capítulo 1 - Universitat Politècnica de Catalunya

9ROXPHQ,9
3)&
352<(&72),1$/'(&$55(5$
³352&(6$'2'(
6(f$/(6&$5'Ë$&$6<
5(63,5$725,$6
0(',$17(7e&1,&$6
/,1($/(6<12
/,1($/(6´
3)&SUHVHQWDGRSDUDRSWDUDOWtWXORGH,QJHQLHUtD
7pFQLFD,QGXVWULDOHVSHFLDOLGDG(/(&75Ï1,&$
SRU+pFWRU\1DYDUUR$JXDYLYD
%DUFHORQDGH(QHURGH
7XWRUSUR\HFWR%HDWUL])*LUDOGR*LUDOGR
'HSDUWDPHQWRGH(6$,,'
8QLYHUVLWDW3ROLWqFQLFDGH&DWDOXQ\D83&
Ë1',&(0(025,$
ËQGLFHPHPRULD &DStWXOR,QWURGXFFLyQ &DStWXOR)LVLRORJtD 6LVWHPDFDUGLRYDVFXODU
(OFRUD]yQ &LFORFDUGtDFR
)UHFXHQFLD\JDVWRFDUGtDFR 6LVWHPDUHVSLUDWRULR $SDUDWRUHVSLUDWRULR 3URFHVRGHUHVSLUDFLyQ $QDWRPtDSXOPRQDU 0HFDQLVPRGHYHQWLODFLyQ ,QWHUDFFLyQHQWUHVLVWHPDV &DStWXOR6HxDOHVDWUDWDU 6HxDOHOHFWURFDUGLRJUiILFD 6HxDOUHVSLUDWRULD 6HxDOGHIOXMRUHVSLUDWRULR 6HxDOYROXPHQUHVSLUDWRULR &DStWXOR%LEOLRJUDILD Hector Navarro Aguaviva
&$3Ë78/2
,1752'8&&,Ï1
(O SUHVHQWH SUR\HFWR FRQVWD GH XQRV UHTXLVLWRV D FXPSOLU SRU HVR VH LQLFLD HO
WUDEDMRFRQHVWHFDStWXORFRQHOILQGHLQWURGXFLUORTXHLUHPRVYLHQGRDORODUJR
GHHVWHSUR\HFWR
7DO \ FRPR GLFH HO WtWXOR GHO SUR\HFWR OR TXH VH SUHWHQGH HV SURFHVDU PHGLDQWH
PpWRGRV OLQHDOHV \ QR OLQHDOHV PiV FRQFUHWDPHQWH FRQ 0$7/$% VHxDOHV
FDUGtDFDV\UHVSLUDWRULDV
(Q HVWD SULPHUD SDUWH GHO SUR\HFWR GHILQLUHPRV \ FDUDFWHUL]DUHPRV ORV VLVWHPDV
TXHSURGXFHQHVWDVVHxDOHVTXHGHVSXpVSURFHVDUHPRVDPRGRGHFRQRFLPLHQWR
SUHYLRVREUHODPDWHULD
(VWH HVWXGLR SUHYLR \ EiVLFR VH OOHYD DFDER FRQ HO ILQ GH REWHQHU ORV
FRQRFLPLHQWRV PtQLPRV QHFHVDULRV SDUD D SRVWHULRU SRGHU UHDOL]DU XQ FRUUHFWR
HVWXGLRGHODVVHxDOHVDSURFHVDU
&$3Ë78/2
),6,2/2*Ë$
(QHVWHFDStWXORVHH[SOLFDUiORVSULQFLSDOHVVLVWHPDVTXHVHYDQDHVWXGLDUFRQ
HOILQGHREWHQHUXQRVFRQRFLPLHQWRVSUHYLRVPtQLPRVDQWHVGH LQYROXFUDUQRVDO
SURFHVDPLHQWRGHVHxDOHV
(VWRV FRQRFLPLHQWRV VHUiQ DGTXLULGRV WUDWDQGR FDGD VLVWHPD SRU ORV HOHPHQWRV
SRUORVTXHHVWiFRPSXHVWR\VXVSULQFLSDOHVIXQFLRQHV
6LVWHPDFDUGLRYDVFXODU
(Q HVWH DSDUWDGR VH WUDWDUi GH H[SOLFDU OD IXQFLyQ GHO VLVWHPD FDUGtDFR R
FDUGLRYDVFXODUKDFLHQGRKLQFDSLpHOyUJDQRSULQFLSDOGHGLFKRVLVWHPDTXHHVHO
FRUD]yQ\GHPDQHUDPHQRVHVSHFtILFDODVGLIHUHQWHVIXQFLRQHVGHOVLVWHPD
(O&RUD]yQ
(OFRUD]yQHVHOyUJDQRFHQWUDOGHODFLUFXODFLyQGHODVDQJUHHVXQyUJDQRKXHFR
\PXVFXODUFRQIRUPDRYRLGDO6HHQFXHQWUDVLWXDGRHQOD]RQDPHGLDGHOWyUD[
FRPSDUWLHQGROXJDUFRQHOSXOPyQL]TXLHUGR
)LJXUD6LVWHPDFLUFXODWRULR
Hector Navarro Aguaviva
(O FRUD]yQ HVWi FRQVWLWXLGR SRU HO PLRFDUGLR SDUHG GH ILEUDV PXVFXODUHV XQLGDV
SRU WHMLGR FRQMXQWLYR TXH HVWi UHYHVWLGR SRU HO HQGRFDUGLR PHPEUDQD TXH
UHYLVWH OD VXSHUILFLH LQWHUQD GHO PLRFDUGLR \ OLPLWD ODV FDYLGDGHV FDUGtDFDV \ HO
SHULFDUGLRPHPEUDQDTXHUHFXEUHODVXSHUILFLHH[WHUQD
'HIRUPDLQWHUQDVHGLYLGHHQFXDWURFDYLGDGHVGRVVXSHULRUHV\GRVLQIHULRUHV
/DV FDYLGDGHV VXSHULRUHV VH OODPDQ DXUtFXODV \ ODV LQIHULRUHV YHQWUtFXORV 'H ODV
DXUtFXODV UHFLEHQ ORV GRV JUDQGHV WURQFRV YHQRVRV TXH GHVHPERFDQ GH ORV
YHQWUtFXORV ORV FXiOHV GLVWULEX\HQ OD VDQJUH SRU WRGR HO FXHUSR /D DXUtFXOD \ HO
YHQWUtFXOR GHUHFKRV VH FRPXQLFDQ D OD YH] TXH OD DXUtFXOD \ HO YHQWUtFXOR
L]TXLHUGRV VHSDUDGRV XQ ODGR GHO RWUR PHGLDQWH WDELTXHV LQWHUDXULFXODUHV H
LQWHUYHQWULFXODUHV
)LJXUD&RUD]yQKXPDQR
(O WHMLGR PXVFXODU GHO FRUD]yQ HV PLRJpQLFR HV FDSD] GH SURGXFLU pO PLVPR VX
