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1.
Opt Express ; 22(19): 23121-8, 2014 Sep 22.
Artículo en Inglés | MEDLINE | ID: mdl-25321782

RESUMEN

We present results from the first field-trial of a quantum-secured DWDM transmission system, in which quantum key distribution (QKD) is combined with 4 × 10 Gb/s encrypted data and transmitted simultaneously over 26 km of field installed fiber. QKD is used to frequently refresh the key for AES-256 encryption of the 10 Gb/s data traffic. Scalability to over 40 DWDM channels is analyzed.


Asunto(s)
Seguridad Computacional/instrumentación , Diseño Asistido por Computadora , Tecnología de Fibra Óptica/instrumentación , Procesamiento de Señales Asistido por Computador/instrumentación , Telecomunicaciones/instrumentación , Diseño de Equipo
2.
Int J Dev Neurosci ; 31(3): 157-64, 2013 May.
Artículo en Inglés | MEDLINE | ID: mdl-23305916

RESUMEN

The transition from mild sedation to deep anaesthesia is marked by the phenomenon of burst suppression (BS). FDG-PET studies show that the cerebral metabolic rate for glucose (CMRglc) declines dramatically with onset of BS in the adult brain. Global CMRglc increases substantially in the post-natal period and achieves its maximum in preadolescence. However, the impact of post-natal brain development on the vulnerability of CMRglc to the onset of BS has not been documented. Therefore, cerebral blood flow and metabolism were measured using a variant of the Kety-Schmidt method, in conjunction with quantitative regional estimation of brain glucose uptake by FDG-PET in groups of neonate and juvenile pigs, under a condition of light sedation or after induction of deep anaesthesia with thiopental. Quantification of simultaneous ECoG recordings was used to establish the correlation between anaesthesia-related changes in brain electrical activity and the observed cerebrometabolic changes. In the condition of light sedation the magnitude of CMRglc was approximately 20% higher in the older pigs, with the greatest developmental increase evident in the cerebral cortex and basal ganglia (P<0.05). Onset of BS was associated with 20-40% declines in CMRglc. Subtraction of the mean parametric maps for CMRglc showed the absolute reductions in CMRglc evoked by thiopental anaesthesia to be two-fold greater in the pre-adolescent pigs than in the neonates (P<0.05). Thus, the lesser suppression of brain energy demand of neonate brain during deep anaesthesia represents a reduced part of thiopental suppressing brain metabolism in neonates.


Asunto(s)
Anestésicos Intravenosos/farmacología , Encéfalo/metabolismo , Circulación Cerebrovascular/efectos de los fármacos , Glucosa/metabolismo , Tiopental/farmacología , Animales , Animales Recién Nacidos , Encéfalo/diagnóstico por imagen , Encéfalo/efectos de los fármacos , Mapeo Encefálico , Circulación Cerebrovascular/fisiología , Cintigrafía , Porcinos
3.
Biomed Tech (Berl) ; 57(6): 491-505, 2012 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-23183723

RESUMEN

A processing scheme for the investigation of neonatal electroencephalographic burst oscillations that is composed of time-variant methods for linear and nonlinear phase analysis is introduced. Starting from a time-frequency analysis of oscillations' amplitudes, time-variant approaches for quantification of phase locking, n:m phase synchronization, and quadratic phase coupling are applied. Tracé discontinue patterns from premature newborns and tracé alternant patterns from full-term newborns were investigated using bipolar EEG recordings. Maturation-related differences between the burst generation mechanisms can be shown, which are reflected in group-specific patterns of augmentation, timing, and grouping of time-varying phase characteristics of the EEG burst oscillations. We demonstrate for both groups (premature and full-term newborns) that phase-locked low-frequency oscillations are pronounced in the frequency range of 0.5-1.5 Hz. Phase-locked oscillations also occur in a frequency range of >3 Hz. The amplitude of a phase-locked 2-Hz oscillation is higher in full-term than in premature newborns. After onset, n:m synchronization and an increase in bicoherence occur earlier in the premature group (between 0.5-1.5 Hz and 3.0-6.0 Hz). It can be suggested that during the maturation process, the driving force of thalamic structures decreases and that cortical activity plays an increasingly important role in the process of burst generation.


