DUONG-TRUNG, NGHIA; BORN, STEFAN; KIM, JONG WOO; SCHERMEYER, MARIE-THERESE; PAULICK, KATHARINA; BORISYAK, MAXIM; CRUZ-BOURNAZOU, MARIANO NICOLAS; WERNER, THORBEN; SCHOLZ, RANDOLF; SCHMIDT-THIEME, LARS; NEUBAUER, PETER; MARTINEZ, ERNESTO

When bioprocess engineering meets machine learning: A survey from the perspective of automated bioprocess development

BIOCHEMICAL ENGINEERING JOURNAL; Año: 2023 vol. 190

KRÖHLING, DAN E.; CHIOTTI, OMAR J.A.; MARTÍNEZ, ERNESTO C.

Artificial Theory of Mind in contextual automated negotiations within peer-to-peer markets

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE; Año: 2023 vol. 120

DAN KROHLING; FEDERICO MIONE; FEDERICO HERNÁNDEZ; ERNESTO C. MARTINEZ

A peer-to-peer market for utility exchanges in Eco-Industrial Parks using automated negotiations

EXPERT SYSTEMS WITH APPLICATIONS; Lugar: Amsterdam; Año: 2022 vol. 191

LUNA, MARTIN F.; B, M. NICOLÁS CRUZ; MARTÍNEZ, ERNESTO C.

Online Bayesian Re-design of Parallel Experiments based on Asynchronous Posterior Sampling

Computer Aided Chemical Engineering; Lugar: Amsterdam; Año: 2022 vol. 51 p. 1111 - 1116

MIONE, FEDERICO M.; SILVA, ALEXIS N.; LUNA, MARTIN F.; CRUZ B., M. NICOLAS; MARTINEZ, ERNESTO C.

Managing Experimental-Computational Workflows in Robotic Platforms using Directed Acyclic Graphs

Computer Aided Chemical Engineering; Lugar: Amsterdam; Año: 2022 vol. 49 p. 1495 - 1500

KRÖHLING, DAN E.; CHIOTTI, OMAR J.A.; MARTÍNEZ, ERNESTO C.

A context-aware approach to automated negotiation using reinforcement learning

ADVANCED ENGINEERING INFORMATICS; Año: 2021 vol. 47

YANICELLI, LUCÍA M.; GOY, CARLA B.; MARTÍNEZ, ERNESTO C.; HERRERA, MYRIAM C.

Heart failure non-invasive home telemonitoring systems: A systematic review

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE; Año: 2021 vol. 201

JORGE A. PALOMBARINI; ERNESTO MARTÍNEZ

End-to-end on-line rescheduling from Gantt chart images using deep reinforcement learning

INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH; Lugar: Londres; Año: 2021

YANICELLI, LUCÍA MARÍA; VEGETTI, MARCELA; GOY, CARLA BELÉN; MARTÍNEZ, ERNESTO CARLOS; HERRERA, MYRIAM CRISTINA

SiTe iC: A telemonitoring system for heart failure patients

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS; Año: 2020 vol. 141

MARTIN F. LUNA; ERNESTO MARTÍNEZ

Bayesian optimization of crystallization processes to guarantee end-use product properties

LATIN AMERICAN APPLIED RESEARCH; Lugar: Bahia Blanca; Año: 2020 vol. 50 p. 109 - 114

YANICELLI, LUCÍA M; GOY, CARLA B; GONZÁLEZ, VIVIANA DEL C; PALACIOS, GERARDO N; MARTÍNEZ, ERNESTO C; HERRERA, MYRIAM C

Non-invasive home telemonitoring system for heart failure patients: A randomized clinical trial

JOURNAL OF TELEMEDICINE AND TELECARE; Año: 2020

TOSSELLI, LAURA; BOGADO, VERÓNICA; MARTÍNEZ, ERNESTO

A repeated-negotiation game approach to distributed (re)scheduling of multiple projects using decoupled learning

SIMULATION MODELLING PRACTICE AND THEORY; Año: 2020 vol. 98

BARSCE, JUAN CRUZ; PALOMBARINI, JORGE; ERNESTO C. MARTINEZ

A Hierarchical Two-tier Approach to Hyper-parameter Optimization in Reinforcement Learning

SADIO Electronic Journal of Informatic and Operation Research; Lugar: Buenos Aires; Año: 2020 vol. 19 p. 2 - 27

DAN KROHLING; OMAR CHIOTTI; MARTINEZ, ERNESTO CARLOS

The importance of context-dependent learning in negotiation agents

INTELIGENCIA ARTIFICIAL. IBERO-AMERICAN JOURNAL OF ARTIFICIAL INTELLIGENCE; Año: 2019 vol. 22 p. 135 - 149

PALOMBARINI, JORGE A.; MARTÍNEZ, ERNESTO C.

