Man

Néstor Néstor Becerra Becerra Yoma

Full Professor

Universidad de Chile

Santiago, Chile

Líneas de Investigación


Artificial Intelligence; Signal Processing; Human-Robot Interaction.

Educación

  •  Electrical Engineering, UNIVERSITY OF EDINBURGH. Reino Unido, 1998
  •  Electrónica y Comunicaciones, UNIVERSIDADE ESTADUAL DE CAMPINAS. Brasil, 1993
  •  Ingeniero Electricista, UNIVERSIDADE ESTADUAL DE CAMPINAS. Chile, 1986

Experiencia Académica

  •   Profesor Titular Full Time

    UNIVERSIDAD DE CHILE

    FCFM

    Santiago, Chile

    2000 - At present

  •   Visiting Professor Other

    CARNEGIE MELLON UNIVERSITY

    Pittsburgh, Estados Unidos

    2016 - 2017

Experiencia Profesional

  •   Profesor Full Time

    Universidad de Chile

    Santiago, Chile

    2000 - At present

  •   Visiting professor Full Time

    Carnegie Mellon University

    Pittsburgh, Estados Unidos

    2016 - 2017

Formación de Capital Humano


Rodrigo Mahu, MSc in Electrical Engineering, U. de Chile, since 2018 (current student).

Alejandro Diaz, MSc in Electrical Engineering, U. de Chile, since 2018 (current student).

Sohail Masood Bhatti, Postdoctoral researcher, Electrical En-gineering Department, U. de Chile, from March to November 2015.

Muhammad Salman Khan, Postdoctoral researcher, Electrical Engineering Department, U. de Chile, from January 2014 to November 2015.

Walid Gad Barakat Hussein, Postdoctoral researcher, Electrical Engineering Department, U. de Chile, from January to June 2014.

José Novoa, PhD in Electrical Engineering, U. de Chile, from 2014 to 2018.

Josué Fredes, MSc in Electrical Engineering, U. de Chile, from 2016 to 2018.

Victor Poblete, PhD in Electrical Engineering, U. de Chile, graduated in July 2014.

Victor Poblete, PhD Electrical Engineering, U. de Chile, from 2010 to 2014.

Juan Pablo Arias, PhD in Electrical Engineering, U. de Chile, graduated in January 2013.

Leopoldo Benavides Berríos, BSc and MSc in Electrical Engi-neering, U. de Chile, from 2009 to 2012.

Claudio Garretón Vender, PhD in Electrical Engineering, U. de Chile, graduated in May 2011.

Juan Pablo Arias, MSc in Electrical Engineering, U. de Chile, 2011.

Carlos Busso, PhD in Electrical Engineering, U. de Chile, graduated in 2010.

Carlos Antonio Molina Sánchez, PhD in Electrical Engineer-ing, U. de Chile, graduated in November 2010.

Fernando Huenupan Quiñan, PhD in Electrical Engineering, U. de Chile, graduated in April 2010.

Claudio Garretón Vender, BSc and MSc in Electrical Engineer-ing, U. de Chile, 2007.

Carlos Antonio Molina Sánchez, BSc and MSc in Electrical Engineering, U. de Chile, 2005.

Fernando Huenupan Quiñan, MSc in Electrical Engineering, U. de Chile, 2005.

Carlos Busso, BSc and MSc in Electrical Engineering, U. de Chile, 2003.

Tarciano Facco Pegoraro, MSc in Electrical Engineering, Uni-camp, Brazil, 2000.

Francisco Pires Neto, MSc in Electrical Engineering, Makenzie University, Brazil, 2000.


Difusión y Transferencia


ACTIVITIES REPORTED DURING THE FIRST CMRSP PROJECT
PI, Prof. Néstor Becerra Yoma
OBS- The PI participated in most of the activities but not in all of them

We started the IEEE Chile Chapter on SP. We launched a web page (http://www.ieeesps.cl), organized an IEEE SP DL tour (U.de Chile, UFRO and UACH), and a key note speaker talk at the regional conference IEEE Chilecon.

Several notes were showed in TV, or published in local newspapers, and in magazines and web sites at U.Chile, UFRO and USACH.

The UFRO team in collaboration with the PI of this project, and supported by the Anillo on SP, finished the Fondef Idea project “Plataforma de Procesamiento y Gestión de señales sísmicas para apoyar la identificación de eventos del volcán Llaima”. The idea of this project was to strengthen the research on volcanology and transfer expertise on signal processing to the Southern Andes Vulcano observatory (OVDAS, Observatorio Volcanológico de los Andes Sur).