Asunto(s)
Algoritmos , Relojes Biológicos/fisiología , Encéfalo/fisiología , Diagnóstico por Computador/métodos , Electroencefalografía/métodos , Oscilometría/métodos , Polisomnografía/métodos , Humanos , Recién Nacido , Recien Nacido Prematuro , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
4.
Intensive Care Med ; 38(7): 1205-14, 2012 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-22576279

RESUMEN

PURPOSE: There is compelling evidence that interference of various anesthetics with synaptic functions and stress-provoking procedures during critical periods of brain maturation results in increased neuroapoptotic cell death. The hypothesis is that adverse intrauterine environmental conditions leading to intrauterine growth restriction (IUGR) with altered brain development may result in enhanced susceptibility to developmental anesthetic neurotoxicity. METHODS: This was a prospective, randomized, blinded animal study performed in a university laboratory involving 20 normal-weight (NW) and 19 IUGR newborn piglets. General inhalation anesthesia with isoflurane and nitrous oxide at clinically comparable dosages were administered for about 10 h. Surgical and monitoring procedures were accompanied by appropriate stage of general anesthesia. Resulting effects on developmental anesthetic and stress-induced neurotoxicity were assessed by estimation of apoptotic rates in untreated piglets and piglets after 10-h general anesthesia with MAC 1.0 isoflurane in 70 % nitrous oxide and 30 % oxygen. RESULTS: IUGR piglets exposed to different levels of isoflurane inhalation exhibited a significant increased apoptosis rate (TUNEL-positive neuronal cells) compared to NW animals of similar condition (P < 0.05). Cardiovascular and metabolic monitorings revealed similar effects of general anesthesia together with similar effects on brain electrical activity and broadly a similar dose-dependent gradual restriction in brain oxidative metabolism in NW and IUGR piglets. CONCLUSIONS: There is no indication that the increased rate in neuroapoptosis in IUGR piglets is confounded by additional adverse systemic or organ-specific impairments resulting from administered mixed inhalation anesthesia. Developmental anesthetic and stress-induced neuroapoptosis presumably originated in response to fetal adaptations to adverse conditions during prenatal life and should be considered in clinical interventions on infants having suffered from fetal growth restriction.


Asunto(s)
Apoptosis/efectos de los fármacos , Encéfalo/efectos de los fármacos , Retardo del Crecimiento Fetal/fisiopatología , Isoflurano/toxicidad , Óxido Nitroso/toxicidad , Análisis de Varianza , Anestésicos por Inhalación/toxicidad , Animales , Animales Recién Nacidos/fisiología , Encéfalo/crecimiento & desarrollo , Modelos Animales de Enfermedad , Isoflurano/administración & dosificación , Neuronas/efectos de los fármacos , Óxido Nitroso/administración & dosificación , Estudios Prospectivos , Estrés Fisiológico/efectos de los fármacos , Porcinos , Transmisión Sináptica/efectos de los fármacos
5.
Biomed Eng Online ; 10: 88, 2011 Oct 03.
Artículo en Inglés | MEDLINE | ID: mdl-21967770

RESUMEN

BACKGROUND: Newborn mammals suffering from moderate hypoxia during or after birth are able to compensate a transitory lack of oxygen by adapting their vital functions. Exposure to hypoxia leads to an increase in the sympathetic tone causing cardio-respiratory response, peripheral vasoconstriction and vasodilatation in privileged organs like the heart and brain. However, there is only limited information available about the time and intensity changes of the underlying complex processes controlled by the autonomic nervous system. METHODS: In this study an animal model involving seven piglets was used to examine an induced state of circulatory redistribution caused by moderate oxygen deficit. In addition to the main focus on the complex dynamics occurring during sustained normocapnic hypoxia, the development of autonomic regulation after induced reoxygenation had been analysed. For this purpose, we first introduced a new algorithm to prove stationary conditions in short-term time series. Then we investigated a multitude of indices from heart rate and blood pressure variability and from bivariate interactions, also analysing respiration signals, to quantify the complexity of vegetative oscillations influenced by hypoxia. RESULTS: The results demonstrated that normocapnic hypoxia causes an initial increase in cardiovascular complexity and variability, which decreases during moderate hypoxia lasting one hour (p < 0.004). After reoxygenation, cardiovascular complexity parameters returned to pre-hypoxic values (p < 0.003), however not respiratory-related complexity parameters. CONCLUSIONS: In conclusion, indices from linear and nonlinear dynamics reflect considerable temporal changes of complexity in autonomous cardio-respiratory regulation due to normocapnic hypoxia shortly after birth. These findings might be suitable for non-invasive clinical monitoring of hypoxia-induced changes of autonomic regulation in newborn humans.


