PT103448B - NEW MODEL OF TEMPORARY REPRESENTATION OF THE SIGN OF AN ELECTROCARDIOGRAM TRACING 6 GENERALIZED GAUSSIANS - Google Patents

NEW MODEL OF TEMPORARY REPRESENTATION OF THE SIGN OF AN ELECTROCARDIOGRAM TRACING 6 GENERALIZED GAUSSIANS Download PDF

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PT103448B
PT103448B PT10344806A PT10344806A PT103448B PT 103448 B PT103448 B PT 103448B PT 10344806 A PT10344806 A PT 10344806A PT 10344806 A PT10344806 A PT 10344806A PT 103448 B PT103448 B PT 103448B
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representation
electrocardiogram
ecg
signal
model
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PT10344806A
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PT103448A (en
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Soares Luis Maria Baptista Pina
Carneiro Martins Raul Daniel Lavado
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Inst Superior Tecnico
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Abstract

O MÉTODO DESCRITO INSERE-SE NO DOMÍNIO DA BIOMÉDICA, EM PARTICULAR DA INSTRUMENTAÇÃO MÉDICA PARA DIAGNÓSTICO DE PATOLOGIAS DO FORO CARDÍACO POR ANÁLISE DO ELECTROCARDIOGRAMA. CONSISTE NA IDENTIFICAÇÃO AUTOMÁTICA DOS PERÍODOS CARDÍACOS (FASE DE SEGMENTAÇÃO) E, EM CADA PERÍODO, NA DESCRIÇÃO DOS VÁRIOS COMPLEXOS DE POLARIZAÇÃO E DESPOLARIZAÇÃO DAS MEMBRANAS MUSCULARES DO CORAÇÃO RECORRENDO A 6 (SEIS) GAUSSIANAS GENERALIZADAS. CADA COMPLEXO É DESCRITO POR UMA GAUSSIANA GENERALIZADA QUE É DEFINIDA POR 4 (QUATRO) CONSTANTES: LOCALIZAÇÃO TEMPORAL (MÉDIA), AMPLITUDE, INCLINAÇÃO E ABERTURA (DESVIO PADRÃO NUMA CAUSSIANA SIMPLES) . ESTA IDENTIFICAÇÃO CONSTITUI UM MODELO DO BATIMENTO CARDÍACO E PERMITE REDUZIR CONSIDERAVELMENTE A DIMENSÃO DO ESPAÇO DE REPRESENTAÇÃO DO FENÓMENO, ETAPA MUITO IMPORTANTE NA OPTIMIZAÇÃO DO SISTEMA (ALGORITMÍA) DE IDENTIFICAÇÃO CLÍNICA AUTOMÁTICA POR RECONHECIMENTO DE PADRÕES E QUE PERMITE UMA COMPRESSÃO EXTREMAMENTE ELEVADA DO SINAL TEMPORAL. O MÉTODO PERMITE AINDA UMA FILTRAGEM DO SINAL POR RECONSTRUÇÃO, FACILITANDO A OBSERVAÇÃO CLÍNICA.The method described is inserted in the field of biomedicine, in particular the medical instrument for the diagnosis of pathologies of the cardiac by electrocardiogram analysis. CONSISTS OF THE AUTOMATIC IDENTIFICATION OF THE HEART PERIODS (SEGMENTATION PHASE) AND, IN EACH PERIOD, IN THE DESCRIPTION OF THE VARIOUS COMPLEXES OF POLARIZATION AND DESPOLARIZATION OF THE MUSCLE MEMBRANES OF THE HEART, CLIMBING 6 (SIX) GENERALIZED GAUSSIANS. EACH COMPLEX IS DESCRIBED BY A GENERALIZED GAUSSIAN THAT IS DEFINED BY 4 (FOUR) CONSTANTS: TEMPORARY LOCATION (AVERAGE), AMPLITUDE, INCLINATION AND OPENING (STANDARD DEVIATION ON A SIMPLE CAUSSIAN). THIS IDENTIFICATION CONSTITUTES A MODEL OF HEART BEHAVIOR AND ALLOWS TO CONSIDERLY REDUCE THE DIMENSION OF THE PHENOMENA REPRESENTATION SPACE, VERY IMPORTANT STEP IN THE OPTIMIZATION OF THE AUTOMATIC CLINICAL IDENTIFICATION SYSTEM (ALGORITHMY) BY RECOGNITION OF PATTERNS AND THAT ALLOWS AN EXTREMELY HIGH COMPRESSION OF THE TEMPORARY SIGNAL. THE METHOD ALLOWS A SIGNAL FILTERING BY RECONSTRUCTION, FACILITATING THE CLINICAL OBSERVATION.