SURSLR ODWLGR DFWLYLGDG UtWPLFD (VWH ODWLGR YLHQH SURGXFLGR SRU ODV FpOXODV GHO
PLRFDUGLR DGHPiV HVWi GRWDGR GH XQ VLVWHPD QHUYLRVR LQWUtQVHFR TXH DVHJXUD
ODV FRQWUDFFLRQHV GHO FRUD]yQ \ HO VLQFURQLVPR DXULFXORYHQWULFXODU MXQWR FRQ HO
VLVWHPDQHUYLRVRFHQWUDOTXHDGDSWDHOWUDEDMRGHOFRUD]yQDODVQHFHVLGDGHVGHO
RUJDQLVPR &RQ OR TXH HQ UHVXPHQ ODV FDUDFWHUtVWLFDV GH ODV ILEUDV PXVFXODUHV
FDUGtDFDVVRQ
•
)XQFLRQDGHIRUPDDXWRPiWLFD$XWRPDWLVPR
•
6HH[FLWDpOPLVPR,QWURSLVPR
•
&DSDFLGDG GH FRQGXFFLyQ VLQ QHFHVLGDG GHO VLVWHPD QHUYLRVR FHQWUDO
'URPRWURSLVPR
•
5LWPLFLGDG
(QHOFRUD]yQKD\WUHVWLSRVGHILEUDVPXVFXODUHV
•
)LEUDVPXVFXODUHVGHWUDEDMRWLHQHQXQDFRQWUDFFLyQPX\SRWHQWH
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
•
)LEUDV GHO HQGRFDUGLR SRFD FRQWUDFFLyQ SHUR FRQGXFHQ HO HVWLPXOR GH
IRUPDPX\UiSLGD
•
)LEUDV QRGDOHV $JUXSDGDV HQ ORV OODPDGRV JUXSRV QRGDOHV SURGXFHQ ORV
HVWtPXORVTXHSURYRFDQODFRQWUDFFLyQ
(OFRUD]yQHVWiSRUGRVERPEDVPXVFXODUHVFRQHFWDGDVHQVHULH\FRUUHVSRQGHQ
D
¾ &LUFXODFLyQ SXOPRQDU R PHQRU ,QWHUFDPELR GH JDVHV HQWUH VDQJUH \ HO
PHGLRH[WHUQR
¾ &LUFXODFLyQ VLVWHPiWLFD R PD\RU (O YHQWUtFXOR L]TXLHUGR VH HQFDUJD GH
HQYLDUODVDQJUHDWRGRVORVWHMLGRVGHORUJDQLVPR
(O IOXMR XQLGLUHFFLRQDO GH OD VDQJUH D WUDYpV GHO FRUD]yQ HV DMXVWDGR SRU XQ
VLVWHPDGHYiOYXODV
9iOYXOD PLWUDO /D DXUtFXOD L]TXLHUGD VH FRPXQLFD FRQ HO YHQWUtFXOR
L]TXLHUGRDWUDYpVGHHVWD
9iOYXODWULF~VSLGH6LWXDGDHQHORULILFLRDXULFXORYHQWULFXODUGHUHFKRGHO
FRUD]yQFRQHFWDODDXUtFXODGHUHFKDFRQHOYHQWUtFXORGHUHFKR
9iOYXODVVHPLOXQDUHV&RPXQLFDQORVJUDQGHVYDVRVFRQHOFRUD]yQ
)LJXUD&LUFXODFLyQVDQJXtQHD
)LJXUD9iOYXODVFDUGtDFDV
Hector Navarro Aguaviva
&LFORFDUGtDFR
(O FLFOR FDUGtDFR FRQVWD GH WUHV HWDSDV R WLHPSRV VtVWROH DXULFXODU VtVWROH
YHQWULFXODU ± FRQWUDFFLRQHV DXULFXODUHV R YHQWULFXODUHV GH ERPEHR GH OD VDQJUH
KDFLDODDUWHULDSXOPRQDU\ODDRUWDHVWiQSURGXFLGDVSRUHODFRUWDPLHQWRGHODV
ILEUDVPXVFXODUHV\SRU~OWLPRODGLiVWROHGHILQLGDFRPRSHULRGRVGHUHODMDFLyQ
HQWUHFRQWUDFFLRQHVHVHOWLHPSRHQTXHHOFRUD]yQYXHOYHDOOHQDUVHGHVDQJUH
/DVFRQWUDFFLRQHVHVWiQSURYRFDGDVSRUXQVLVWHPDQHUYLRVRDXWyQRPRFRPR\D
VH KD FRPHQWDGR FRQ DQWHULRULGDG TXH HVWi UHJXODGR SRU HO VLVWHPD YHJHWDWLYR
EDMRHOJRELHUQRGHXQQ~FOHRVLWXDGRHQHOFHQWURFDUGtDFR
(OSULPHURHQSURGXFLUHOHVWLPXORHVHOQyGXORVHQRDXULFXODUTXHWLHQHDFWLYLGDG
HOpFWULFD HVSRQWiQHD QRUPDOPHQWH SURGXFH HVWtPXORV SRU PLQXWR HVWRV
HVWtPXORV VRQ ORV TXH SURYRFDQ OD VtVWROH DXULFXODU DO VHU FRQGXFLGRV SRU OD
DXUtFXOD$OPLVPRWLHPSRHOHVWtPXORSDVDSRUWRGDVODVFpOXODVGHODDXUtFXOD
SURSDJiQGRVHSRUUDPLILFDFLRQHVKDVWDTXHODVILEUDVGHOYHQWUtFXORVHFRQWUDHQ
\GHHVWDIRUPDVHGDODVtVWROHYHQWULFXODU
&yPR VH KD DQXQFLDGR DO SULQFLSLR GH HVWH DSDUWDGR HO FLFOR FRQVWD GH WUHV
HWDSDV HVWiV WUHV FRPSUHQGHQ VLHWH SHULRGRV VtVWROH DXULFXODU FRQWUDFFLyQ
LVRYROXPpWULFD H[SXOVLyQ R YDFLDGR YHQWULFXODU SURWRGLiVWROH UHODMDFLyQ
LVRYROXPpWULFD\ORVGRV~OWLPRVSHULRGRVSHUWHQHFLHQWHVDOIXQFLyQGHUHOOHQDGR
(OSULPHUSHULRGRORSURWDJRQL]DODVtVWROHDXULFXODU\VHGDDOILQDOGHODRQGD3
D SRVWHULRU FXDQGR VH WUDWHQ ODV VHxDOHV YHUHPRV FRQ PiV FODULGDG OD
GHQRPLQDGD RQGD 3 /DV YiOYXODV DXULFRYHQWULFXODUHV VH KDOODQ DELHUWDV
SHUPLWLHQGRTXHODVDQJUHSDVHGHODDXUtFXODDOYHQWUtFXOR/DSUHVLyQGHDPERV