Asunto(s)
Hipoxia/fisiopatología , Dinámicas no Lineales , Algoritmos , Animales , Animales Recién Nacidos , Sistema Nervioso Autónomo , Presión Sanguínea , Encéfalo/fisiopatología , Electrocardiografía , Corazón/fisiopatología , Frecuencia Cardíaca , Modelos Animales , Modelos Biológicos , Oxígeno/metabolismo , Respiración , Porcinos
6.
Intensive Care Med ; 36(6): 1067-75, 2010 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-20232040

RESUMEN

OBJECTIVE: There is still a lack of knowledge on the age-dependent relation between a reduction in cerebral perfusion pressure (CPP) and compromised brain perfusion leading to excessive transmitter release and brain damage cascades. The hypothesis is that an age-dependent lower threshold of cerebral blood flow (CBF) autoregulation determines the amount and time course of transmitter accumulation. DESIGN AND SETTING: This was a prospective randomized, blinded animal study performed in a university laboratory involving eight newborn and 11 juvenile anesthetized pigs. INTERVENTION: Striatal dopamine, glutamate, glucose, and lactate were monitored by microdialysis. For CPP manipulation, the cisterna magna was infused with artificial cerebrospinal fluid to control intracranial pressure at the maintained arterial blood pressure (stepwise CPP decrease in 15-min stages to 50, 40, 30, and finally 0 mmHg). MEASUREMENTS AND MAIN RESULTS: Juvenile pigs showed a gradual decrease in CBF between 50 mmHg CPP (CPP-50) and 30 mmHg CPP (CPP-30), but a significant CBF reduction did not occur in newborn piglets until CPP-30 (P < 0.05). At CPP-30, brain oxidative metabolism was reduced only in juveniles, concomitantly with elevations in dopamine and glutamate levels (P < 0.05). In contrast, newborn piglets exhibited a delayed and blunted accumulated of transmitters and metabolites (P < 0.05). CONCLUSIONS: The lower limit of CBF autoregulation was associated with modifications in neurochemical parameters that clearly occurred before brain oxidative metabolism was compromised. Early indicators for mild to moderate hypoperfusion are elevated levels of lactate and dopamine, but elevated levels of glutamate appear to be an indicator of brain ischemia. The shift to the left of the lower autoregulatory threshold is mainly responsible for the postponed neurochemical response to decrements in the CPP in the immature brain.


Asunto(s)
Química Encefálica/fisiología , Circulación Cerebrovascular/fisiología , Presión Intracraneal/fisiología , Receptores de Neurotransmisores/metabolismo , Porcinos , Factores de Edad , Animales , Animales Recién Nacidos , Presión Sanguínea , Cuerpo Estriado/metabolismo , Femenino , Microdiálisis , Estudios Prospectivos , Distribución Aleatoria
7.
Clin Neurophysiol ; 118(9): 1969-79, 2007 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-17604691

RESUMEN

OBJECTIVE: Reticulothalamocortical (RTC) and cortico-cortical (CC) communications underlie multiple fundamental neurophysiological processes. Detecting changes in RTC versus CC communication from the EEG alone remains an unsolved problem. RTC communication shows complex (linear and nonlinear) properties in EEG. Aiming to detect changes in complexity of RTC communication from EEG, we applied a novel concept to analyze the complexity of information flow in RTC communication on different time scales of neuronal oscillations with mutual information function (MIF). METHODS: We studied information flow in RTC and CC communication in a previously established model of moderate and deep propofol/fentanyl anesthesia in six juvenile pigs. We recorded the electrothalamogram (EThG) of the reticular thalamic nucleus (RTN) and the electrocorticogram (ECoG) of five ipsilateral regions and characterized their linear (spectral power, coherence) and complexity (MIF) properties. RESULTS: During deep anesthesia, ECoG complexity over the temporoparietal region decreased on the time scale of beta frequency band. The spectral power in the beta frequency band decreased over others, but not over the temporoparietal region. Coherence decreased predominantly in the alpha band in both CC and RTC communication while information flow complexity decreased specifically in RTC, but not in CC, communication, suggesting higher information flow in RTC communication during deep anesthesia. CONCLUSIONS: Information flow complexity changes in ECoG specifically reflect changes in RTC communication. SIGNIFICANCE: RTC communication can be quantified from cerebrocortical activity alone by assessing information flow complexity of CC communication.