Description

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Itero embolo ds do oinvíl da olaotrocoàs,ogr»ao- teoorraiKln a <5 Sa«ssiâEò3 sêsaralixaíias O ort.odc inovador apríoentaio nosce docraoento eolá remexido no d.orml n i o da írvotbciíos , sa.is especiticaraerite no contexto· do ifmvorxrvent verbo meavca e modelos de rep roo ta. çâo de s ma i. c: o 1 épico , da areei dos nó rocios de repre orritacão de ninai bnoidgirc, anis conca etarardvf; ao sirnal crxraio.ee, a vnaícicrr daa aboráaçísr.s ccnnxxsLcm na aí serei iraçic do bi opoteeoia 1In the case of an innovative project, we are in the process of developing a project in the context of the project, which is specified in the context of the ifmvorxrvent verb meavca and repower models. s. c: the epic, from the sands of the rocks of the reprehension of ninai bnoidgirc, anis conca etarardvf; to the Ministry of Foreign Affairs, the Secretary of the Treasury,

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Bateio i rvcodcr npresonoodo nxnsxe d o o una n to pernnxo idenl xxicor ta descrevei tnv-rporalrvent e a ac ciridode qr.o ro preoevaie iiioátoazar rexorrendo a as vvoirpiaíno de iunçca.. C mébrao pre rsrpdo uiira pavia vnprxcrição χονηο sor vogou a qucncci diccgxbb avo bio-cotencviaís associadas ao elect inrnrardxoqnnra ,, 0 poín.cxcnninento dos elecírocico o.o corpo rd o é relevante mas deve ser conhecido e referenrrLOcrp ννηχ vn qiov a brama de onda do ire r rodo cardíaco é Punção desse pos.icicoanmri lo, d método o apirancáxnnc a p-vo opce v níoero de a seladas da círai srorça de Po ver evi a .1; ncenvnrdvrrnode έ utilizável em aícxrenias que âdpaorev apenas uma di fero-nça do poreocia.l (2 e lecr rodos,, oevn com: v·. v cca a referenciara 3 ti r f e revirar de podo roaqa i pj ed.ecr: rodos, seio cortar cavo a. re fervírnna.) e 12 diferenças cie porar.ivxí.od., pi cievdvrodoof rara cvrarco r corn a referência; ,It is important to note that in the present case, it is not possible to determine whether or not the drug is to be used in the treatment of the disease. The electrocardiogram associated with the electrocardiogram, the electrocardiogram of the body is relevant, but it must be known and referenced as the wavelength of the cardiac arrhythmia. This is the puncture of this procedure, the method or the procedure the other part of the sealed seals of the sewage system of Po ver evi a .1; which can be used in such cases which only have a difference in the direction of rotation of the piston rods in the direction of rotation of the piston rods. cut off from the boiling point) and from differences in the yield curve. ,

Cada diferença de potencial constitui ura canal, sendo por isso possível referirao-nos a canais em vez de diferenças de potencial.* Neste caso é possível identificar sistemas de reqisto cardiográfíco de 1 a 12 canais, O método aqui descrito é aplicado em cada canal, sendo por isso i campar doei. core cgraiguei; dos síatemos 3ct.U6.i3 cie negaste da açodou. risae cardíacos,,Each potential difference constitutes a channel, so it is possible to refer to channels rather than potential differences. * In this case it is possible to identify systems of cardiographic recording of 1 to 12 channels. The method described here is applied in each channel, being therefore i campar donated. core cgraiguei; of the disciples. heart risae

