGHILQHFRPRHOJUDGRGHDJXDFRQWHQLGDGHQWUR GHORVKXPHGDOHVLQYHQWDULDGRV 8QiUERO GHGHFLVLyQ EDVDGRHQOD 7&VH XWLOL]ySDUD FDGD LPDJHQ GH VDWpOLWH (O tQGLFH GH 9HUGRU * \ GH +XPHGDG:VHHPSOHDQSDUDGLVWLQJXLUHQWUHODV]RQDV GHDJXD*:!\ODV]RQDVVLQDJXD*!: $ ILQ GH HYLWDU FODVLILFDFLRQHV HUUyQHDV KD\ TXH HVWDEOHFHUGLIHUHQWHVXPEUDOHVGH*\:EDViQGRVHHQ ORVGDWRVGHFDGDLPDJHQGHVDWpOLWH\DTXHHODJXDSXHGH SUHVHQWDUGLIHUHQWHVUHVSXHVWDVHVSHFWUDOHVVHJ~QODpSRFD GHODxRSURIXQGLGDGGHODJXDSDUWtFXODVHQVXVSHQVLyQ HWF /DV iUHDV LGHQWLILFDGDV FRPR PDVDV GH DJXD SRU HVWD PHWRGRORJtD FRQVWLWX\HQ ODV ]RQDV LQXQGDGDV GHO LQGLFDGRU /D VXSHUILFLH GHWHFWDGD HQ FDGD IHFKD HVWXGLDGD VH FRQWUDVWyFRQODVFDSDVGHUHIHUHQFLDORVLQYHQWDULRV \ ODV FDSDV GH XVRV GHO VXHOR SDUD FDOFXODU HO JUDGR GH LQXQGDFLyQ GH ORV KXPHGDOHV iUHD \ SRUFHQWDMH GH LQXQGDFLyQ
KWWSRFVHEGFVLFHVLQGH[SKS$(7VFKHG&RQISUHVHQWDWLRQV (OJUDGRDQXDOGHLQXQGDFLyQVHFDOFXOyGHWUHVIRUPDV GLIHUHQWHV FRQ HO ILQ GH PD[LPL]DU OD LQIRUPDFLyQ REWHQLGD xMedia:HOYDORUSURPHGLRGHiUHDLQXQGDGDGXUDQWH ORVPHVHVDQDOL]DGRVHQXQDxR xMáximo:HOYDORUPi[LPRLQXQGDFLyQHQHVHDxR xTotal anual:ODVXSHUILFLHWRWDOTXHVHKDLQXQGDGR HQ HO DxR TXH HV OD XQLyQ GH WRGDV ODV FDSDV GHO LQGLFDGRUHVGHFLUODVLPiJHQHVPHQVXDOHV &RQ HO ILQ GH HVWXGLDU OD YDULDELOLGDG HVWDFLRQDO GH OD LQXQGDFLyQ GHQWUR GH XQ DxR ODV VXSHUILFLHV GH DJXD PHQVXDOHVGHWHFWDGDVSDUDFDGDDxRHVWXGLDGRVHXQLHURQ HQXQDVRODFDSDPHGLDQWHXQDVXPD6HDVLJQDHOYDORU DORVSL[HOHVGHOLQGLFDGRUGHLQXQGDFLyQGHPDQHUDTXH ODVXPDGHWRGDVODVFDSDVRVFLODHQWUHXQYDORUPtQLPR GHTXHFRUUHVSRQGHDODViUHDVTXHQXQFDVHLQXQGDQ \XQYDORUPi[LPRGHTXHVHUtDHOFDVRGHiUHDVTXH HVWiQLQXQGDGDVGHIRUPDSHUPDQHQWHGXUDQWHWRGRHODxR VHJ~QHVWHHQIRTXH 4. RESULTADOS Y DISCUSIÓN /DWDEODPXHVWUDORVUHVXOWDGRVPHQVXDOHVGHOLQGLFDGRU H[SUHVDGRV FRPR VXSHUILFLH KHFWiUHDV \ JUDGR GH