DXPHQWD \ HO YROXPHQ YHQWULFXODU DXPHQWD PLHQWUDV TXH HO GH OD DXUtFXOD
GLVPLQX\H
(QHOVHJXQGRSHULRGRVHLQLFLDODVtVWROHYHQWULFXODUODFXiODEDUFDWUHVSHULRGRV
FRQODFRQWUDFFLyQLVRYROXPpWULFD/DSUHVLyQGHOYHQWUtFXORVXIUHXQFRQVLGHUDEOH
DXPHQWR \ VH FLHUUDQ ODV YiOYXODV DXULFRYHQWULFXODUHV FRPR FRQVHFXHQFLD VH
SURGXFHHOSULPHUUXLGRGHOFRUD]yQ(OFLHUUHGHODVYiOYXODVDXULFRYHQWULFXODUHV
SURYRFDODDSHUWXUDGHODVYiOYXODVVHPLOXQDUHVSDUDGHMDUSDVDUVDQJUHKDFLDOD
DRUWD
$ OR ODUJR GHO WHUFHU SHULRGR VH SURGXFH HO YDFLDGR YHQWULFXODU 3ULPHUR ODV
SUHVLRQHV GHO YHQWUtFXOR \ GH OD DRUWD TXH KDEtDQ DXPHQWDGR GLVPLQX\HQ HO
YROXPHQGHOYHQWUtFXORTXHDQWHVKDEtDDXPHQWDGRGLVPLQX\HGHELGRDTXHVH
GLULJHKDFLDODDRUWD
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
(O FXDUWR SHULRGR FRQVWD GH OD ~OWLPD IDVH GH OD VtVWROH YHQWULFXODU OD
SURWRGLiVWROH GRQGH GHMD GH SDVDU VDQJUH KDFLD OD DRUWD SHUR HO YHQWUtFXOR D~Q
VLJXHFRQWUDtGR
$SDUWLUGHOTXLQWRSHULRGRVHOOHYDDFDERODGLiVWROHYHQWULFXODUHQpVWHVXFHGH
ODUHODMDFLyQLVRYROXPpWULFDODSUHVLyQGHOYHQWULFXOREDMD\FXDQGRHVLQIHULRUD
OD GH OD DXUtFXOD VH FLHUUDQ ODV YiOYXODV VHPLOXQDUHV SURGXFLHQGR HO VHJXQGR
UXLGR TXH SRGHPRV SHUFLELU GHO FRUD]yQ KDFLHQGR DXPHQWDU OD SUHVLyQ HQ OD
DRUWD(QWRQFHVVHDEUHQODVYiOYXODVDXULFXORYHQWULFXODUHV
3RU ~OWLPR ORV SHULRGRV VH[WR \ VpSWLPR FRPSUHQGHQ OD IXQFLyQ GH UHOOHQDGR HO
SULPHUR GH HOORV HV XQ SURFHVR UiSLGR GRQGH VH OOHQD PX\ UiSLGR HO FRUD]yQ
SURYRFDQGR HO WHUFHU UXLGR SHUFHSWLEOH GHO FRUD]yQ \ TXH D YHFHV HV FRVWRVR GH
RtU(QWRQFHVVXFHGHHOVpSWLPR\~OWLPRSHULRGRXQSHULRGROHQWRGHUHOOHQDGR
)LJXUD*UiILFRGHOFLFORFDUGtDFRGLIHUHQFLDQGRVXVIDVHV\ORVUXLGRVGHO
FRUD]yQ
)UHFXHQFLD\JDVWRFDUGtDFR
&XDQGR DXPHQWDPRV OD DFWLYLGDG YHPRV DIHFWDGRV WDQWR OD IUHFXHQFLD FRPR HO
JDVWR FDUGtDFR TXH WDPELpQ DXPHQWDQ SHUR QR HQ YROXPHQ VLVWyOLFR TXH
SHUPDQHFHLJXDO
'HILQLPRVIUHFXHQFLDFDUGtDFD)&FRPRHOQ~PHURGHSXOVDFLRQHVRODWLGRVSRU
PLQXWR\HVWHYDORUVHVLW~DDOUHGHGRUGHORVODWLGRVSRUPLQXWR
'HILQLPRVWDPELpQHOJDVWRFDUGtDFRFRPRODVDQJUHERPEHDGDTXHVDOHSRUXQ
YHQWUtFXORSRUXQLGDGGHWLHPSRHVWHYDORURVFLODHQWUHORVOLWURVVDQJUHSRU
PLQXWR
Hector Navarro Aguaviva
3DUDWHUPLQDUHVWHDSDUWDGRSRGHPRVGHILQLUHOYROXPHQGHOODWLGR9/FRPROD
FDQWLGDG GH VDQJUH TXH VDOH GHO YHQWUtFXOR HQ XQ ODWLGR HVWH YDORU HVWD
FRPSUHQGLGRHQWUHORV\PO
*DVWRFDUGtDFR )&[9/
6LVWHPDUHVSLUDWRULR
7DO \ FRPR VH KL]R HQ HO DSDUWDGR DQWHULRU HQ HVWH DSDUWDGR FRPR VX QRPEUH
LQGLFD KDEODUHPRV GHO VLVWHPD UHVSLUDWRULR SDUD HOOR QRV FHQWUDUHPRV HQ HO
DSDUDWRUHVSLUDWRULR VXDQDWRPtD\HOSURFHVRGHUHVSLUDFLyQ FRQHOPLVPRILQ
TXH HQ HO DSDUWDGR DQWHULRU DVXPLU ORV FRQRFLPLHQWRV QHFHVDULRV SDUD D
SRVWHULRULSRGHUHQWHQGHUODVVHxDOHVFRQODVTXHWUDWDUHPRV
$SDUDWRUHVSLUDWRULR
(O DSDUDWR UHVSLUDWRULR HVWi IRUPDGR SRU YtDV DpUHDV SXOPRQHV \ P~VFXORV
UHVSLUDWRULRV/RVEURQTXLRVVRQORVHQFDUJDGRVGHFRQGXFLUHODLUHORVSXOPRQHV
VRQHOyUJDQRHQHOFXiOVHSURGXFHHOLQWHUFDPELRJDVHRVR\HOGLDIUDJPDHVHO
P~VFXORFDSD]GHFRQWUDHUVHRUHODMDUVHSRGHPRVYHUORGHPDQHUDPiVJUiILFD
HQODVLJXLHQWHILJXUD
)LJXUD$SDUDWRUHVSLUDWRULR
(Q HO DSDUDWR UHVSLUDWRULR GLIHUHQFLDPRV GRV HWDSDV SRU XQD EDQGD OD
LQKDODFLyQGXUDQWHHVWDHOGLDIUDJPDVHFRQWUDH\VHDOODQDFRQHOILQGHDPSOLDU