Para caca casac o aos todo co.nsi.scc rois seguintes etapas: 1, laontoí j.ccçdo da posição cios oo.ãpd.e.x.os R. rsccriendc s on orococo:o cie 2 edapas: a, idadícac o íoiocietj cic s :i n a 1 adgm.rrdo recorrendo a ura funpdo de base edeienad? ac urdia pau ruesi caano'7 ufio.uxcs/; naid. d, idiaai a ea tiricd: ca cia oi„stá.ncd,a terapotai entro os picos do oomplaaco d recorrendo a oca outocoírclaça o ede cd.nai ata burondo 2 ja.nej.ao ciaoli rartea cojo Pi.incrsâo vai sendo mereocentada em cada .iraragáen A £.ic;ç;:a. 1 descreve o proceciiiaerit-o ae conca abcdoroeca aa 1. oõ.po do 3 irei ações o na qual o eixo das aOcissas corresponde o.os icdícer das cnoscrac, tu É suor sbeiecj.ua una a ar: per iodo pacrão de e: 1 e c t r o c e. rd i 00 r a.ina ( templo Ccç . que consisto rena conficruracáo coraiderada típico dan ô íaeis; ibcsocsics general iccanea ,· a quei designoremos, de '“'pi araferira. cie identificação·".. Anal iticarente e cia c a Lo era do i.d coCcí í rcu; S,c c deacuddra por,. n d ig^ *- i \£b * cf op, ;.. pí ? orc .par Gp corresoonde a Gaoosi.rna gsnerai í aaaa deíiirudo pocpThe following steps are to be taken in order to complete the following steps: (1) the position of the positions of the partners in the field of economic development: using an ad hoc base fungdo? ac urdia pau ruesi caano'7 ufio.uxcs /; Naid. d, idiaa a, and tha tyicd: ca cia oi "stá.ncd, the therapeutics between the peaks of the oomplaaco d using the hollow or the occlusion of the cactus. each. 1 describes the process for the first and second phases of the process, in which the axis of the objects corresponds to the direction of the cylinders. This is a first step in the process: 1 ect. The present invention relates to an exemplary embodiment of the present invention comprising the steps of: (a) preparing a compound of the general formula (I) comprising a compound of the formula: was of the co-occurrence, it was found to be in the same state as the one in which the Gaoosi had a relatively small population.

Cdgupnrfi fj) ^ e na quer 0 ccien r :i f. ic a a 10 c a j. 12 o ç à 0 d. 0 sásínup 0 u inclinação; í obeig d a. abertura -desvio podrâ.o n.u.ina r : ..........dcu.lçâo 00crio i 0;i Garsarana;, f 3 amplitude 0 r 0(Cg-Cg-Cg-Cg-C₂-Cg-Cg-Cg) ic a at 10 c a j. 12 o c to 0 d. 0 slope 0 slope; a. aperture -degree may be n.u.ina r: .......... dcu.l â 00 i i i i i i G G G G G G G G G G G G G G 0

Pa ilaara 2 ostã representada ums pia, da íaa ira; da idand. í fi unção &lt;3 cara recorra/atra e na tabela estão ixkrrit 12icnrdo-o co seu·a oraxaraet ros .Pa'aaraara 2 ostã represented a sink, of the ãa ira; of idand. <3-side scrolling and the table are shown in the table below.

de poi.epcjai. ;u avariai eapeclírico que ara descrever.of poi.epcjai. and an efficacious defect to be described.

Conhecida a ioeald.àação doo; complexos rd dera real. n. a d a 11.0 ponto 1· η o vaoroa arada e da rua distancia num vector com oej.o ; 2 tirais) períodos. é aossíarel dilatar ou. contrai a plataforma te identificacão por' fonaa a opiaear ;er ,2 aoapcapã.o ο α rcird.JTdo:a.r o erro da sepEoer o abordar no ponto 3, A amr dar plataforma de aquisição e òouo 3 me ndc cor íaíaioia api;icaroac aro gorado que resulte da atAlise das médias do complexo 51 preav atente ide n 111 a c: ar, ai o s η o p o n t: o 1 . 51, Após a dr ta tacão da piada fornua cio i oieno 1 f ícacvãcq, esto e centrada cora coca ocorrência ao complexo R no veccor de dados adquirido, A plataforma de identificação é utilizada corno molde de corte, sendo extraídas as amostreis que se encontram no intercalo descrito por essa janela em cada ocorrência do complexo R. 4, Para cada conjunto de amostras correspondentes a um período do registo cardíaco ê realizada usa adaptação temporal dessas amostras pela função da plataforma de identificação descrita na equação (1), R adaptação temporal utiliza como critério de minimização o do erro 3 quadril .Lee total, A função analítica em (ti não aorasoTrta ama deparoi ensaia linear .roiad xaxsamnroae aoa pa rto-ot..or-s, o .tricas o ao a qas se tocos ra a sta procoaoo :i to rocio o para a determinação da solução finai. G prece oco i. te rocio o que se preconiza oeore métodoKnown the ioeald.àação doo; Real estate complexes. n. a d at 11.0 point 1 · η the distance from the street and distance from a vector with the ee; 2 tirais) periods. is to expand or dilate. contracts the platform with the identification of the target group, and therefore the error of the approach in section 3, to provide a platform of acquisition and 3 or more of the color of the api icaroac which is the result of the calculation of the means of the complex 51 preferably in the range of 1 to 11, respectively. 51, After the drilling of the nucleoside analogue 1 fcaccount, this is centered on the occurrence of the complex R in the data stream acquired. The identification platform is used as a cut-off template, the samples being extracted in the intercostal described by this window in each occurrence of the R complex. 4 For each set of samples corresponding to a cardiac recording period, the temporal adaptation of these samples is performed by the identification platform function described in equation (1), R temporal adaptation uses as a criterion of minimization the error of the total hip. The total analytic function in (a) does not have a linear regression to the linear analysis of the data, This method is based on the determination of the final solution.