Closed-loop Rescheduling using Deep Reinforcement Learning

IFAC-PapersOnLine; Lugar: Amsterdam; Año: 2019 vol. 52 p. 231 - 236

AVILA, LUIS OMAR; ERRECALDE, MARCELO LUIS; SERRA, FEDERICO MARTIN; MARTINEZ, ERNESTO CARLOS

State of charge monitoring of Li-ion batteries for electric vehicles using GP filtering

Journal of Energy Storage; Lugar: Amsterdam; Año: 2019 vol. 25

JUAN C. BARSCE; JORGE A. PALOMBARINI; ERNESTO CARLOS MARTINEZ

Towards Autonomous Reinforcement Learning: Automatic Setting of Hyper-parameters using Bayesian Optimization

CLEI Electronic Journal; Lugar: Montevideo; Año: 2018 vol. 21 p. 1 - 22

LUNA, MARTIN F.; MARTÍNEZ, ERNESTO C.

Sequential Bayesian Experimental Design for Process Optimization with Stochastic Binary Outcomes

Computer Aided Chemical Engineering; Lugar: Amsterdam; Año: 2018 vol. 43 p. 943 - 948

AVILA, LUIS OMAR; DE PAULA, MARIANO; MARTINEZ, ERNESTO CARLOS; ERRECALDE, MARCELO LUIS

Robust insulin estimation under glycemic variability using Bayesian filtering and Gaussian process models

BIOMEDICAL SIGNAL PROCESSING AND CONTROL; Año: 2018 vol. 42 p. 63 - 72

LUNA, MARTIN F.; MARTÍNEZ, ERNESTO C.

Goal-directed Design of Dynamic Experiments for Cybernetic Models of Bioreactors

Computer Aided Chemical Engineering; Lugar: Amsterdam; Año: 2018 vol. 44 p. 2479 - 2484

LUNA, MARTIN F.; MARTÍNEZ, ERNESTO C.

Optimal design of dynamic experiments in the development of cybernetic models for bioreactors

CHEMICAL ENGINEERING RESEARCH & DESIGN; Año: 2018 vol. 136 p. 334 - 346

LAURA R. TOSSELLI; VERÓNICA BOGADO; ERNESTO C. MARTINEZ

Multi-agent Learning by Trial and Error for Resource Leveling during Multi-Project (Re)scheduling

Journal of Computer Science & Technology; Lugar: La Plata; Año: 2018 vol. 18 p. 125 - 135

LUNA, MARTIN F.; MARTÍNEZ, ERNESTO C.

Model-based run-to-run optimization for process development

BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING; Año: 2018 vol. 35 p. 1063 - 1080

MARTIN F. LUNA; ERNESTO C. MARTINEZ

Iterative modeling and optimization of biomass production using experimental feedback

COMPUTERS AND CHEMICAL ENGINEERING; Año: 2017 vol. 104 p. 151 - 163

COLOMBO, ESTEFANÍA; LUNA, MARTIN; MARTÍNEZ, ERNESTO

Probability-Based Design of Experiments for Batch Process Optimization with End-Point Specifications

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Año: 2016 vol. 55 p. 1254 - 1265

ÁVILA, LUIS; MARTÍNEZ, ERNESTO

A grid-based tool for optimal performance monitoring of a glycemic regulator

OPTIMAL CONTROL APPLICATIONS & METHODS; Año: 2016 vol. 37 p. 1103 - 1121

MARTIN F. LUNA; E. C. MARTÍNEZ

Run-to-run optimization of biodiesel production using probabilistic tendency models ? A simulation study

THE CANADIAN JOURNAL OF CHEMICAL ENGINEERING; Lugar: New York; Año: 2015 vol. 93 p. 1613 - 1623

MARIANO DE PAULA; LUIS AVILA; ERNESTO MARTÍNEZ

Controlling blood glucose variability under uncertainty usingreinforcement learning and Gaussian processes

APPLIED SOFT COMPUTING; Lugar: Amsterdam; Año: 2015 vol. 35 p. 310 - 332

LUIS AVILA; ERNESTO MARTÍNEZ

An active inference approach to on-line agent monitoring in safety?critical systems

ADVANCED ENGINEERING INFORMATICS; Lugar: Amsterdam; Año: 2015 vol. 29 p. 1083 - 1095

MARIANO DE PAULA; GERARDO G. ACOSTA; ERNESTO MARTÍNEZ

On-line policy learning and adaptation for real-time personalization of an artificial pancreas