The UFRO team in collaboration with the PI of this project, and supported by the Anillo on SP, was awarded a second Fondef Idea project to transfer the know-how obtained in the first project: “Implementación de un sistema de apoyo al monitoreo de la sismicidad del volcán Llaima”.

Several talks were given in “1000 científicos 1000 aulas”.

The following patent was presented in Chile for bubble size classification in the last day of December 2014: “Dispositivo y método para la clasificación del tamaño de burbujas en un líquido.”

A flotation column was built to enable the research group to explore the applicability of the technology protected by the patent in the mining industry (see letter from Case Cosulting). However, this technology is also applicable to other fields such as oil, food and medical industries.

Professor Millaray Curilem published an article in an internal UFRO magazine titled: “Ring Project supports the collaborative research for Signal Processing”. It was featured in a magazine entitled Extension Journal of theEngineering and Sciences Faculty at Universidad de La Frontera.

Professors Miguel Maldonado and Ismael Soto published an article in an electronic web journal at USACH: “Nuestra Universidad trabaja en pro de la cuprífera estatal mediante proyecto Anillos”, http://www.udesantiagoaldia.cl/content/nuestra-universidad-trabaja-en-pro-de-la-cuprifera-estatal-mediante-proyecto-anillos

The SP Anillo research team participated in the Explora-Conicyt Science and Technology Fair on October 6th and 7th, 2014. This project was the only current Anillo initiative to participate in this fair.

A web page was designed and a domain was created: http://www.cmrsp.cl.

A video about the center was recorded. It is available at the project web page and in vimeo.

Professor Ismael Soto presented two joint projects with the Chuquicamata copper mine: 1) Fondef: FIRST COMPETITION IN TWO STAGES 2014 IDeA and 2) CORFO LINE 2: APLIED R & D. In both cases the results will be available by December 2014.


Premios y Distinciones

  •   ISCA Distinguished Lecturer board member

    International Speech Communication Association

    Francia, 2013

    ISCA Distinguished Lecturer board member. 2013-curr.

  •   Technical Chair of the international workshop IEEE Latincom 2013

    IEEE Latincom 2013

    Chile, 2013

    Technical Chair of the international workshop IEEE Latincom 2013 in Santiago, Chile.

  •   Invited to attend the “ONR Cognitive Science and Human Robot Interaction Program Review”

    ONR Cognitive Science and Human Robot Interaction Pro-gram Review

    Estados Unidos, 2013

    Invited to attend the “ONR Cognitive Science and Human Robot Interaction Program Review”, Virginia, 25-28 June, 2013, as the only professor/researcher outside USA in the workshop.

  •   Area Coordinator for Speech Production and Enhancement at the Technical Program Committee of Interspeech 2012

    Interspeech 2012

    Chile, 2012

    Area Coordinator for Speech Production and Enhancement at the Technical Program Committee of Interspeech 2012, Port-land, USA. First Latin American researcher in this position.

  •   Associate Editor at IEEE Transactions on Audio, Speech and Language Processing

    IEEE

    Chile, 2009

    Associate Editor at IEEE Transactions on Audio, Speech and Language Processing. First Latin American researcher in this position. 2009-2011.

  •   Invited speaker at the V Jornadas de Tecnologías del Habla

    V Jornadas de Tecnologías del Habla

    España, 2008

    Invited speaker at the V Jornadas de Tecnologías del Habla, Bilbao, Spain. First Latin American researcher invited as a speaker at this workshop. 2008

  •   Co-founder and first president elected of the Iberian Language Interest Group of ISCA

    International Speech Communication Association

    Francia, 2007

    Co-founder and first president elected of the Iberian Language Interest Group of ISCA. 2007

  •   Part of Organization Committee for Interspeech 2007

    Interspeech 2007

    Portugal, 2005

    Part of Organization Committee for Interspeech 2007, Lisbon, Portugal. 2005

  •   Third place in national contest for patenting in Chile

    SERVICIOS Y GESTION TECNOLOGICA LTDA. NEOS

    Chile, 2005

    Third place in national contest for patenting in Chile. 2005

  •   Chair of sessions in Interspeech conferences

    Interspeech

    Portugal, 2004

    Chair of sessions in Interspeech conferences. 2004-2012

  •   CNPq-Brazil scholarship to pursue Ph.D.