OD FDYLGDG WRUiFLFD FRQ OD FRQWUDFFLyQ GHO GLDIUDJPD VH FRQVLJXH DGHPiV FUHDU
XQD YDFtR SDUD VXFFLRQDU HO DLUH KDFLD ORV SXOPRQHV 3RU HO FRQWUDULR HQ OD
H[KDODFLyQHOGLDIUDJPDVHUHODMDGHPDQHUDTXHUHFREUDVXIRUPDH[SXOVDQGRHO
DLUHGHORVSXOPRQHV
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
)LJXUD(WDSDGHLQVSLUDFLyQVXSHULRUL]TXLHUGDHWDSDGHHVSLUDFLyQVXSHULRU
GHUHFKD\FRQWUDFFLyQGHODVFRVWLOODVHQDPEDVHWDSDVDEDMR
/D SULQFLSDO IXQFLyQ GHO DSDUDWR UHVSLUDWRULR HV OD GH UHDOL]DU HO LQWHUFDPELR GH
JDVHV GH R[LJHQR \ GLy[LGR GH FDUERQR GHO VHU KXPDQR FRQ VX PHGLR (VWD
DFFLyQ VH SURGXFH FRPR \D LQWURGXFtDPRV DQWHULRUPHQWH HQ HO VLVWHPD DOYHRODU
GH ORV SXOPRQHV ODV PROpFXODV GH R[tJHQR \ GH GLy[LGR GH FDUERQR VH
LQWHUFDPELDQ SRU GLIXVLyQ HQWUH HO HQWRUQR JDVHRVR \ OD VDQJUH $Vt HO VLVWHPD
UHVSLUDWRULR IDFLOLWD OD R[LJHQDFLyQ \ OD H[SXOVLyQ GHO GLy[LGR GH FDUERQR \ RWURV
JDVHVTXHHOPHWDEROLVPRGHVHFKD
3URFHVRGHUHVSLUDFLyQ
$QWHV GH GDU FRPLHQ]R D HVWH VXEDSDUWDGR VHUtD FRQYHQLHQWH GHILQLU OD
UHVSLUDFLyQFRPRWDOLODUHVSLUDFLyQTXHGDGHILQLGDFRPRODIXQFLyQPHGLDQWHOD
FXDO ODV FpOXODV X RUJDQLVPRV R[LGDQ WRWDO R SDUFLDOPHQWH VXVWDQFLDV RUJiQLFDV
PDQLIHVWDGDV SRU LQWHUFDPELRV JDVHRVRV R SULQFLSLRV LQPHGLDWRV FRQ HO REMHWLYR
GHREWHQHUHQHUJtD
Hector Navarro Aguaviva
'LVWLQJXLPRVFXDWURWLSRVGHUHVSLUDFLRQHVHQFXDQWRDOPRGRHQHOTXHVXMHWRR
LQGLYLGXRUHVSLUD
•
(XSQHD5HVSLUDFLyQQRUPDO
•
$SQHD$XVHQFLDGHOPRYLPLHQWRUHVSLUDWRULR
•
'LVQHD5HVSLUDFLyQFRQVHQVDFLyQGHDVIL[LD
•
+LSHUQHD5HVSLUDFLyQPX\HOHYDGD
0HGLDQWH OD UHVSLUDFLyQ FRQVHJXLPRV XQ SURFHVR GH YHQWLODFLyQ pVWD HV HO
PRYLPLHQWR GH ORV JDVHV TXH LQIOX\HQ HQ OD UHVSLUDFLyQ SRU HQFLPD GH OD
VXSHUILFLH UHVSLUDWRULD HQ QXHVWUR FDVR HQ HO GH ORV KXPDQRV KDEODUHPRV
VLHPSUHGHXQDYHQWLODFLyQDFWLYD\ELGLUHFFLRQDO\DTXHORVJDVHVHQWUDU\VDOHQ
SRUHOPLVPROXJDU
([LVWHQSURFHVRVGHUHVSLUDFLyQDUWLILFLDOHVSDUDHOWUDWDPLHQWRGHODDVIL[LD\GH
ODVSDUiOLVLVUHVSLUDWRULDVFRQHOILQGHUHVWDEOHFHUODYHQWLODFLyQSXOPRQDU'LFKD
UHVSLUDFLyQDUWLILFLDOVHUiQHFHVDULDFXDQGRODYHQWLODFLyQSXOPRQDUVHHQFXHQWUH
DOWHUDGD R FRPSURPHWLGD (O PHFDQLVPR GH UHVSLUDFLyQ DUWLILFLDO FRQVLVWH HQ
SURYRFDUPDQXDOPHQWHRPHGLDQWHDSDUDWRVODVFRQWUDFFLRQHVGHODFDMDWRUiFLFD
SDUDUHVWDEOHFHUODFLUFXODFLyQGHDLUHHQORVSXOPRQHV
)LJXUD5HVSLUDFLyQDUWLILFLDOPDQXDO
/D DEVRUFLyQ GH GH R[LJHQR \ OD HOLPLQDFLyQ GH JDVHV HVWi DVHJXUDGD SRU OD
YHQWLODFLyQ SXOPRQDU SRU HVR VH QHFHVLWDUi XQD UHVSLUDFLyQ DUWLILFLDO FXDQGR OD
YHQWLODFLyQ SXOPRQDU QR IXQFLRQH FRUUHFWDPHQWH HV GHFLU TXH QR VH SURGX]FDQ
ORVIHQyPHQRVGHH[SDQVLyQ\FRQWUDFFLyQGHODFDMDWRUiFLFDRHODLUHQRFLUFXOH
D WUDYpV GH OD WUDTXHD FXDQGR QRVH UHDOLFHQ FRUUHFWDPHQWH ORV PRYLPLHQWR GH
FRQWUDFFLyQ \ UHODMDFLyQ GH ORV GLVWLQWRV P~VFXORV TXH LQWHUYLHQH HQ GLFKR
SURFHVR
$QDWRPtDSXOPRQDU
$Vt FRPR FXDQGR KHPRV KDEODGR GHO VLVWHPD FDUGtDFR R FLUFXODWRULR KHPRV
KDEODGRGHVXyUJDQRSULQFLSDOHOFRUD]yQHQHOVLVWHPDUHVSLUDWRULRWDPELpQOR
KDOODPRV HQ HVWH FDVR HO yUJDQR SULQFLSDO VRQ ORV SXOPRQHV \D TXH VRQ ORV
yUJDQRVSULQFLSDOHVGHODSDUDWRUHVSLUDWRULR
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
/RV SXOPRQHV VRQ GRV yUJDQRV HVSRQMRVRV \ OLJHURV VRQ D VX YH] ORV PiV
JUDQGHVGHORUJDQLVPRTXHVHKDOODQHQODFDYLGDGWRUiFLFD(OSXOPyQGHUHFKR