LQXQGDFLyQSRUFHQWDMHLQXQGDGR/RVKXPHGDOHVHQHO 'HSSUHVHQWDQXQDOWRJUDGRGHLQXQGDFLyQDORODUJR GHODxR(OSRUFHQWDMHGHLQXQGDFLyQPHQVXDOHVWiHQWUH HO\HOGXUDQWHHOSHULRGRGHHVWXGLRVLHQGRHO SURPHGLRDOUHGHGRUGHO&RPRHUDGHHVSHUDUORV QLYHOHVGHLQXQGDFLyQSDUHFHQHVWDULQIOXHQFLDGRVSRUOD HVWDFLRQDOLGDG GHO 0HGLWHUUiQHR (VWRV OOHJDQ D VX Pi[LPRGXUDQWHHOLQYLHUQRSUREDEOHPHQWHLQIOXHQFLDGR SRU OD OOXYLD \ OD SULPDYHUD FXDQGR VH SURGXFH OD LQXQGDFLyQGHORVFDPSRVGHDUUR]HQODUHJLyQ3$&$ 3RUFHQWDMHVPiVDOWRVGHLQXQGDFLyQVHGDQHQPD\RGH GLFLHPEUHGH\HQHURGH Tabla 1.5HVXOWDGRVGHOLQGLFDGRUGHLQXQGDFLyQ H[SUHVDGRVFRPRVXSHUILFLHKD\SRUFHQWDMHLQXQGDGR Año Mes Area (ha) % Enero 52.022 49,68 Marzo 52.059 49,71 2001 Mayo 60.493 57,77 Julio 51.314 49,00 Octubre 50.504 48,23 Enero 53.789 51,37 Marzo 52.002 49,66 2007 Abril 53.339 50,94 Septiembre 49.147 46,93 Diciembre 53.910 51,48 Enero 53.939 51,51 Marzo 50.104 47,85 2012 Junio 51.870 49,53 Julio 49.186 46,97 Septiembre 48.130 45,96 /RVUHVXOWDGRVDQXDOHVGHOLQGLFDGRUWDEODPXHVWUDQ TXH HO DJXD FXEUH DO PHQRV HO GH OD VXSHUILFLH LQYHQWDULDGD GXUDQWH HO SHUtRGR HVWXGLDGR (O YDORU Pi[LPR GH ODV LQXQGDFLRQHV HV QRWDEOH HQ HO FDVR GH VLHQGR VLJQLILFDWLYDPHQWH PiV DOWRTXH ORV RWURV DxRV IUHQWH D &XDQGR VH FRQVLGHUD ODV LQXQGDFLRQHV HVWDFLRQDOHV 7RWDO DQXDO HO JUDGR GH LQXQGDFLyQ GH ORV KXPHGDOHV DXPHQWD FXEULHQGR DOUHGHGRUGHODOGHODVXSHUILFLHLQYHQWDULDGD Tabla 2.*UDGRDQXDOGHLQXQGDFLyQGHH[SUHVDGRV Año Mes Area (ha) % Media 53.278 50,88 2001 Máximo 60.493 57,77 Total anual 65.377 62,43 Media 52.437 50,08 2007 Máximo 53.910 51,48 Total anual 61.449 58,68 Media 50.646 48,36 2012 Máximo 53.939 51,51 Total anual 58.630 55,99 'HODVWUHVIRUPDVGHFDOFXODUHOLQGLFDGRUDQXDOHOYDORU PHGLRWLHQHOD PHQRUYDULDELOLGDGHQHOWLHPSR3RUHO FRQWUDULRHOWRWDODQXDOWLHQHODVPD\RUHVYDULDFLRQHV$O FRPSDUDUORVYDORUHVHQHOSHULRGRGHHVWXGLRVHREVHUYD