    Conselho Nacional de Desenvolvimento Científico e Tecnológico

    Brasil, 1994

    CNPq-Brazil scholarship to pursue Ph.D. studies at the University of Edinburgh, UK. 1994-1998


 

Article (63)

An end-to-end DNN-HMM based system with duration modeling for robust earthquake detection
An HMM-DNN-Based System for the Detection and Classification of Low-Frequency Acoustic Signals from Baleen Whales, Earthquakes, and Air Guns off Chile
Automatic Detection of Dyspnea in Real Human-Robot Interaction Scenarios
Dyspnea Severity Assessment Based on Vocalization Behavior with Deep Learning on the Telephone
Respiratory distress estimation in human-robot interaction scenario
End-to-end LSTM based estimation of volcano event epicenter localization
End-to-End LSTM-Based Earthquake Magnitude Estimation With a Single Station
Enhancing the correlation between the quality and intelligibility objective metrics with the subjective scores by shallow feed forward neural network for time-frequency masking speech separation algorithms
Assessing the effect of visual servoing on the performance of linear microphone arrays in moving human-robot interaction scenarios
Automatic Speech Recognition for Indoor HRI Scenarios
Implantable Neuroamplifers for Electrocorticography Using Flexible and Biocompatible Technology
The Role of Speech Technology in User Perception and Context Acquisition in HRI
A Signal Processing Perspective of Monitoring Active Volcanoes
An unsupervised Hidden Markov Model-based system for the detection and classification of blue whale vocalizations off Chile
Uncertainty weighting and propagation in DNN-HMM-based speech recognition
Discovering New Worlds A review of signal processing methods for detecting exoplanets from astronomical radial velocity data
Electrode arrangements for continuous measurement of dispersion conductivity in lab flotation cells
Estimation of exoplanetary planet-to-star radius ratio with homomorphic processing
Locally Normalized Filter Banks Applied to Deep Neural-Network-Based Robust Speech Recognition
New planetary systems from the Calan-Hertfordshire Extrasolar Planet Search
Unsupervised Method for Correlated Noise Removal for Multi-wavelength Exoplanet Transit Observations
Automatic detection of volcano-seismic events by modeling state and event duration in hidden Markov models
Pattern recognition applied to seismic signals of Llaima volcano (Chile): An evaluation of station-dependent classifiers
Predicting bubble size and bubble rate data in water and in froth flotation-like slurry from computational fluid dynamics (CFD) by applying deep neural networks (DNN)
A perceptually-motivated low-complexity instantaneous linear channel normalization technique applied to speaker verification
On discriminating sizes of CFD generated bubbles with signal processing analysis
Optimizing flotation bank performance through froth depth profiling: Revisited
"Shape-Based Modeling Of The Fundamental Frequency Contour For Emotion Detection In Speech".
A novel ultrasound based technique for classifying gas bubble sizes in liquids
A novel ultrasound based technique for classifying gas bubble sizes in liquids
A novel ultrasound based technique for classifying gas bubble sizes in liquids
Improved signal detection algorithms for unevenly sampled data. Six signals in the radial velocity data for GJ876
Optimization of the parameters characterizing sigmoidal rate-level functions based on acoustic features
Pattern recognition applied to seismic signals of the Llaima volcano (Chile): An analysis of the events' features
Shape-based modeling of the fundamental frequency contour for emotion detection in speech
Shape-based modeling of the fundamental frequency contour for emotion detection in speech
Multicriteria-Based Computer-Aided Pronunciation Quality Evaluation of Sentences
On Reducing Harmonic and Sampling Distortion in Vocal Tract Length Normalization
Telephone Channel Compensation in Speaker Verification Using a Polynomial Approximation in the Log-Filter-Bank Energy Domain
Automatic intonation assessment for computer aided language learning
Channel Robust Feature Transformation Based on Filter-Bank Energy Filtering
Maximum Entropy-Based Reinforcement Learning Using a Confidence Measure in Speech Recognition for Telephone Speech
On-Line Linear Combination of Classifiers Based on Incremental Information in Speaker Verification
ASR based pronunciation evaluation with automatically generated competing vocabulary and classifier fusion
Confidence based multiple classifier fusion in speaker verification
Unsupervised intra-speaker variability compensation based on Gestalt and model adaptation in speaker verification with telephone speech
Estimating tonal prosodic discontinuities in Spanish using HMM
Feature-dependent compensation of coders in speech recognition
Hyperelliptic curves encryption combined with block codes for Gaussian channel
Modeling, estimating, and compensating low-bit rate coding distortion in speech recognition
Bayes-based confidence measure in speech recognition
Genetic programming-based voice activity detection
Packet-loss modelling in IP networks with state-duration constraints
A real-time protocol for the Internet based on the Least Mean Square algorithm
Compensating additive noise and CS-CELP distortion in speech recognition using stochastic weighted Viterbi algorithm
MAP speaker adaptation of state duration distributions for speech recognition
Robust speaker verification with state duration modeling
Speaker verification in noise using a stochastic version of the weighted Viterbi algorithm
On including temporal constraints in Viterbi alignment for speech recognition in noise
Improving performance of spectral subtraction in speech recognition using a model for additive noise
Lateral inhibition net and weighted matching algorithms for speech recognition in noise
Robust speech pulse detection using adaptive noise modelling
Robust speech pulse detection using adaptive noise modelling and non-stationarity measure