HVOLJHUDPHQWHPiVJUDQGHTXHHOL]TXLHUGRHVWRHVGHELGRDODORFDOL]DFLyQGHO
FRUD]yQ HO SXOPyQ GHUHFKR D VX YH] VH GLYLGH HQ WUHV OyEXORV PLHQWUDV TXH HO
L]TXLHUGRVHGLYLGHHQGRV
)LJXUD3XOPRQHVKXPDQRV
0HGLDQWHHOPRYLPLHQWRGHOWyUD[ORVSXOPRQHVDVSLUDQDLUHGHODPELHQWHFRQHO
ILQGHH[WUDHUHOR[LJHQR\SRVWHULRUPHQWHH[WUDHUHOGLy[LGRGHFDUERQR(ODLUH
LQVSLUDGR SDVD SRU OD ODULQJH \ OD WUDTXHD GRQGH VH GLVWULEX\H D WUDYpV GH ORV
EURQTXLRVDORVSXOPRQHV
([LVWHQXQRVSDUiPHWURVTXHKDEUtDTXHGHILQLU\GHVWDFDUHQFXDQWRDDQDWRPtD
SXOPRQDU \D TXH YLHQHQ UHODFLRQDGRV WDQWR FRQ HO SURFHVR GH UHVSLUDFLyQ FRPR
FRQHOPHFDQLVPRGHYHQWLODFLyQSDUDGHILQLUHVWRVSDUiPHWURVQRVD\XGDUHPRV
GHODVLJXLHQWHILJXUD
)LJXUD*UiILFDGHYRO~PHQHV\FDSDFLGDGHVSXOPRQDUHV
Hector Navarro Aguaviva
9RO~PHQHVSXOPRQDUHV
•
9ROXPHQ FRUULHQWH 9& (V HO YROXPHQ GH DLUH LQVSLUDGR R HVSLUDGR FRQ
FDGDUHVSLUDFLyQQRUPDODSUR[PO
•
9ROXPHQ GH UHVHUYD LQVSLUDWRULD 95, (V HO YROXPHQ H[WUD GH DLUH TXH
SXHGHVHULQVSLUDGRVREUHHOGHOYROXPHQFRUULHQWHDSUR[PO
•
9ROXPHQ GH UHVHUYD HVSLUDWRULD 95( (V HO YROXPHQ GH DLUH TXH SXHGH
VHUHVSLUDGRHQHVSLUDFLyQQRUPDODSUR[PO
•
9ROXPHQ UHVLGXDO 95 (VWH YROXPHQ QR SXHGH PHGLUVH GLUHFWDPHQWH
FRPR ORV DQWHULRUHV (V HO YROXPHQ GH DLUH TXH TXHGD HQ ORV SXOPRQHV
GHVSXpV GH XQD HVSLUDFLyQ IRU]DGD QR SXHGH VHU HOLPLQDGR GH ORV
SXOPRQHV HV LPSRUWDQWH SRUTXH SURSRUFLRQD DLUH D ORV DOYpRORV SDUD TXH
SXHGDQDLUHDUODVDQJUHHQWUHGRVLQVSLUDFLRQHVDSUR[PO
&DSDFLGDGHVSXOPRQDUHVFRPELQDFLRQHVGHRPiVYRO~PHQHV
•
•
•
•
&DSDFLGDGLQVSLUDWRULD&,(VODFRPELQDFLyQGH9&\95,(VODFDQWLGDG
GH DLUH TXH XQD SHUVRQD SXHGH LQVSLUDU FRPHQ]DQGR HQ HO QLYHO GH
HVSLUDFLyQQRUPDO\GLVWHQGLHQGRORVSXOPRQHVORPi[LPRVSRVLEOHDSUR[
PO
&DSDFLGDG UHVLGXDO IXQFLRQDO &5) (V OD FRPELQDFLyQ GH 95( \ 95
DSUR[PO
&DSDFLGDG YLWDO &9 (V OD FRPELQDFLyQ GH 95, 9& \ 95( (V OD FDQWLGDG
Pi[LPDGHDLUHTXHXQDSHUVRQDSXHGHHOLPLQDUGHORVSXOPRQHVGHVSXpV
GHKDEHUORVOOHQDGRDOPi[LPRDSUR[PO
&DSDFLGDG SXOPRQDU WRWDO &37 (V OD FRPELQDFLyQ GH &9 \ 95 (V HO
YROXPHQ Pi[LPR DO TXH VH SXHGHQ DPSOLDU ORV SXOPRQHV FRQ HO PD\RU
HVIXHU]RLQVSLUDWRULRSRVLEOHDSUR[PO
/DPHGLFLyQGHODFDSDFLGDGYLWDOHVODPiVLPSRUWDQWHHQODFOtQLFDUHVSLUDWRULD
SDUDYLJLODUODHYROXFLyQGHORVSURFHVRVSXOPRQDUHV
0HFDQLVPRGHYHQWLODFLyQ
([LVWHQGRVJUXSRVPXVFXODUHVTXHLQWHUYLHQHQHQODYHQWLODFLyQHOGLDIUDJPD\
ORV P~VFXORV LQWHUFRVWDOHV H[WHUQRV 'HILQLPRV PHFDQLVPR GH YHQWLODFLyQ DO
SURFHVRGHLQVSLUDFLyQ\HVSLUDFLyQ
/DLQVSLUDFLyQHVXQPHFDQLVPRDFWLYR\DTXHWUDEDMDQORVP~VFXORVQRPEUDGRV
DQWHULRUPHQWHPLHQWUDVTXHHOPRYLPLHQWRGHHVSLUDFLyQHVXQPHFDQLVPRHQHO
TXH VH KDOODQ JUXSRV PXVFXODUHV UHODMDGRV SRU OR TXH VH OH GLFH PHFDQLVPR
SDVLYR
7DO\FRPRVHKDFRPHQWDGRHQDSDUWDGRVDQWHULRUHVDOLQVSLUDUHOGLDIUDJPDVH
FRQWUDHDXPHQWDQGRHOYROXPHQGHODFDMDWRUiFLFDHQSDUWHV/RVPXVFXORV
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
LQWHUFRVWDOHV TXH WDPELpQ VH FRQWUDHQ GXUDQWH OD LQVSLUDFLyQ SURYRFDQ TXH ODV
FRVWLOODVVHMXQWHQWLUiQGRODVKDFLDGHODQWH\HOHYiQGRODV
(QODIDVHGHHVSLUDFLyQVHSURGXFHHOHIHFWRFRQWUDULRDQLYHOPXVFXODUWDQWRHO
GLDIUDJPD FRPR ORV P~VFXORV LQWHUFRVWDOHV H[WHUQRV VH UHODMDQ FRQ OD
FRQVHFXHQFLD TXH HO YROXPHQ GH OD FDMD WRUiFLFD DVt FRPR ORV SXOPRQHV VH