XQDWHQGHQFLDDODEDMDVREUHWRGRHQHOFDVRGHO WRWDO DQXDO /RVQLYHOHV GHLQXQGDFLyQ VRQ XQ PHQRU HQWUH\ (Q FXDQWR D OD IUHFXHQFLD WDEOD ORV UHVXOWDGRV PXHVWUDQTXHODPD\RUSDUWHGHODVXSHUILFLHFRUUHVSRQGH D iUHDV TXH VLHPSUH HVWiQ LQXQGDGDV ODV FXDOHV UHSUHVHQWDQVREUHHOGHORVKXPHGDOHVLQYHQWDULDGRV HQ HO 'HS /RV UHVXOWDGRV PXHVWUDQ TXH PHQRV GHO GHORVKXPHGDOHVVHLQXQGDQVyORXQDYH]DODxR/D IUHFXHQFLDGHLQXQGDFLyQWDPELpQPXHVWUDXQDWHQGHQFLD D OD EDMD /DV ]RQDV LQXQGDGDV SHUPDQHQWHPHQWH PXHVWUDQXQGHVFHQVRGHOHQWUH\(Q HOFDVRGHODV]RQDVGHEDMDIUHFXHQFLDODGLVPLQXFLyQHV VLPLODU Tabla 3.$QiOLVLVGHIUHFXHQFLDGHLQXQGDFLyQ Año Frecuencia Area (ha) % 1 9.632 9,2 2 3.639 3,47 2001 3 3.481 3,32 4 4.086 3,9 5 44.539 42,53 1 6.549 6,25 2 3.011 2,88 2007 3 2.770 2,65 4 4.286 4,09 5 44.832 42,81 1 7.182 6,86 2 3.622 3,46 2012 3 2.541 2,43 4 3.547 3,39 5 41.737 39,86 /DILJXUDPXHVWUDXQHMHPSORGHOPDSDGHIUHFXHQFLD GHLQXQGDFLyQGHO315&HQHODxRMXQWRDOPRGHOR GLJLWDOGHOWHUUHQRSURGXFLGRSRUHO,QVWLWXWR1DFLRQDOGH *HRJUDItDGH)UDQFLD6HREVHUYDTXHORVKXPHGDOHVVH ORFDOL]DQSULQFLSDOPHQWHHQ]RQDVGHSRFDDOWLWXGGRQGH ODVLQXQGDFLRQHVVRQPXFKRPiVIUHFXHQWHV7DPELpQVH DSUHFLDTXHODViUHDVFHUFDQDV\FRQHFWDGDVDODFRVWDVRQ UHJLRQHVPiVLQXQGDGDVGHELGRDODVFRQWULEXFLRQHVGH ODVPDUHDV
KWWSRFVHEGFVLFHVLQGH[SKS$(7VFKHG&RQISUHVHQWDWLRQV Figura 1. (MHPSORGHPDSDGHIUHFXHQFLDGHLQXQGDFLyQ 5. CONCLUSIONES (VWDLQYHVWLJDFLyQSURSRUFLRQDXQDYLVLyQJHQHUDOGHORV EHQHILFLRVGHXQLQGLFDGRUHVSDFLDOXWLOL]DQGRLPiJHQHV GH VDWpOLWH \ WpFQLFDV GH WHOHGHWHFFLyQ SDUD LGHQWLILFDU LQYHQWDULDU \ PRQLWRUHDU iUHDV GH LQXQGDFLyQ GH ORV KXPHGDOHV /DV LPiJHQHV /DQGVDW GH P UHVXOWDQ HILFLHQWHVSDUDLGHQWLILFDUODVLQXQGDFLRQHV\HOFiOFXORGH OD VXSHUILFLH WRWDO RFXSDGD SRU HO DJXD (O XVR GH LPiJHQHVGHPD\RUFDOLGDGSRGUtDPHMRUDUODSUHFLVLyQ GHORVUHVXOWDGRVHQOD]RQDGHHVWXGLR (O