Ernesto Martínez

Research interests

Publications

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

  Biochemical Engineering Journal · 2022 · 10.1016/j.bej.2022.108764

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

  International Journal of Production Research · 2021 · 10.1080/00207543.2021.2002963

• A context-aware approach to automated negotiation using reinforcement learning

  Advanced Engineering Informatics · 2020 · 10.1016/j.aei.2020.101229

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

  Journal of Telemedicine and Telecare · 2020 · 10.1177/1357633x19899261

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

  Simulation Modelling Practice and Theory · 2019 · 10.1016/j.simpat.2019.101980

• Closed-loop Rescheduling using Deep Reinforcement Learning

  IFAC-PapersOnLine · 2019 · 10.1016/j.ifacol.2019.06.067

• Controlling blood glucose variability under uncertainty using reinforcement learning and Gaussian processes

  Applied Soft Computing · 2015 · 10.1016/j.asoc.2015.06.041

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

  Expert Systems with Applications · 2014 · 10.1016/j.eswa.2014.10.038

• Access to Point-of-Care Tests Reduces the Prescription of Antibiotics Among Antibiotic-Requesting Subjects With Respiratory Tract Infections

  Respiratory Care · 2014 · 10.4187/respcare.03275

• Agent learning in autonomic manufacturing execution systems for enterprise networking

  Computers & Industrial Engineering · 2012 · 10.1016/j.cie.2012.06.004

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

  Expert Systems with Applications · 2012 · 10.1016/j.eswa.2012.02.176

• Mathematical model of a laboratory-scale plant for slaughterhouse effluents biodigestion for biogas production

  Applied Energy · 2012 · 10.1016/j.apenergy.2012.02.028

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

  Computers & Chemical Engineering · 2012 · 10.1016/j.compchemeng.2012.09.010

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

  Computers in Industry · 2011 · 10.1016/j.compind.2011.10.005

• Design of Dynamic Experiments in Modeling for Optimization of Batch Processes

  Industrial & Engineering Chemistry Research · 2009 · 10.1021/ie8000953

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

  Applied Soft Computing · 2009 · 10.1016/j.asoc.2009.10.018

• Learning and adaptation of a policy for dynamic order acceptance in make-to-order manufacturing

  Computers & Industrial Engineering · 2009 · 10.1016/j.cie.2009.08.005

• Model-free learning control of neutralization processes using reinforcement learning

  Engineering Applications of Artificial Intelligence · 2007 · 10.1016/j.engappai.2006.10.009

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

  Computers in Industry · 2007 · 10.1016/j.compind.2007.02.005

• Surface Review and Letters

  conference · 2002

• Batch process modeling for optimization using reinforcement learning

  Computers & Chemical Engineering · 2000 · 10.1016/s0098-1354(00)00354-9

• ON PERFORMANCE MODELING OF PROJECT-ORIENTED PRODUCTION

  Computers & Industrial Engineering · 1997 · 10.1016/s0360-8352(97)00005-3

• A Remark on Nec Groups Representing Surfaces with Boundary

  Bulletin of the London Mathematical Society · 1989 · 10.1112/blms/21.3.263

Current projects

No projects listed.