UHGX]FDSURYRFDQGRXQDDXPHQWRGHSUHVLyQSDUDTXHHODLUHVDOJD
)LJXUD0HFDQLVPRGHYHQWLODFLyQ
,QWHUDFFLyQHQWUHVLVWHPDV
(QWUH ORV GRV VLVWHPDV TXH KDQ VLGR H[SOLFDGR H[LVWH XQD HVWUHFKD UHODFLyQ
SXHVWR TXH OD VDQJUH SRUWDGRUD GH VXEVWDQFLDV D WUDYpV GHO DSDUDWR
FLUFXODWRULRWUDQVSRUWDR[LJHQR\HVWHVHUHFLEHDWUDYpVGHODSDUDWRUHVSLUDWRULR
)LJXUD(VTXHPDUHVSLUDFLyQH[WHUQDLQWHUDFFLyQ$5HVSLUDWRULR
$&DULGRYDVFXODU
Hector Navarro Aguaviva
(O IXQFLRQDPLHQWR GH HVWH LQWHUFDPELR IXQFLRQD GH OD VLJXLHQWH PDQHUD /DV
DUWHULDV VRQ ODV HQFDUJDGDV GH FRQGXFLU OD VDQJUH HQ ORV FRPSDUWLPLHQWRV
GHUHFKRVGHOFRUD]yQKDFLDHOWHMLGRSXOPRQDUTXHHVHOOXJDUGRQGHVHSURGXFH
HOLQWHUFDPELRGHJDVHVUHFHSFLyQGHR[LJHQROLEHUDFLyQGHGLy[LGRGHFDUERQR
XQD YH] KHFKR HO LQWHUFDPELR OD YHQDV SXOPRQDUHV FRQGXFHQ OD VDQJUH GH ORV
WHMLGRV SXOPRQDUHV D OD SDUWH L]TXLHUGD GHO FRUD]yQ $ SDUWLU GH DTXt OD YHQD
DRUWD VH HQFDUJD GH VXPLQLVWUDU HVWD VDQJUD KDFLD HO FLUFXLWR VLVWHPiWLFR \ DVt
OOHJDUDWRGRVORVWHMLGRVGHORUJDQLVPR
)LJXUD9tDVWHUPLQDOHVEURQTXLDOHV
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
&$3Ë78/2
6(f$/(6$75$7$5
(Q HVWH FDStWXOR YHUHPRV FRPR VRQ ODV VHxDOHV TXH JHQHUDQ ORV VLVWHPDV TXH
KHPRV LQWURGXFLGR HQ ORV GRV SULPHUR FDStWXORV WDPELpQ VH QRPEUDUiQ \
H[SOLFDUDQORVSULQFLSDOHVSXQWRVFDUDFWHUtVWLFRVTXHDSRVWHULRULQRVFHQWUDUHPRV
DWUDEDMDUFRQHOORVFXDQGRQRVFHQWUHPRVDOSURFHVDGRGHVHxDOHV
/DV VHxDOHV TXH JHQHUDQ HO VLVWHPD FDUGLRYDVFXODU \ HO UHVSLUDWRULR VRQ HO
HOHFWURFDUGLRJUDPD (&* \ OD VHxDO GH IOXMR UHVSLUDWRULR 563 TXH D
FRQWLQXDFLyQVHYDQDGHWDOODU
6HxDOHOHFWURFDUGLRJUiILFD(&*
/D FRQGXFFLyQ GH LPSXOVRV HQ HO PLRFDUGLR SURGXFH FRUULHQWHV HOpFWULFDV TXH
GLIXQGHQKDFLDODVXSHUILFLHGHORUJDQLVPR\VHSXHGHQUHJLVWUDU(VWHUHJLVWUHHV
GHQRPLQDGR HOHFWURFDUGLRJUDPD (&* HV XQ UHJLVWUR JUiILFR GH OD DFWLYLGDG
HOpFWULFDGHOFRUD]yQ\ODFRQGXFFLyQGHVXVLPSXOVRVSRUORWDQWRHVXQUHJLVWUR
GHORVIHQyPHQRVHOpFWULFRVTXHVHGDQHQHOFRUD]yQ
(VWDV FRUULHQWHV HOpFWULFDV VH SXHGHV UHJLVWUDU HQ OD VXSHUILFLH GHO FXHUSR FRPR
SHTXHxRVSRWHQFLDOHVHOpFWULFRVGHPHQRVGHP9\TXHGHEHQGHVHUDPSOLDGRV
SDUDSRGHUORVUHJLVWUDU
Hector Navarro Aguaviva
/DVRQGDVGHOHOHFWURFDUGLRJUDPDVRQODVVLJXLHQWHV
•
2QGD 3 (V XQD SHTXHxD RQGD KDFLD DUULED TXH UHSUHVHQWD OD
GHVSRODUL]DFLyQ GH ODV DXUtFXODV HV GHFLU HO SDVR GH XQD FRUULHQWH GH
GHVSRODUL]DFLyQ GHVGH HO QyGXOR VLQXVDO KDFLD ODV ILEUDV PXVFXODUHV
DXULFXODUHV
•
&RPSOHMR 456 5HSUHVHQWD OD UHSRODUL]DFLyQ GH ODV DXUtFXODV \ OD
GHVSRODUL]DFLyQYHQWULFXODU
•
2QGD75HSUHVHQWDODUHSRODUL]DFLyQYHQWULFXODU
)LJXUD(OHFWURFDUGLRJUDPD
/DRQGDGHUHSRODUL]DFLyQDXULFXODUTXHGDRFXOWDEDMRHOFRPSOHMR456(QHVWDV
RQGDV VH SXHGHQ GHILQLU XQRV LQWHUYDORV TXH DSRUWDQ LQIRUPDFLyQ VREUH OD
YHORFLGDGGHODFRQGXFFLyQFDUGtDFD
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
,QWHUYDORVGHLQWHUpV
•
•
•
•
,QWHUYDOR 35 R 34 (V PHGLGR GHVGH HO LQLFLR GH OD RQGD 3 KDVWD HO LQLFLR
GHO FRPSOHMR 456 7LHQH XQD GXUDFLyQ GH VHJXQGRV \ UHSUHVHQWD HO
WLHPSR GH FRQGXFFLyQ GHVGH HO LQLFLR GH OD H[FLWDFLyQ DXULFXODU KDVWD HO
LQLFLR GH OD H[FLWDFLyQ YHQWULFXODU HV GHFLU HO WLHPSR GH FRQGXFFLyQ GHO
LPSXOVRGHVGHODVDXUtFXODVKDVWDORVYHQWUtFXORV
&RPSOHMR 456 7LHQH XQD GXUDFLyQ VHJXQGRV (V HO WLHPSR GH