HQIRTXH IXQFLRQD ELHQ SDUD ORV KXPHGDOHV SHUPDQHQWHVHQiUHDVSODQDVSHURQRWDQWRHQODV]RQDV FRQXQDWRSRJUDItDFRPSOHMDRFRQSHTXHxRVKXPHGDOHV $SHVDUGHHVWRDHVFDODUHJLRQDOWDQWRODVXSHUILFLHGHO DJXD GHWHFWDGD FRPR OD GLVWULEXFLyQ HVSDFLDO GH ORV KXPHGDOHV VH FRUUHVSRQGHQ HQ JUDQ PHGLGD FRQ ORV LQYHQWDULRV H[LVWHQWHV 3RU OR WDQWR ORV UHVXOWDGRV JHQHUDOHV SDUHFHQ DSURSLDGRV SDUD HVWLPDU HO JUDGR GH LQXQGDFLyQ GH ORV KXPHGDOHV D HVFDOD UHJLRQDO 6LQ HPEDUJRDHIHFWRVGHFRQWUROHVGHFLU SDUDGHWHFWDUH LQWHUSUHWDUORVFDPELRVHQORVKXPHGDOHVDORODUJRGHO WLHPSR VH QHFHVLWDQ PHMRUDV PHWRGROyJLFDV 3RU VX FRQVWUXFFLyQ HVWHLQGLFDGRU QHFHVLWD PXFKDV LPiJHQHV GH EXHQD FDOLGDG SDUD DQDOL]DU XQ DxR FRPSOHWR FRQ UHVXOWDGRV FRQILDEOHV (VWR SRGUtD VHU XQD OLPLWDFLyQ LPSRUWDQWH FXDQGR VH XWLOL]D OD PLVPD PHWRGRORJtD HQ RWURV iPELWRV FRPR OD SDUWH PRQWDxRVD GH OD UHJLyQ 3$&$TXHSUHVHQWDGLILFXOWDGHVGHELGRDODWRSRJUDItD\ DODPHWHRURORJtDSRUODDSDULFLyQGHVRPEUDVQXEHV\ QLHYH(VWRGLILFXOWDHODQiOLVLVGHODVLPiJHQHV\DTXH JHQHUDFRQIXVLRQHVHQHOSURFHVRGHFODVLILFDFLyQ*LOHV /DVOLPLWDFLRQHVHQODGLVWULEXFLyQWHPSRUDOGHODV LPiJHQHV GH VDWpOLWH WDPELpQ KDUtDQ GLItFLO FDOFXODU HO LQGLFDGRUSHULyGLFDPHQWHHQHVWHWLSRGHiUHDV /D DSOLFDFLyQ GH WHOHGHWHFFLyQ SRU UDGDU SDUD ORV GHSDUWDPHQWRVGHOQRUWHSRGUtDUHVROYHUDOJXQDVGHHVWDV OLPLWDFLRQHV/DVLPiJHQHVGHUDGDUSHUPLWHQGHWHFWDUOD KXPHGDGGHOVXHORHODJXD\ODQLHYHVLQSHUWXUEDFLyQGH QXEHV X RWURV DJHQWHV PHWHRUROyJLFRV ,QJJV \ /RUG )XWXURV DQiOLVLV SRGUtDQ UHDOL]DUVH LQFOX\HQGR GDWRV FOLPiWLFRV FRPR OD SUHFLSLWDFLyQ 6HUtD SRVLEOH EXVFDU WHQGHQFLDV UHODFLRQDGDV FRQ HVWDV YDULDEOHV FOLPiWLFDVHOJUDGRGHLQXQGDFLyQ\HOWLSRGHKXPHGDO SDUDPHMRUDUORVUHVXOWDGRV\VXLQWHUSUHWDFLyQ 6. BIBLIOGRAFÍA 'DYLGVRQ 1& )LQOD\VRQ &0 (DUWK 2EVHUYDWLRQ IRU ZHWODQG LQYHQWRU\ DVVHVVPHQW DQG PRQLWRULQJ $TXDWLF &RQVHUYDWLRQ 0DULQH