BookSection (1)

Uncertainty in signal estimation and Stochastic Weighted Viterbi algorithm: A unified framework to address robustness in speech recognition and speaker verification

ConferencePaper (38)

Robustness over time-varying channels in DNN-HMM ASR based human-robot interaction
The Use of Locally Normalized Cepstral Coefficients (LNCC) to Improve Speaker Recognition Accuracy in Highly Reverberant Rooms
Robustness to additive noise of Locally-Normalized Cepstral Coefficients
Robustness to additive noise of locally-normalized cepstral coefficients in speaker verification
A New Location System for an Underground Mining Environment Using Visible Light Communications
A new algorithm for tracking people in a pervasive mining environment
A new system based on web services and RFID for tracking people in a pervasive mining environment
Energy and F0 contour modeling with functional data analysis for emotional speech detection
Optimization of sigmoidal rate-level function based on acoustic features
VTLN based on the linear interpolation of contiguous mel filter-bank energies
Pronunciation quality evaluation of sentences by combining word based scores
A study of the effectiveness of articulatory strokes for phonemic recognition
On enhancing feature sequence filtering with filter-bank energy transformation in speaker verification with telephone speech
ASR based pronunciation evaluation with automatically generated competing vocabulary
Word stress assessment for computer aided language learning
Unsupervised re-scoring of observation probability based on maximum entropy criterion by using confidence measure with telephone speech
On comparing and combining intra-speaker variability compensation and unsupervised model adaptation in speaker verification
Speaker verification with multiple classifier fusion using Bayes based confidence measure
Unsupervised re-scoring of observation probability in Viterbi based on reinforcement learning by using confidence measure and HMM neighborhood
Intra-speaker variability compensation in speaker verification with limited enrolling data
Combining word features with bayes-based confidence measure in speech recognition
Packet-loss modeling with duration constraints and VoIP based on perceptual quality maximization
Tonal Prosody Estimation in Spanish using HMM with Temporal Restrictions
Feature-dependent compensation in speech recognition
The stochastic weighted viterbi algorithm: a frame work to compensate additive noise and low bit rate coding distortion
Language model accuracy and uncertainty in noise cancelling in the stochastic weighted Viterbi algorithm
An UDP-based real time protocol for the Internet
Wizard of Oz evaluation of a dialogue with Communicator system in Chile
Additive and convolutional noise canceling in speaker verification using a stochastic weighted viterbi algorithm
Speaker adaptation of output probabilities and state duration distributions for speech recognition
Robust speaker verification with temporal restrictions
Speaker-dependent temporal constraints combined with speaker-independent HMM
Robust connected word speech recognition using weighted Viterbi algorithm and context-dependent temporal constraints
Temporal constraints in Viterbi alignment for speech recogni-tion in noise
Weighted Viterbi Algorithm and State Duration Modeling for Speech Recognition in Noise
Spectral Subtraction and Mean Normalization in the context of Weighted Matching Algorithms
Weighted Matching Algorithms and Reliability in Noise Canceling by Spectral Subtraction
Use of a Reliability coefficient in noise canceling by Neural Net and Weighted Matching Algorithms

EditorialMaterial (1)

Special Issue on Iberian Languages

Patent (6)

