NARAYANAN, HARINI; LUNA, MARTIN; SOKOLOV, MICHAEL; BUTTÉ, ALESSANDRO; MORBIDELLI, MASSIMO

Hybrid Models Based on Machine Learning and an Increasing Degree of Process Knowledge: Application to Cell Culture Processes

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Año: 2022 vol. 61 p. 8658 - 8672

NARAYANAN, HARINI; SEIDLER, TOBIAS; LUNA, MARTIN FRANCISCO; SOKOLOV, MICHAEL; MORBIDELLI, MASSIMO; BUTTÉ, ALESSANDRO

Hybrid Models for the simulation and prediction of chromatographic processes for protein capture

JOURNAL OF CHROMATOGRAPHY - A; Año: 2021 vol. 1650

LUNA, MARTIN F.; OCHSNER, ANDREA M.; AMSTUTZ, VÉRONIQUE; VON BLARER, DAMIAN; SOKOLOV, MICHAEL; AROSIO, PAOLO; ZINN, MANFRED

Modeling of continuous PHA production by a hybrid approach based on first principles and machine learning

Processes; Año: 2021 vol. 9

NARAYANAN, HARINI; LUNA, MARTIN; SOKOLOV, MICHAEL; AROSIO, PAOLO; BUTTÉ, ALESSANDRO; MORBIDELLI, MASSIMO

Hybrid Models Based on Machine Learning and an Increasing Degree of Process Knowledge: Application to Capture Chromatographic Step

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Año: 2021 vol. 60 p. 10466 - 10478

LUNA, MARTIN FRANCISCO; MARTINEZ, ERNESTO CARLOS

BAYESIAN OPTIMIZATION OF CRYSTALLIZATION PROCESSES TO GUARANTEE END-USE PRODUCT PROPERTIES

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

NARAYANAN, HARINI; BEHLE, LARS; LUNA, MARTIN F.; SOKOLOV, MICHAEL; GUILLÉN-GOSÁLBEZ, GONZALO; MORBIDELLI, MASSIMO; BUTTÉ, ALESSANDRO

Hybrid-EKF: Hybrid model coupled with extended Kalman filter for real-time monitoring and control of mammalian cell culture

BIOENGINEERING AND BIOTECHNOLOGY; Año: 2020 vol. 117 p. 2703 - 2714

FEIDL, FABIAN; LUNA, MARTIN F.; PODOBNIK, MATEVZ; VOGG, SEBASTIAN; ANGELO, JAMES; POTTER, KEVIN; WIGGIN, ELENORE; XU, XUANKUO; GHOSE, SANCHAYITA; LI, ZHENG JIAN; MORBIDELLI, MASSIMO; BUTTÉ, ALESSANDRO

Model based strategies towards protein A resin lifetime optimization and supervision

JOURNAL OF CHROMATOGRAPHY - A; Año: 2020 vol. 1625

NARAYANAN, HARINI; LUNA, MARTIN F.; VON STOSCH, MORITZ; CRUZ BOURNAZOU, MARIANO NICOLAS; POLOTTI, GIANMARCO; MORBIDELLI, MASSIMO; BUTTÉ, ALESSANDRO; SOKOLOV, MICHAEL

Bioprocessing in the Digital Age: The Role of Process Models

Biotechnology Journal; Año: 2020 vol. 15

FEIDL, FABIAN; GARBELLINI, SIMONE; LUNA, MARTIN F.; VOGG, SEBASTIAN; SOUQUET, JONATHAN; BROLY, HERVÉ; MORBIDELLI, MASSIMO; BUTTÉ, ALESSANDRO

Combining mechanistic modeling and raman spectroscopy for monitoring antibody chromatographic purification

Processes; Año: 2019 vol. 7

LUNA, MARTIN F.; MARTINEZ, 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

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

MARTIN F. LUNA; ERNESTO C. MARTINEZ

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

BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING; Lugar: BRASIL; Año: 2017

ESTEFANÍA COLOMBO; MARTÍN LUNA; ERNESTO MARTÍNEZ

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

INDUSTRIAL & ENGINEERING CHEMICAL RESEARCH; Lugar: Washington; Año: 2016

MARTIN F. LUNA; ERNESTO C. MARTINEZ

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

MARTIN F. LUNA; ERNESTO C. MARTINEZ

A Bayesian approach to run-to-run optimization of animal cell bioreactors using probabilistic tendency models

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