DQG )UHVKZDWHU(FRV\VWHPV )LQOD\VRQ&0'DYLGVRQ1&6SLHUV$* 6WHYHQVRQ 1- *OREDO ZHWODQG LQYHQWRU\ ± VWDWXVDQGIXWXUHSULRULWLHV0DULQHDQGIUHVKZDWHU UHVHDUFK *LOHV37 5HPRWH VHQVLQJDQGFDVWVKDGRZV LQ PRXQWDLQRXV WHUUDLQ 3KRWRJUDPPHWULF HQJLQHHULQJ DQGUHPRWHVHQVLQJ-XO\ ,QJJV05/RUG57 $SSOLFDWLRQVRI6DWHOOLWH ,PDJLQJ 5DGDU 'HSDUWPHQW RI (OHFWULFDO (QJLQHHULQJ8QLYHUVLW\RI&DSH7RZQ6RXWK$IULFD -X - 5R\ '3 7KH DYDLODELOLW\ RI FORXGIUHH /DQGVDW (70 GDWD RYHU WKH FRQWHUPLQRXV 8QLWHG 6WDWHVDQGJOREDOO\5HPRWH6HQVLQJRI(QYLURQPHQW 9RO .DXWK5-7KRPDV*6 7KHWDVVHOHG&DS $ *UDSKLF 'HVFULSWLRQ RI WKH 6SHFWUDO7HPSRUDO 'HYHORSPHQW RI $JULFXOWXUDO &URSV DV 6HHQ E\ /$1'6$7 3URFHHGLQJV RI WKH 6\PSRVLXP RQ 0DFKLQH 3URFHVVLQJ RI 5HPRWHO\ 6HQVHG 'DWD 3XUGXH 8QLYHUVLW\ RI :HVW /DID\HWWH ,QGLDQD SS %% /HKQHU%'ROO3'HYHORSPHQWDQGYDOLGDWLRQRI DJOREDOGDWDEDVHRIODNHVUHVHUYRLUVDQGZHWODQGV -RXUQDORI+\GURORJ\ 0DF.D\ + )LQOD\VRQ &0 )HUQiQGH]3ULHWR ' 'DYLGVRQ13ULWFKDUG'5HEHOR/07KH UROH RI (DUWK 2EVHUYDWLRQ (2 WHFKQRORJLHV LQ VXSSRUWLQJLPSOHPHQWDWLRQRIWKH5DPVDU&RQYHQWLRQ RQ:HWODQGV-RXUQDORIHQYLURQPHQWDOPDQDJHPHQW 5DPVH\(:5DGDUUHPRWHVHQVLQJRIZHWODQGV ,Q/XQHWWD56(OYLGJH&'HGLWRUV5HPRWHVHQVLQJ FKDQJHGHWHFWLRQHQYLURQPHQWDOPRQLWRULQJPHWKRGV DQGDSSOLFDWLRQV$QQ$UERU3UHVV0LFKLJDQ86SS 5HEHOR /0 )LQOD\VRQ & 0 DQG 1DJDEKDWOD 1 5HPRWHVHQVLQJDQG*,6IRUZHWODQGLQYHQWRU\ PDSSLQJ DQG FKDQJH DQDO\VLV -RXUQDO RI HQYLURQPHQWDOPDQDJHPHQWSS± 7D\ORU $5' +RZDUG *: %HJJ *: 'HYHORSLQJZHWODQGLQYHQWRULHVLQ6RXWKHUQ$IULFD$ UHYLHZ9HJHWDWLR 7R\UD - 3LHWURQLUR $ 7RZDUGV RSHUDWLRQDO PRQLWRULQJRI D QRUWKHUQZHWODQGXVLQJJHRPDWLFV EDVHG WHFKQLTXHV 5HPRWH 6HQVLQJ RI (QYLURQPHQW ;LH=;X;<DQ/$QDO\]LQJTXDOLWDWLYHDQG TXDQWLWDWLYHFKDQJHVLQFRDVWDOZHWODQGDVVRFLDWHGWR WKHHIIHFWVRIQDWXUDODQGDQWKURSRJHQLFIDFWRUVLQD SDUWRI7LDQMLQ&KLQD(VWXDULQH&RDVWDODQG6KHOI 6FLHQFH