"SISTEMA AUTOMÁTICO DE DETECCIÓN DE TERREMOTOS CON "MACHINE LEARNING""
SISTEMA DE ESTIMACIÓN DE MAGNITUD CON "MACHINE LEARNING" USANDO UNA SOLA ESTACIÓN SISMOLÓGICA
Device and method for bubble size classification in liquids
Biometric control system and method
Method of attendance control and presence of an individual in his workplace by verifying his identity by a voice pattern
Dispositivo y método para la clasificación del tamaño de burbujas en líquidos

Proyecto (41)

DETECCIÓN Y CARACTERIZACIÓN AUTOMÁTICAS DE EVENTOS SÍSMICOS CON MACHINE LEARNING INTEGRADAS AL ENTORNO OPERACIONAL DEL MONITOREO NACIONAL SISMOLÓGICO
ROBUST SPEECH PROCESSING FOR HUMAN-ROBOT INTERACTION
AUTOMATIC DETECTION AND CLASSIFICATION OF SEISMOLOGICAL EVENTS USING ADVANCED MACHINE LEARNING METHODS
Inteligencia artificial para la detección y seguimiento de dificultad respiratoria en población de riesgo Covid-19 usando la red telefónica
“Sistema Automático de identificación y extracción de información sísmica volcánica para la generación en línea de alarmas y reportes internos del OVDAS, Chile”
DIARIZATION APPLIED TO DETECTION AND CLASSIFICATION OF LARGE WHALE SPECIES, REGIONAL DIALECTS AND INDIVIDUALS
DIARIZATION APPLIED TO DETECTION AND CLASSIFICATION OF LARGE WHALE SPECIES, REGIONAL DIALECTS AND INDIVIDUALS
Voice-based human-robot social integration
Voice based interfaces for cooperative robot swarm
Voice-based interfaces for cooperative robot swarm
Plataforma de procesamiento y gestión de señales sísmicas para apoyar la identificación de eventos del volcán llaima.
Center for Multidisciplinary Research on Signal Processing
Plataforma para investigación avanzada en interacción humanorobot y robótica móvil
Platform for advance research on human-robot interaction and mobile robotic.
“Center for Multidisciplinary Research on Signal Processing”
"Desarrollo de un sensor continuo de tamaño de burbujas para el proceso de flotación de minerales"
iText Routing: Reconocimiento Inteligente de las Intenciones del Usuarios para Enrutamiento de llamadas en Call Centers utilizando Técnicas de Análisis Semántico de Lenguaje Natural y Métodos de Aprendizaje Automático
iText Routing=> Reconocimiento Inteligente de las Intenciones del Usuarios para Enrutamiento de llamadas en Call Centers utilizando Técnicas de Análisis Semántico de Lenguaje Natural y Métodos de Aprendizaje Automático
Speech interfaces for robots and autonomous systems
Robust speech pattern recognition on telephone and education applications
“Robust speech pattern recognition on telephone and education applications”
R&D in the field of speech processing funded by the Chilean Navy
Subcontract in Corfo project Convergentia for technology trasfer
"Automatización de servicios de autoatención convergentes, convergentia"
"ICT technologies for language learning and edutainment in Internet
ICT technologies for language learning and edutainment in Internet
Research on adaptation and compensation techniques for speech and speaker recognition
“Research on adaptation and compensation techniques for speech and speaker recognition”
Applied research on technologies for conversational human-machine interfaces
Speech recognition in conversational interfaces to information access in Internet
“Applied research on technologies for conversational human-machine interfaces”
“Speech recognition in conversational interfaces to information access in Internet”
Advances in human language technology in USA and Chile by collaborative research on convers. HMI
“Multimodal Interfaces in Wireless Communications”
“Redes Opticas para. Internet del Futuro”
Optical networks for future Internet
Acoustic pattern robust processing for telephony and Inter-net
DESARROLLO DE COMUNICACIONES MULTIMEDIALES SOBRE REDES INALAMBRICAS
“Acoustic pattern robust processing for telephony and Internet”
Evaluation of conversational HMI
Sensor for on-line estimation of bubble size for the mining flotation process
130
Néstor Becerra