consiste no compromisso de Garquardt~Leven.berg publicado cor xd ImmcccQ' ern 1944 no jornal Gaatoeroy of Anpl.ieo PA f/xoxxon: i cxvq vos. , 2, páqd.naq 164-163. com o titulo, &quot;A inethcá dor ror? sotution or c«dér: nor-r.ínea.r crrAJoomr in ioesl sçoctea&quot;· e a rKxmq:oouxornosrnead.e por G. P,consists of the commitment of Garquardt Leven, published in 1944 in the journal Gaatoeroy of Anplex PA, Oxford. , 2, pqd.naq 164-163. with the title, &quot; The inethcora ror? and in the case of G. P, G. et al.

Meroíxarcoa cm tapo no Jornal of Appli.ea Ho. írcoma tirop vol , jl, oúcnnas 4d j.- A r i^ coxa o título ‘ién nJ.gorlt/m: for íds-least -oayxrss ca?; xxaoudaí cxn of r-orJ.inesr pornoelers’T, 0 troco ιχ·ο som inícd.o ocíi iaomuio ccoao m Loiex iniciais do covpjun t o d 6 2 4 (vinte e quatro; parâmetro.? os v-3.ioT:er cus pio t xx f o rma de id&amp;ní: i. fdcacáo proooianAn;;; e ci: .Latada o ampiifn oadt; no ponte 2 iver tabela 1} . dê-te conjmrsc Po p/sré xneor c u í r;ic..’;íj i. cxxm.ro; ixcxp reoxqxx;a.r ve c /..o s i. 3: ime o s ο pc a íf} 11 e r 111 v asoo o t e a o s d rm 31 a. v a. SCopuLolO do VcltCi Jo P arameéros podo .sor determ! tecíra a partir da seqsíroe sqoaç âo, ps-d . n'tó:})' í3- vp Vp fd 'd; - ?xíp px?-õ op oorreop r/nde a. o r e -o t o ? d e e r r o ao o o c í a ti o ò ixmrooac c e v c a i a η ο à o o i τ e c c (0X0? d e i 1. η i d a ρ o rMeroíxarcoa in the Journal of Appl. The title of the article is given in J. Gregory, et al., quot; In the first case, the initial phase of the first experiment of the covpjun (sixty-four), parameter (s) For example, in the case of bridge 2, see Table 1, you will find the following examples: '' '' '' '' '' '' '' '' '' '"' '' '' '' '' '' '' ' .................... - - - - - - - - - - - - - - - - - the r is -o t o? d e e r r o o o o c o u t o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o o