SURSDJDFLyQGHORVLPSXOVRVHQORVYHQWUtFXORV
,QWHUYDOR476HPLGHGHVGHHOLQLFLRGHOFRPSOHMR456KDVWDHOILQDOGHOD
RQGD7WLHQHXQDGXUDFLyQGHVHJXQGRV\PLGHODGXUDFLyQPHGLDGHO
SRWHQFLDOGHDFFLyQGHORVYHQWUtFXORV
6HJPHQWR 67 6H PLGH GHVGH HO ILQDO GH OD RQGD 6 KDVWD HO LQLFLR GH OD
RQGD 7 0LGH HO WLHPSR TXH ODV ILEUDV FRQWUiFWLOHV YHQWULFXODUHV HVWiQ
GHVSRODUL]DGRVGXUDQWHODIDVHGHPHVHWDGHOLPSXOVR
'HWRGRVHVWRVLQWHUYDORVSRGHPRVREWHQHUXQDYDOLRVDLQIRUPDFLyQDFHUFDGHOD
YHORFLGDGGHFRQGXFFLyQFDUGtDFDSHURHOLQWHUYDORHQHOTXHPiVQRVILMDUHPRVD
ODKRUDGHSURFHVDUODVVHxDOHVVHUiHQHOLQWHUYDOR55TXHFRUUHVSRQGHDOD
GXUDFLyQGHXQSHULRGRFDUGtDFR\GHDKtH[WUDHUODIUHFXHQFLDFDUGtDFDODWLGRV
SRUPLQXWRGHORVGLIHUHQWHVVXMHWRV(OLQWHUYDOR55YLHQHGDGRSRUODGLVWDQFLD
H[LVWHQWHHQWUHODVRQGDV5GHGRVFLFORVFDUGtDFRV
)LJXUD,QWHUYDOR55
$ FRQWLQXDFLyQ YHUHPRV FRPR YDULD OD VHxDO FDUGtDFD VHJ~Q HO WUDVWRUQR
FDUGLRFLUFXODWRULRTXHVHSDGH]FD
ƒ
5LWPR VLQXVDO (V HO ULWPR QRUPDO GHO FRUD]yQ VLQ QLQJXQD SDWRORJtD VX
IUHFXHQFLDHVGHHQWUHDODWLGRVSRUPLQXWRDXQULWPRUHJXODU
)LJXUD(&*ULWPRQRUPDO
Hector Navarro Aguaviva
ƒ
%UDGLFDUGLD VLQXVDO )UHFXHQFLD SRU GHEDMR GH ORV ODWLGRV SRU PLQXWR D
XQ ULWPR UHJXODU (Q SULQFLSLR QR HV LQGLFDWLYR GH QLQJXQD SDWRORJtD HQ
DGXOWRVMyYHQHVDWOpWLFRV
)LJXUD(&*EUDGLFDUGLDVLQXVDO
ƒ
7DTXLFDUGLD VLQXVDO )UHFXHQFLD HQWUH D ODWLGRV SRU PLQXWR D XQ
ULWPRUHJXODU&XDQGRHVSDWROyJLFDSXHGHGHVHQFDGHQDUVHGHODQWHGHXQD
KHPRUUDJLDXQFKRTXHKLSRYROpPLFRXQDKLSR[LDXQD,&&HWF
)LJXUD(&*WDTXLFDUGLDVLQXVDO
ƒ
$UULWPLDVLQXVDO9DULDFLyQGHOULWPRRIUHFXHQFLDHO(&*HVYDULDEOHHQWUH
DODWLGRVSRUPLQXWRFRQULWPRLUUHJXODUSXHGRLUDFRPSDxDGRGH
SDWUyQ UHVSLUDWRULR LUUHJXODU 'H QR LU DFRPSDxDGR GH XQ SDWUyQ
UHVSLUDWRULRLUUHJXODUSRGUtDVHULQGLFDWLYRGHXQWUDVWRUQRFDUGtDFR
)LJXUD(&*DUULWPLDVLQXVDO
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
7DTXLFDUGLD YHQWULFXODU ,PSXOVRV JHQHUDGRV SRU HO YHQWUtFXOR VX
IUHFXHQFLD HV GH XQRV D ODWLGRV SRU PLQXWR OLJHUDPHQWH
LUUHJXODUHV3XHGHVHUSUHFXUVRUDGHODILEULODFLyQYHQWULFXODU
ƒ
)LJXUD(&*WDTXLFDUGLDYHQWULFXODU
)LEULODFLyQ YHQWULFXODU 6XSHULRU D ORV ODWLGRV SRU PLQXWR D XQ ULWPR
GHVFRRUGLQDGRHLUUHJXODU
ƒ
)LJXUD(&*ILEULODFLyQYHQWULFXODU
)OXWWHU DXULFXODU &RPR VX QRPEUH LQGLFD HO LPSXOVR VH RULJLQD HQ OD
DXUtFXOD KDELHQGR XQR R YDULR IRFRV HFWySLFRV TXH LQLFLDQ SXOVRV PX\
UiSLGDPHQWH D PiV GH YHFHV SRU PLQXWR (VWH WUDVWRUQR HV
SDWROyJLFR\SXHGHGHJHQHUDUHQILEULODFLyQDXULFXODU
ƒ
)LJXUD(&*IOXWWHUDXULFXODU
Hector Navarro Aguaviva
)LEULODFLyQ DXULFXODU (V VLPLODU DO DQWHULRU YLVWR KD\ PiV IRFRV HFWySLFRV
DXULFXODUHV\ODIUHFXHQFLDHVGHODWLGRVSRUPLQXWRSURGXFLHQGRXQD
FRQWUDFFLyQ DXULFXODU WRWDOPHQWH LQFRRUGLQDGD 3XHGH DSDUHFHU SRU
SDWRORJtDVFDUGtDFDVSRU,&&RSRUSDWRORJtDYDOYXODU
ƒ
)LJXUD(&*ILEULODFLyQDXULFXODU
6HxDOUHVSLUDWRULD
(Q HVWH DSDUWDGR YHUHPRV FRPR VRQ ODV VHxDOHV UHVSLUDWRULDV TXH ODV SRGHPRV
FODVLILFDUGHGRVPRGRVODVVHxDOHVGHIOXMRHVSLUDWRULDHQODVTXHHQFRQWUDUHPRV
ORV SDUiPHWURV GH 7L 7H \ 7WRW TXH SRVWHULRUPHQWH H[SOLFDUHPRV PiV
GHWDOODGDPHQWH \ SRU RWUR ODGR OD VHxDO GH YROXPHQ UHVSLUDWRULR TXH HQ HO
DSDUWDGRGHDSDUDWRUHVSLUDWRULR\DKHPRVYLVWR\GHILQLGDVXVSDUiPHWURV
6HxDOGHIOXMRUHVSLUDWRULR
)LJXUD6HxDOGHIOXMRHVSLUDWRULR