Asunto(s)
Corteza Cerebral/fisiología , Electroencefalografía , Núcleos Talámicos Intralaminares/fisiología , Ritmo alfa , Anestesia , Animales , Ritmo beta , Femenino , Vías Nerviosas/fisiología , Lóbulo Parietal/fisiología , Porcinos , Lóbulo Temporal/fisiología
8.
IEEE Trans Biomed Eng ; 53(10): 1872-82, 2006 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-17019850

RESUMEN

We propose a number of electric source models that are spatially distributed on an unknown surface for biomagnetism. These can be useful to model, e.g., patches of electrical activity on the cortex. We use a realistic head (or another organ) model and discuss the special case of a spherical head model with radial sensors resulting in more efficient computations of the estimates for magnetoencephalography. We derive forward solutions, maximum likelihood (ML) estimates, and Cramér-Rao bound (CRB) expressions for the unknown source parameters. A model selection method is applied to decide on the most appropriate model. We also present numerical examples to compare the performances and computational costs of the different models and illustrate when it is possible to distinguish between surface and focal sources or line sources. Finally, we apply our methods to real biomagnetic data of phantom human torso and demonstrate the applicability of them.


Asunto(s)
Potenciales de Acción/fisiología , Mapeo Encefálico/métodos , Encéfalo/fisiología , Magnetismo , Magnetoencefalografía/métodos , Modelos Neurológicos , Red Nerviosa/fisiología , Simulación por Computador , Diagnóstico por Computador/métodos , Humanos
9.
IEEE Trans Biomed Eng ; 53(9): 1841-50, 2006 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-16941840

RESUMEN

The aim of our work was to quantify the influence of white matter anisotropic conductivity information on electroencephalography (EEG) source reconstruction. We performed this quantification in a rabbit head using both simulations and source localization based on invasive measurements. In vivo anisotropic (tensorial) conductivity information was obtained from magnetic resonance diffusion tensor imaging and included into a high-resolution finite-element model. When neglecting anisotropy in the simulations, we found a shift in source location of up to 1.3 mm with a mean value of 0.3 mm. The averaged orientational deviation was 10 degree and the mean magnitude error of the dipole was 29%. Source localization of the first cortical components after median and tibial nerve stimulation resulted in anatomically verified dipole positions with no significant anisotropy effect. Our results indicate that the expected average source localization error due to anisotropic white matter conductivity is within the principal accuracy limits of current inverse procedures. However, larger localization errors might occur in certain cases. In contrast, dipole orientation and dipole strength are influenced significantly by the anisotropy. We conclude that the inclusion of tissue anisotropy information improves source estimation procedures.


Asunto(s)
Mapeo Encefálico/métodos , Encéfalo/fisiología , Diagnóstico por Computador/métodos , Electroencefalografía/métodos , Potenciales Evocados/fisiología , Modelos Neurológicos , Algoritmos , Animales , Anisotropía , Artefactos , Simulación por Computador , Conductividad Eléctrica , Conejos
10.
J Neurosci Methods ; 157(1): 168-77, 2006 Oct 15.
Artículo en Inglés | MEDLINE | ID: mdl-16737739

RESUMEN

The quantification of transient quadratic phase couplings (QPC) by means of time-variant bispectral analysis is a useful approach to explain several interrelations between signal components. A generalized recursive estimation approach for 3rd-order time-frequency distributions (3rd-order TFD) is introduced. Based on 3rd-order TFD, time-variant estimations of biamplitude (BA), bicoherence (BC) and phase bicoherence (PBC) can be derived. Different smoothing windows and local moment functions for an optimization of the estimation properties are investigated and compared. The methods are applied to signal simulations and EEG signals, and it can be shown that the new time-variant bispectral analysis results in a reliable quantification of QPC in the tracé alternant EEG of healthy neonates.