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AjHp' f oifir /ir/a m :% Λ X ·&gt; or.de fo a xxmrrio jacobiama d:; r Liteiras ítirivaias d x,i to: i a i. o; de a: x e q axorresponde a cm coeficiente adaptar; i oo cujo comportamento é determinado peio a rcp.u. .L co? descrito mi rabeio 2 e que pode ser igualrnente enoorbxrade no artigo ante (dormente te ferido, publicado por D. W. Marquardt. 0 algoritmo iterativo descrito na tabela 2 implica ainda a determinação dum coeficiente de linearidade que corresponde a. 1$. Ρ ρ., ·-- Ο, 25. η , -·· υ. 7::&gt;; 5 i; k, - 2; k: ·~ J irf.K:ã&gt;' i) dceednar ,c't ji/. d'’ !? o 2 p, &lt; q. · 3 - q V P.· &gt; t., : ξ = 3 /5. P&lt;, ;- ter: t;-C ...;V deKrrmme J'&quot; . 6'' fu 4 d t : í; V - A,. 3 = 3,..; N -· c, ' 3 =32 0 a. &gt; P : v ‘ — tf e r í ç. ; í ί: 'AjHp 'f oifir / ir / a m:% Λ X ·> or.de fo to xxmrrio jacobiama d :; r. i. i. i. i. O; of a: x and q axorresponde a cm coefficient adapt; whose behavior is determined by rcp.u. . The algorithm described in Table 2 also implies the determination of a linearity coefficient corresponding to 1 $. Ρ ρ., Ρ..................................... - Ο Ο Ο,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,. d ''!? or 2p, &lt; q. · 3 - q V P · · gt; t.,: ξ = 3/5. P &lt;,; ter: t; -C?; V of Krrmme J '&quot; . 6 &quot; GO,. 3 = 3, ...; N = 32, 32 = a. &gt; P: v '- tf and r ç. ; i

5V Ρ^Ρ' ί^-ε'Ρ· ξ'ΙΚΊ ϋ i ί,η to jarcco -5 = ν .: 5 crc 5 i. vo é definido ρ:1ο critério cio oonvegênci a e '.ípiccinente seo.á sirtai7ej.ee.ido por re erro tufai ftioocr que Uu·. iietercdoodo limiar oe por em rrrmerc máximo ca; 1 troo: o der . No rr.étodo que tonei se preconira sãc uti I icacos o: 5, reroj. oonoo o o Iqoriiívt que veio o primeira coroo çáo '‘do: rõo: :i d a. 3-s valores o utilizar oâo ferirão tíc re oroo: éicaí.dC; nos taotrém e e s seu ciooL ecoo:; e oc dasea;penho do sistema de processamento de scol argitcl ;DSP) no qual seja implementado., ò. ficara 3 apresenta a continuo eiecLiocaraiograrua relativo a ura período extraído de uma pessoa norir.a.1 . A tracejado representada a plataforma de identificação. {linha} o segmentado, {linha) está5V Ρ ^ ^ ^ ^ ^ ΙΚΊ ΙΚΊ ΙΚΊ ϋ ϋ ϋ,,,,,,,,,,,,,,,,,,,,,,,,,,. is defined as the criterion of convexity and is preferably served by a phonological error. i.e. the threshold and the maximum limit; 1 troo: o der. In the method given thereto, it will be appreciated that: or the one who received the first draft of the report. The values used will not be affected. we are in the same state and its eco- and the method of processing the scrap processing system (DSP) in which it is implemented. section 3 presents the continuous periodic study of a period drawn from a person in the North. The dash represents the identification platform. {row} the targeted, {row) is

Na fiqura 4 está representado o resultado após o processo iterativo de convergência, A sobreposição é perfeita estancio a:.·.; faatvae pr apc ai laacdeaerte cies.;. ocaaaa na eaacaccai p a-ar a ases ídíaii obseaa-acão da? porTaeaore a . q fic-u.ró 5 caarcaarita a a?,ui con.tani.ac (iirina) o eòec:: rcnai diapraío? da no per .iodo extraído de irca aesraa durando un dloqinaio da raiao írdaudce Branca; tioar) , á\ fiqura d ípnoenu a renal taci o cio processo rteraeiTO cie convcrc(ê;ai.a. a aobrapasrpaa e pern; ata. estarao as curvas orocac a 1 a da reata; deciocadas aa aertuicai para icaas t.aai,i. a a a è a: v o. c; o o aa na* are a o r ^ a fjiia.ara t re,:;a;aaaaeba uai aasfied· cua 6 pu motos ae acrmuarae cardíaca e c fiqura 3 apresenta o racaitado apos a seqfaauaatão a a rdent c fica ção autcoiác; ica deacrica cerre líiacodo ..In figure 4 the result is represented after the iterative process of convergence, The overlap is perfect stationary at: · ·; faatvae pr apc ai laacdeaerte cies.;. ocaaaa na eaacaccai p a-ar a ases ídíaii obseaa-acao da? by Taeaore a. 5-carboxylic acid is used in the preparation of a compound of formula (I) or a pharmaceutically acceptable salt thereof. from the period of time taken from the region to the end of a period of rainfall. The results of the present study are summarized in Table 1. The results are shown in Table 1. Table 1 shows the results of the results obtained in the literature, The first step is to follow the procedure described in the following sections: a) Aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa rdent c ance of the automo icatio n of the c a ctio n ..