EXPERT SYSTEMS WITH APPLICATIONS; Año: 2015 vol. 42 p. 2234 - 2255

LUIS AVILA; E. C. MARTÍNEZ

Behavior monitoring under uncertainty using Bayesian surprise and optimal action selection

EXPERT SYSTEMS WITH APPLICATIONS; Año: 2014 vol. 41 p. 6327 - 6345

MARTIN F. LUNA; E. C. MARTÍNEZ

A Bayesian Approach to Run-to-Run Optimization of Animal Cell Bioreactors Using Probabilistic Tendency Models

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Lugar: Washington; Año: 2014 vol. 53 p. 17252 - 17266

E. C. MARTÍNEZ; MARIANO CRISTALDI; RICARDO GRAU

Dynamic optimization of bioreactors using probabilistic tendency models and Bayesian active learning

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Amsterdam; Año: 2013 vol. 49 p. 37 - 49

MARIANO DE PAULA; E. C. MARTÍNEZ

REINFORCEMENT LEARNING USING GAUSSIAN PROCESSES FOR DISCRETELY CONTROLLED CONTINUOUS PROCESSES

LATIN AMERICAN APPLIED RESEARCH; Lugar: Bahia Blanca; Año: 2013 vol. 43

MILAGROS ROLÓN; ERNESTO C. MARTINEZ

Agent-based modeling and simulation of an autonomic manufacturing execution system

COMPUTERS IN INDUSTRY; Lugar: Amsterdam; Año: 2012 vol. 63 p. 53 - 78

LUIS AVILA; ERNESTO C. MARTINEZ

CONTINUOUS PERFORMANCE MONITORING OF A CLOSED-LOOP INSULIN DELIVERY SYSTEM USING BAYESIAN SURPRISE

Iberoamerican Journal of Industrial Engineering; Lugar: Florianipolis; Año: 2012 vol. 4 p. 69 - 81

PALOMBARINI, JORGE; ERNESTO C. MARTINEZ

SmartGantt An intelligent system for real time rescheduling based on relational reinforcement learning

EXPERT SYSTEMS WITH APPLICATIONS; Lugar: Amsterdam; Año: 2012 vol. 39 p. 10251 - 10268

PALOMBARINI, JORGE; ERNESTO C. MARTINEZ

Task Rescheduling using Relational Reinforcement Learning

INTELIGENCIA ARTIFICIAL. IBERO-AMERICAN JOURNAL OF ARTIFICIAL INTELLIGENCE; Lugar: Madrid; Año: 2012 vol. 50 p. 57 - 68

MILAGROS ROLÓN; ERNESTO C. MARTINEZ

Agent learning in autonomic manufacturing execution systems for enterprise networking

COMPUTERS & INDUSTRIAL ENGINEERING; Lugar: Amsterdam; Año: 2012 vol. 63 p. 901 - 925

MARIANO DE PAULA; ERNESTO C. MARTINEZ

Optimal Operation of Discretely Controlled Continuous Systems under Uncertainty

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Lugar: Washington; Año: 2012 vol. 51 p. 13743 - 13764

PALOMBARINI, JORGE; ERNESTO C. MARTINEZ

SmartGantt An interactive system for generating and updating rescheduling knowledge using relational abstractions

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Amsterdam; Año: 2012 vol. 47 p. 202 - 216

S. SYAFIIE; FERNADO TADEO,; ERNESTO MARTÍNEZ; TERESA ALVAREZ

Model-free control based on reinforcement learning for a wastewater treatment problem

APPLIED SOFT COMPUTING; Lugar: Amsterdam; Año: 2011 vol. 11 p. 73 - 82

PALOMBARINI, JORGE; ERNESTO MARTÍNEZ

REAL-TIME RESCHEDULING OF PRODUCTION SYSTEMS USING RELATIONAL REINFORCEMENT LEARNING

Iberoamerican Journal of Industrial Engineering; Lugar: Florianipolis; Año: 2011 vol. 3 p. 136 - 153

MARIANO CRISTALDI; MARIA INES CABRERA; ERNESTO MARTÍNEZ; RICARDO GRAU

Finding the Simplest Mechanistic Kinetic Model Describing the Homogeneous Catalytic Hydrogenation of Avermectin to Ivermectin

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Lugar: Washington; Año: 2011 vol. 50 p. 4252 - 4263

PALOMBARINI, JORGE; MARTINEZ, ERNESTO

Learning to repair plans and schedules using a relational (deitic) representation

BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING; Año: 2010 vol. 27 p. 413 - 427