Asunto(s)
Encéfalo/fisiología , Electroencefalografía , Procesamiento de Señales Asistido por Computador , Algoritmos , Mapeo Encefálico , Humanos , Recién Nacido , Dinámicas no Lineales , Análisis Espectral , Factores de Tiempo
11.
Acta Neurobiol Exp (Wars) ; 66(1): 43-54, 2006.
Artículo en Inglés | MEDLINE | ID: mdl-16617676

RESUMEN

Few reports exist on complex functions of pig's central nervous system. A direct access to thalamic structures enables a deeper understanding of neuronal networks. Here we present an easy to implement stereotactic approach to reach both reticular and dorsolateral thalamic nuclei (RTN and LD). In thirteen pigs (7 weeks old) the correct electrode position was confirmed for 22 out of 26 thalamic electrodes (RTN: A+2, L9, V24 and LD: A-2, L5, V20, with bregma A 0, L 0). Quantitative effects of isoflurane/nitrous oxide (State 1) and fentanyl sedation (State 2) were determined by brain hemodynamics and metabolism. Neurophysiologic features were performed by spectral power, coherence and SEP analysis. Brain blood flow (by 21 +/- 13%) and oxidative brain metabolism (CMRO, by 26 +/- 12%, CMRGlucose by 26 +/- 22%) were markedly reduced during State 1 (P<0.05). Regional thalamic blood flow exhibited similar alterations, but side-differences did not occur. State 1 induced quite similar brain activity in cortical as well as thalamic regions investigated. During State 2 electrocortical activity of low frequency ranges was markedly reduced, whereas spectral band power of high frequency ranges was additionally decreased in RTN (P<0.05). Thus, we used a convenient approach for targeted deep electrode implementation and characterized electrophysiological features in RTN and LD.


Asunto(s)
Electrofisiología/métodos , Núcleos Talámicos Intralaminares/fisiología , Núcleos Talámicos Laterales/fisiología , Técnicas Estereotáxicas , Anestésicos/farmacología , Animales , Mapeo Encefálico , Estimulación Eléctrica , Electroencefalografía , Femenino , Núcleos Talámicos Intralaminares/efectos de los fármacos , Núcleos Talámicos Laterales/efectos de los fármacos , Flujo Sanguíneo Regional/fisiología , Análisis Espectral/métodos , Porcinos
12.
Clin Neurophysiol ; 116(5): 1141-52, 2005 May.
Artículo en Inglés | MEDLINE | ID: mdl-15826855

RESUMEN

OBJECTIVE: Interpretation of Electroencephalography (EEG) signals from newborns is in some cases difficult because the fontanels and open sutures produce inhomogeneity in skull conductivity. We experimentally determined how EEG is influenced by a hole mimicking the anterior fontanel since distortion of EEG signals is important in neurological examinations during the perinatal period. METHODS: Experiments were carried out on 10 anesthetized farm swine. The fontanel was mimicked by a hole (12 x 12 mm) in the skull. The hole was filled with 3 types of medium differing in conductivity (air, 0 S/m; sucrose-agar, 0.017 S/m; saline-agar, 1.28 S/m). Three positions of the snout were stimulated with a concentric bipolar electrode to activate cortical areas near the middle, the edge, and the outside of the hole. The somatic-evoked potential (SEP) was recorded by a 4 x 4 electrode array with a 4mm grid spacing. It was placed on the 4 quadrants of a 28 x 28 mm measurement area on a saline-soaked filter paper over the skull, which served as artificial scalp. RESULTS: The SEP over the hole was clearly stronger when the hole was filled with sucrose- or saline-agar as compared to air, although paradoxically the leakage current was stronger for the sucrose- than saline-agar. The current leaking from the hole was strongly related to position of the active tissue. It was nearly negligible for sources 6-10 mm away from the border of the hole. The distortion was different for 3 components of the SEP elicited by each stimulus, probably indicating effects of source distance relative to the hole. CONCLUSIONS: EEG is strongly distorted by the presence of a hole/fontanel with the distortion specifically dependent on both conductivity of the hole and source location. SIGNIFICANCE: The distortion of the EEG is in contrast to the lack of distortion of magnetoencephalography (MEG) signals shown by previous studies. In studying brain development with EEG, the infant's head and sources should be modeled accurately in order to relate the signals to the underlying activity. MEG may be particularly advantageous over EEG for studying brain functions in infants since it is relatively insensitive to skull defects.