'HHVWDVHxDOREWHQGUHPRVORVSDUiPHWURV7L7H7WRWFLFORUHVSLUDWRULR
7LHPSRGHLQVSLUDFLyQ7L'XUDFLyQGHODLQVSLUDFLyQHQXQFLFOR
UHVSLUDWRULRVLHQGRHVWHWLHPSRHOWUDQVFXUULGRPLHQWUDVODVHxDO
UHVSLUDWRULDHVFUHFLHQWH
7LHPSRGHH[SLUDFLyQ7H'XUDFLyQGHODHVSLUDFLyQHQXQFLFOR
UHVSLUDWRULRVLHQGRHVWHWLHPSRHOWUDQVFXUULGRPLHQWUDVODVHxDO
UHVSLUDWRULDHVGHFUHFLHQWH
- Tiempo total (TTot)'XUDFLyQGHXQFLFORUHVSLUDWRULRHVGHFLUODVXPD
GHOWLHPSRLQVSLUDGR\HOWLHPSRHVSLUDGR
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
6HxDOYROXPHQUHVSLUDWRULR
)LJXUD6HxDOYROXPHQUHVSLUDWRULR
&RPR \D VH KD FRPHQWDGR OD PD\RUtD GH SDUiPHWURV GH HVWD VHxDO \D VH KDQ
FRPHQWDGRHQHODSDUWDGRDVtTXHDKRUD~QLFDPHQWHQRVFHQWUDUHPRVHQ
ORVSDUiPHWURVTXHQRVVHUiQ~WLOHVHQODVHJXQGDSDUWHGHpVWHSUR\HFWRFXDQGR
SURFHVHPRVODVVHxDOHV\VRQORVVLJXLHQWHV
9ROXPHQWLGDO97)9ROXPHQQRUPDOHQODLQVSLUDFLyQRHVSLUDFLyQ
9ROXPHQ WRWDO 9L 5HODFLyQ H[LVWHQWH HQWUH HO YROXPHQ WLGDO \ HO WLHPSR
GHLQVSLUDFLyQ977L
Frecuencia respiratoria (fr) &DQWLGDG GH FLFORV UHVSLUDWRULRV TXH VH UHDOL]DQ
HQXQDIUDFFLyQGHWLHPSR&RUUHVSRQGHDODLQYHUVDGHOWLHPSRWRWDO
7DO\FRPRKLFLPRVHQHODQWHULRUDSDUWDGRDFRQWLQXDFLyQUHODFLRQDUHPRVFRPR
YDULDODVHxDOUHVSLUDWRULRHQUHODFLyQDORVSRVLEOHVWUDVWRUQRV
3DWURQHVUHVSLUDWRULRV
ƒ 1RUPDO6XDYH\UHJXODUDXQDIUHFXHQFLDGHSRUPLQXWRV
ƒ
ƒ
)LJXUD3DWUyQUHVSLUDWRULRQRUPDO
7DTXLSQHD5HVSLUDFLyQPHQRVSURIXQGDFRQXQDIUHFXHQFLDVXSHULRUD
SRUPLQXWR
)LJXUD3DWUyQUHVSLUDWRULRWDTXLSQHD
%UDGLSQHD0D\RUSURIXQGLGDGGHUHVSLUDFLyQFRQXQDIUHFXHQFLDLQIHULRUD
SRUPLQXWR
)LJXUD3DWUyQUHVSLUDWRULREUDGLSQHD
Hector Navarro Aguaviva
ƒ
ƒ
ƒ
+LSHUYHQWLODFLyQ 5HVSLUDFLyQ SURIXQGD FRQ XQD IUHFXHQFLD VXSHULRU D SRUPLQXWR
)LJXUD3DWUyQUHVSLUDWRULRKLSHUYHQWLODFLyQ
.XVVPDXO 5HVSLUDFLyQ UiSLGD VXSHULRU D SRU PLQXWR VLQ SDXVDV
UHVSLUDFLyQGLILFXOWRVD
)LJXUD3DWUyQUHVSLUDWRULRNXVVPDXO
5HVSLUDFLyQ DWi[LFD 5HVSLUDFLyQ LUUHJXODU FRQ UHVSLUDFLRQHV SURIXQGDV \
VXSHUILFLDOHVGHPDQHUDDOHDWRULD
)LJXUD3DWUyQUHVSLUDWRULRUHVSLUDFLyQDWi[LFD
Procesado de señales cardíacas y respiratorias mediante metodos lineales y no lineales.
&$3Ë78/2
%,%/,2*5$)Ë$
3DUDODUHDOL]DFLyQGHHVWDPHPRULDVHKDQXWLOL]DGRODVVLJXLHQWHVIXHQWHVWDQWR
SDUDODREWHQFLyQGHLQIRUPDFLyQFRPRODGHLPiJHQHV
KWWSZZZJRRJOHHVLPJUHV"LPJXUO KWWSESEORJVSRWFRPB&96;G
[<6DE;OG<G,$$$$$$$$&0E;ZXJUFV&25$=21MSJLPJUHIXUO KW
WSFXHUSRKXPDQRFXHUSREORJVSRWFRPGLEXMRVGHO
FRUD]RQKWPOXVJ BB-S-FGH(;$76(11-YXXRV-XLU4 K Z V] KO HVVWDUW ]RRP WEQLG $;UPE9I.9R\0WEQK WEQZ HL M
P]B7DP%0LJ3LZI]J%4SUHY VHDUFK)T'FRUD]RQ%KXPDQRXP
'KO'HVELZ'ELK'WEP'LVFKXP L
WEV LDFW KFYS[ YS\ GXU KRYK KRYZ W[ W
\ SDJH QGVS YHG WUVELZ ELK KWWSHVZLNLSHGLDRUJZLNL&LFORBFDUG&$'DFR
KWWSORUHQDFDVWURLODQHWEORJVSRWFRP
KWWSZZZSUR\HFWRVDORQKRJDUFRP(QFLFORSHGLD&RQRFHBWXBFXHUSR6LVWHPDBUH
VSLUDWRULRLQGLFHKWP
KWWSZZZXUJHQFLDXFFRPSDFLHQWHVDX[LOLRUFSKWP
KWWSZZZDQJHOILUHFRPMRXUQDOMRKQDJRPH]7JUDGRSGI
KWWSZZZHIGHSRUWHVFRPHIGYDULDELOLGDGGHODIUHFXHQFLDFDUGLDFDXQD
KHUUDPLHQWDXWLOKWP
KWWSZZZXD]HGXP[KLVWR7RUWRU$QDFKFKKWP
$SXQWHVGHHQIHUPHUtD6LVWHPDFDUGLRYDVFXODU(8(QIHUPHUtD
Hector Navarro Aguaviva
$SXQWHVGHHQIHUPHUtDPHGLFRTXLU~UJLFDSURIHVRUD$QQD)DOFy
$SXQWHVGHHQIHUPHUtDPHGLFRTXLU~UJLFDSURIHVRU'LHJR$ORQVR
$SXQWHVGHHQIHUPHUtD6LVWHPDUHVSLUDWRULR(8(QIHUPHUtD