Li3boa/ 06 de Mar-ço de 2 00 6 uGood afternoon / March 6, 2 00 6 u

Claims (1)

REIVINDICAÇÕES Novo modelo cie representação do sinal de um electrocardiograma (ECG), caracterizado por identificar e descrever automaticamente, com. redução da dimensão do espaço representativo, os complexos de ura ECG recorrendo a 6 gaussxanas general!zac 10. s, Novo modele 5 de representação do sinal de um ECG, de acordo com a reivindicação 1. caracterizado por descrever c :ada um dos complexos do período cardíaco utilizando uma gaussiana generalizada, definida por 4 parâmetros. Novo modelo de representação do sinal de um ECG, de acordo com as reivindicações 1 e 2, caracterizado por utilizar 24 parâmetros para. descrever um per iodo de sinal cardíaco. Novo modelo de representação do sinal de um. ECG, de acordo com as reivindicações anteriores caracterizado por se realizar em 4 etapas: 4,a. Identificação e segmentação dos períodos que compõem o registo contínuo de electrocardíograma; i.t. Aplicação do modelo a cada um dos períodos que compõem o registo contínuo do electroardiograma; 4.c. Adaptação por escalamento, contração ou dilatação, do modelo a cada um dos períodos que compõem o registo contínuo do electroardiograma; 4.c. Determinação dos 24 parâmetros específicos de cada um dos modelos aplicados aos períodos que compõem o registo continuo do electroardiograma. 1 Novo modelo de representação de acordo com as reivindicações anteriores caracterizado por optímizar o espaço de identificação em sistemas cie reconhecimento de padrões, 6 Novo modelo de representação de acordo com as reivindicações anteriores caracterizado por ser adaotável numa- qualquer configuração de posicionamento dos eléctrodcs, de entre as habitualmente utilizadas para a aquisição do e1e c t r o cardi ogra ma, 7 Novo modelo de representação de acordo corri as reivindicações anteriores caracterizado por o sinal obtido ser uma representação compacta do período cardíaco adquirido pela máquina de ECG sobre a forma de amostras, 9 Novo rnodelo de representação de acordo com as reivindicações anteriores caracterizado pela obtenção de uma representação filtrada do sinal oriqinal, Lisboa, OS de Março de 2006, 2A new electrocardiogram (ECG) signal representation pattern, characterized by automatically identifying and describing, with. The ECG complexes according to claim 1, characterized in that it comprises one of the complexes of an ECG, of the cardiac period using a generalized Gaussian, defined by 4 parameters. A new model for representing the signal of an ECG according to claims 1 and 2, characterized in that it uses 24 parameters for. describe a cardiac signal period. New model of signal representation of a. ECG, according to the preceding claims, characterized in that it is carried out in 4 steps: 4, a. Identification and segmentation of the periods that make up the continuous electrocardiogram recording; i.t. Application of the model to each of the periods that make up the continuous recording of the electrocardiogram; 4.c. Adaptation by scaling, contraction or dilatation of the model to each of the periods that make up the continuous recording of the electrocardiogram; 4.c. Determination of the 24 specific parameters of each of the models applied to the periods that compose the continuous recording of the electrocardiogram. A novel representation model according to the previous claims, characterized in that the identification space in pattern recognition systems is optimized. A novel representation model according to the preceding claims, characterized in that it is suitable in any positioning configuration of the electrodes, among those commonly used for the acquisition of cardiac cardiopulmonary bypass, in accordance with the previous claims, characterized in that the obtained signal is a compact representation of the cardiac period acquired by the ECG machine on the form of samples, The representation method according to the preceding claims characterized by obtaining a filtered representation of the original signal, Lisboa, OS, March 2006, 2
PT10344806A 2006-03-10 2006-03-10 NEW MODEL OF TEMPORARY REPRESENTATION OF THE SIGN OF AN ELECTROCARDIOGRAM TRACING 6 GENERALIZED GAUSSIANS PT103448B (en)

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