FACUNDO ARREDONDO; MARTINEZ, ERNESTO

Learning and adaptation of a policy for dynamic order acceptance

COMPUTERS & INDUSTRIAL ENGINEERING; Lugar: Amsterdam; Año: 2010 vol. 58 p. 70 - 83

ARMANDO ASSANDRI; SMARANDA CRISTEA; CÉSAR DE PRADA; ERNESTO MARTÍNEZ

Nonlinear parametric predictive control. Application to a continuous stirred tank reactor

Asia-Pacific Journal of Chemical Engineering; Lugar: New York; Año: 2009 vol. 4 p. 858 - 869

MARIANO CRISTALDI; RICARDO GRAU; ERNESTO CARLOS MARTINEZ

Iterative Design of Dynamic Experiments in Modeling for Optimization of

Chemical Product and Process Modeling; Lugar: Berkeley, USA; Año: 2009 vol. 4 p. 1 - 26

ARMANDO ASSANDRI; SMARANDA CRISTEA; CÉSAR DE PRADA; ERNESTO MARTÍNEZ

Nonlinear parametric predictive control. Application to a continuous stirred tank reactor

ASIA-PACIFIC JOURNAL OF CHEMICAL ENGINEERING; Lugar: New York; Año: 2009 vol. 4 p. 858 - 869

ERNESTO CARLOS MARTINEZ; MARIANO CRISTALDI; RICARDO GRAU

Design of Dynamic Experiments in Modeling for Optimization of Batch

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Lugar: New York; Año: 2009 vol. 48 p. 3453 - 3465

M. CANAVESIO; E. C. MARTÍNEZ

Enterprise modeling of a project-oriented fractal company for SMEs networking

COMPUTERS IN INDUSTRY; Lugar: Amsterdam; Año: 2007 vol. 54 p. 794 - 813

S. SYAFIIE; F. TADEO; E. C. MARTÍNEZ

Learning to Control pH Processes at Multiple Time Scales

Chemical Product and Process Modeling; Lugar: Berkeley, USA; Año: 2007 vol. 2 p. 1 - 7

S. SYAFIIE; F. TADEO; E. C. MARTÍNEZ

Model-free learning control of neutralization processes using reinforcement learning

ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE; Lugar: Amsterdam; Año: 2007 vol. 20 p. 767 - 782

R. A. GHRAIZI; E. C. MARTÍNEZ; C. DE PRADA; F. CIFUENTES; J. L. MARTÍNEZ

Performance monitoring of industrial controllers based on the predictability of controller behavior

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Amsterdam; Año: 2007 vol. 31 p. 477 - 486

ERNESTO CARLOS MARTINEZ

Statistical Simplex Method for Experimental Design in Process Optimization

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Lugar: New York; Año: 2005 vol. 44 p. 8796 - 8805

ERNESTO CARLOS MARTINEZ; G. D. LÓPEZ

Proceso Fenton Intensificado para la destrucción de contaminantes orgánicos

Ingeniería Sanitaria y Ambiental; Lugar: Buenos Aires; Año: 2005 vol. 81 p. 78 - 84

ERNESTO CARLOS MARTINEZ; CÉSAR DE PRADA,

Reasoning and planning with means-ends models in abnormal situation management

Computer Aided Chemical Engineeging; Año: 2004 vol. 18 p. 961 - 967

ERNESTO CARLOS MARTINEZ; CESAR DE PRADA,; ARMANDO ASSANDRI,; ALMUDENA RUEDA,

Integration of a first-principles model in the predictive control of a complex distillation column,

Computer Aided Chemical Engineering; Año: 2004 vol. 18 p. 559 - 564

ERNESTO CARLOS MARTINEZ; WILSON, J. A.

Evolutionary Optimization of Batch Process Models using Imperfect Models

Indian National Academy Of Science; Lugar: Indian National Academy of Sci; Año: 2003 vol. 69 p. 403 - 428

ERNESTO CARLOS MARTINEZ; DANIEL LÓPEZ, GERARDO

Tratamiento químico de contaminantes orgánicos- El proceso Fenton

Ingeniería Química; Año: 2001 p. 149 - 151

ERNESTO CARLOS MARTINEZ; DANIEL LÓPEZ, GERARDO

Tratamiento químico de contaminantes orgánicos- El proceso Fenton

INGENIERIA QUIMICA; Año: 2001 p. 149 - 151

ERNESTO CARLOS MARTINEZ; GERARDO LÓPEZ,

Adaptive optimal operation of the Fenton´s batch process for industrial wastewater treatment