Full Professor

Electrical engineering

Universidad de Chile

Santiago, Chile

16
Fernando Huenupan

Academico

Ingeniería Electrica

Universidad de La Frontera

Temuco, Chile

8
Jose_Ismael Soto

Profesor

Ingenieria Electrica

USACH

Santiago, Chile

6
José Novoa

Data Scientist

Data Science

Tiaxa

Santiago, Chile

5
Victor Poblete

Profesor Asociado

Instituto de Acústica

Universidad Austral de Chile

Valdivia, Chile

5
Jorge Silva

Associate Professor

Departamento de Ingeniería Eléctrica

Universidad de Chile

Santiago, Chile

4
Millaray Curilem

Académica

Ingeniería Eléctrica

Universidad de La Frontera

Temuco, Chile

4
Rodrigo Mahu

Ingeniero investigador

Departamento de Ingeniería Eléctrica

Universidad de Chile

Santiago, Chile

2
Alvaro Valencia

academico jornada completa

mecanica

UNIVERSIDAD DE CHILE DEPTO.DE ING. MECANICA

Santiago, Chile

2
Susannah Buchan

Investigador Principal y Jefe de Linea

Oceanography

CENTRO DE INVESTIGACIÓN OCEANOGRÁFICA EN EL PACÍFICO SUR-ORIENTAL

Concepcion, Chile

2
Gonzalo Montes

Profesor Asistente

Departamento de Ingenieria de Minas

UNIVERSIDAD DE CHILE

Santiago, Chile

2
Fabian Seguel

Profesor Jornada completa

Departamento de Ingeniería Eléctrica

Universidad de Santiago de Chile

Santiago, Chile

2
Jorge Wuth

Ingeniero de proyectos

Ingeniería eléctrica

Universidad de Chile

santiago, Chile

2
Ali Dehghanfirouzabadi

Profesor asociado

Departamento de Electricidad

Universidad Tecnológica Metropolitana (UTEM)

SANTIAGO, Chile

1
Pedro Correa

Machine Learning Engineer

Suncast

Santiago, Chile

1
IVÁN JIRÓN

PROFESOR ASOCIADO

MATEMATICAS

Universidad Católica del Norte

ANTOFAGASTA, Chile

1
Carlos Cardona

Sismólogo

Red Nacional de Vigilancia Volcánica

Servicio Nacional de Geología y Minería

Temuco, Colombia

1
Rafael Brahm

Profesor Asistente

Facultad de Ingeniería y Ciencias

Universidad Adolfo Ibánez

Santiago, Chile

1
Patricio Rojo

Associate Professor

Astronomy

Universidad De Chile

Las Condes, Chile

1
Jayanta Datta

Senior Research Fellow

Indian Institute of Technology Kharagpur

Kolkata, India

1
Cesar Azurdia

Associate Professor

Departamento de Ingeniería Electrica

UNIVERSIDAD DE CHILE

Santiago, Chile

1
Maria Ruiz

Profesor Titular

DEPARTAMENTO DE ASTRONOMÍA, UNIVERSIDAD DE CHILE

Santiago, Chile

1
Oscar Vásquez

Ayudante de Investigación

Laboratorio de Procesamiento y Transmisión de Voz (LPTV)

Santiago, Chile

1
Matías Saavedra

Gerente de Sistemas de Información

Reite

Providencia, Chile

1
Max Chacón

Profesor Titular

Ingeniería Informática

UNIVERSIDAD DE SANTIAGO DE CHILE

Santiago, Chile

1
Gonzalo Acuña

Profesor Titular

Ingenieria Informatica

Universidad de Santiago de Chile

Santiago, Chile

1
James Jenkins

Associate Professor

Astronomy

UNIVERSIDAD DE CHILE

Santiago, Chile

1
Sergio Neira

Associate Professor

Oceanography

UNIVERSITY OF CONCEPCION

Concepción, Chile

1
Miguel Maldonado

Research Associate

Metallurgical Engineering

Universidad de Santiago

Santiago, Chile

1
Jorge Vergara

Profesor asistente

Informática y Computación

Universidad Tecnológica Metropolitana

Santiago, Chile

1
Laura Mendoza

Médico sección Neumología

de Medicina

Hospital Clínico Universidad de Chile

Santiago, Chile

1
Pablo Estevez

Profesor Titular

Departamento de Ingenieria Eléctrica

DEPTO. INGENIERÍA ELÉCTRICA, UNIVERSIDAD DE CHILE

Santiago, Chile

1
Patricio Loncomilla

Investigador asociado

Advanced Mining Technology Center

UNIVERSIDAD DE CHILE

Santiago, Chile

1
Alejandro Bassi

Colaborador

Fisiología y Biofísica

FACULTAD DE MEDICINA, UNIVERSIDAD DE CHILE

Santiago, Chile

1
Diego Fuentealba

Profesor

Informática y Computación

Universidad Tecnológica Metropolitana

Santiago, Chile