Asunto(s)
Artefactos , Encéfalo/fisiología , Conductividad Eléctrica , Electroencefalografía , Cráneo/anatomía & histología , Animales , Potenciales Evocados Somatosensoriales , Humanos , Recién Nacido , Magnetoencefalografía , Porcinos
13.
Brain Res ; 1028(1): 83-91, 2004 Nov 26.
Artículo en Inglés | MEDLINE | ID: mdl-15518645

RESUMEN

Spreading depression (SD) propagates in cortical regions that are different in their morphological and functional characteristics. We tested whether the propagation pattern of spreading depression was different between parts of the cortex. In six adult rats, we recorded the ECoG by a 4 x 4 electrode array that covered parts of the frontal, parietal cortex and the cingulate cortex. Simultaneously a 16-channel magnetoencephalogram was recorded to characterize the development and direction of intracortical ion movements accompanying this phenomenon. Spreading depression was initiated by occipital application of 0.3 molar KCl solution. Depolarization was observed, at first, at lateral cortical regions and then at medial cortical regions. Thereafter, the propagation velocity increased in medial cortical regions and was faster than in lateral regions. Negative potential shifts were detected by all electrodes, but the depolarization reached a maximum over lateral and caudal cortical regions. The recorded magnetic fields indicated the same orientation of currents underlying these fields, which was perpendicular to the wave front and points away from the depolarization region. Overall, the data indicated that propagation patterns of spreading depression differed between parts of the cortex and, thus, propagation was inhomogeneous. This propagation was accompanied by strong currents parallel to the cortical surface.


Asunto(s)
Mapeo Encefálico , Depresión de Propagación Cortical/fisiología , Lóbulo Frontal/fisiología , Giro del Cíngulo/fisiología , Potenciales de la Membrana/fisiología , Lóbulo Parietal/fisiología , Animales , Corteza Cerebral/efectos de los fármacos , Corteza Cerebral/fisiología , Depresión de Propagación Cortical/efectos de los fármacos , Electroencefalografía , Lóbulo Frontal/efectos de los fármacos , Giro del Cíngulo/efectos de los fármacos , Magnetoencefalografía , Potenciales de la Membrana/efectos de los fármacos , Lóbulo Parietal/efectos de los fármacos , Potasio/farmacología , Ratas
14.
Neurosci Lett ; 369(3): 179-82, 2004 Oct 21.
Artículo en Inglés | MEDLINE | ID: mdl-15464260

RESUMEN

The time-variant quadratic phase coupling (QPC) in trace alternant (TA) EEG patterns in healthy full-term neonates (quiet sleep) was investigated by means of time-variant bispectral analysis. The frequency plain 1-1.5 Hz <=> 3.5-4.5 Hz was used as the region-of-interest. QPC rhythms with a frequency of approximately 0.1 Hz were found in all neonates (n = 6). It can be demonstrated that the QPC rhythm of the TA is generated by a pattern-spanning time-variant phase-locking process characterising early functional interactions in the immature brain.


Asunto(s)
Encéfalo/fisiología , Electroencefalografía/métodos , Periodicidad , Mapeo Encefálico , Femenino , Humanos , Lactante , Masculino , Procesamiento de Señales Asistido por Computador/instrumentación , Factores de Tiempo
15.
Neural Netw ; 10(6): 1153-1163, 1997 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-12662508

RESUMEN

In this study, a proposition of simultaneous training of the neural network (multilayer perceptron) and adaptive preprocessing unit is presented. This cooperation enables the network to affect the preprocessing and as a consequence to vary the locations of pattern vectors in a feature space. Thus, during the learning process the network tries to find a good separation of classes of patterns, which results in convergence of the whole learning process. The strategy was developed in order to make efficient EEG monitoring in neonates possible. A comparison of the method presented herein with the known learning strategies for neural networks shows the need for using it as an alternative learning process. The convergence of the whole system is also discussed. Copyright 1997 Elsevier Science Ltd.

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