Computer Aided Chemical Engineering; Año: 2001 vol. 9 p. 237 - 342

ERNESTO MARTÍNEZ

Batch process modeling for optimization using reinforcement learning

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Oxford, UK; Año: 2000 vol. 24 p. 1187 - 1193

MARTINEZ, EC; ERNESTO CARLOS MARTINEZ

Systems Thinking and Functional Modeling of Batch Process Management using Projects

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Oxford; Año: 2000 vol. 24 p. 1657 - 1663

MARTINEZ, EC; ERNESTO CARLOS MARTINEZ

Solving Batch Process Scheduling/Planning Tasks using Reinforcement Learning

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Oxford; Año: 1999 vol. 23 p. 527 - 527

MARTINEZ, EC; ERNESTO CARLOS MARTINEZ

Project-oriented Management of Batch Plants. Information System Design

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Oxford; Año: 1999 vol. 23 p. 711 - 711

ERNESTO CARLOS MARTINEZ; ALBERTO PEREZ, GUSTAVO

A Project-Oriented Production-Model of Batch Plants

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Oxford; Año: 1998 vol. 22 p. 391 - 414

ERNESTO CARLOS MARTINEZ; WILSON, JA

A Hybrid Neural Network-First Principles Approach to Batch Unit Optimization

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Oxford; Año: 1998 vol. 22 p. 893 - 893

ERNESTO CARLOS MARTINEZ; PULLEY, RA; WILSON, JA

Learning to Control the Performance of Batch Processes

Transactions of the Institution of Chemical Engineers-Part A; Lugar: Rugby; Año: 1998 vol. 76 p. 711 - 721

ERNESTO CARLOS MARTINEZ; ALBERTO PEREZ, GUSTAVO; DANIEL DUJE,

On performance modeling of project-oriented production

Computers And Industrial Engineering; Lugar: Oxford; Año: 1997 vol. 32 p. 509 - 527

ERNESTO CARLOS MARTINEZ; A WILSON, JAMES

Neuro-fuzzy modelling and control of a batch process involving simultaneous reaction and distillation

COMPUTERS AND CHEMICAL ENGINEERING; Año: 1997 p. 1 - 1

HÉCTOR JOSÉ ESPINOSA; MARTINEZ, EC; ALBERTO PEREZ, GUSTAVO

DYNAMIC BEHAVIOR OF REACTIVE DISTILLATION COLUMNS. EQUILIBRIUM SYSTEMS

CHEMICAL ENGINEERING COMMUNICATIONS; Lugar: Londres; Año: 1994 vol. 128 p. 19 - 42

MARTINEZ, EC; BELTRAMINI, L. J.; LEONE, H.; RUIZ, C. A.; HUETE, E.

Knowledge elicitation and structuring for a real-time expert System for monitoring a butadiene extraction system

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Amsterdam; Año: 1992 vol. 16 p. 345 - 352

MARTINEZ, EC; BELTRAMINI, L. J.

Lumping upon time-scales: Modeling upon topological factors

CHEMICAL ENGINEERING SCIENCE; Lugar: Amsterdam; Año: 1990 vol. 45 p. 2103 - 2108

ERNESTO C. MARTINEZ

Lumping of components and reactions in complex reaction networks

CHEMICAL ENGINEERING COMMUNICATIONS; Lugar: Londres; Año: 1990 vol. 93 p. 1 - 24

ERNESTO C. MARTINEZ

Partitioning of complex reaction networks

CHEMICAL ENGINEERING COMMUNICATIONS; Lugar: Londres; Año: 1990 vol. 93 p. 25 - 47

ERNESTO MARTÍNEZ

Hidden time-scales in nonlinear systems

MATHEMATICAL AND COMPUTER MODELLING; Lugar: Amsterdam; Año: 1989 vol. 12 p. 659 - 666

MARTINEZ, EC

Time-scale analysis of chemical reaction system dynamics

CHEMICAL ENGINEERING COMMUNICATIONS; Lugar: Londres; Año: 1989 vol. 84 p. 61 - 79

E. C. MARTÍNEZ; B. DROZDOWICZ

Multitime-scale approach to real-time simulation of stiff dynamic systems

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Amsterdam; Año: 1989 vol. 13 p. 767 - 778

B. DROZDOWICZ; E. C. MARTÍNEZ

Reduced models for separation processes in real-time simulators

COMPUTERS AND CHEMICAL ENGINEERING; Lugar: Amsterdam; Año: 1988 vol. 12 p. 547 - 560

MARTINEZ, EC

Hybrid connections and time-scales in non-linear systems

INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE; Lugar: Londres; Año: 1988 vol. 19 p. 1499 - 1513