0000000000300218

AUTHOR

Jesús Picó

showing 7 related works from this author

MCR-ALS on metabolic networks: Obtaining more meaningful pathways

2015

[EN] With the aim of understanding the flux distributions across a metabolic network, i.e. within living cells, Principal Component Analysis (PCA) has been proposed to obtain a set of orthogonal components (pathways) capturing most of the variance in the flux data. The problems with this method are (i) that no additional information can be included in the model, and (ii) that orthogonality imposes a hard constraint, not always reasonably. To overcome these drawbacks, here we propose to use a more flexible approach such as Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS) to obtain this set of biological pathways through the network. By using this method, different constraint…

Mathematical optimizationProcess Chemistry and TechnologyESTADISTICA E INVESTIGACION OPERATIVAMetabolic networkMetabolic networkLeast SquaresVariance (accounting)Least squaresINGENIERIA DE SISTEMAS Y AUTOMATICAComputer Science ApplicationsAnalytical ChemistrySet (abstract data type)Constraint (information theory)OrthogonalityPichia pastorisPrincipal component analysisA priori and a posterioriMultivariate Curve Resolution-AlternatingGrey modellingSpectroscopySoftwareMathematics
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Metabolic flux understanding of Pichia pastoris grown on heterogenous culture media

2014

[EN] Within the emergent field of Systems Biology, mathematical models obtained from physical chemical laws (the so-called first principles-based models) of microbial systems are employed to discern the principles that govern cellular behaviour and achieve a predictive understanding of cellular functions. The reliance on this biochemical knowledge has the drawback that some of the assumptions (specific kinetics of the reaction system, unknown dynamics and values of the model parameters) may not be valid for all the metabolic possible states of the network. In this uncertainty context, the combined use of fundamental knowledge and data measured in the fermentation that describe the behaviour…

Principal Component AnalysisbiologyMathematical modelManufacturing processComputer scienceProcess Chemistry and TechnologySystems biologyMonte Carlo samplingESTADISTICA E INVESTIGACION OPERATIVACellular functionsMetabolic networkMetabolic networkMissing-data methods for Exploratory Data AnalysisContext (language use)biology.organism_classificationINGENIERIA DE SISTEMAS Y AUTOMATICAComputer Science ApplicationsAnalytical ChemistryPichia pastorisEconometricsBiochemical engineeringPossibilistic consistency analysisFlux (metabolism)SpectroscopySoftware
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Controller Design Under Fuzzy Pole-Placement Specifications: An Interval Arithmetic Approach

2006

This paper discusses fuzzy specifications for robust controller design, as a way to define different specification levels for different plants in a family and allow the control of performance degradation. Controller synthesis will be understood as mapping a fuzzy plant onto a desired fuzzy set of closed-loop specifications. In this context, a fuzzy plant is considered as a possibility distribution on a given plant space. In particular, pole placement in linear plants with fuzzy parametric uncertainty is discussed, although the basic idea is general and could be applied to other settings. In the case under consideration, the controller coefficients are the solution of a fuzzy linear system o…

Mathematical optimizationFuzzy classificationNeuro-fuzzyApplied MathematicsFuzzy control systemType-2 fuzzy sets and systemsDefuzzificationFuzzy logicComputational Theory and MathematicsArtificial IntelligenceControl and Systems EngineeringControl theoryFuzzy set operationsFuzzy numberComputingMethodologies_GENERALMathematicsIEEE Transactions on Fuzzy Systems
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Estimation of recombinant protein production in Pichia pastoris base don a constraint-based model

2012

[EN] A previously validated constraint based model and possibilistic MFA have been used to design a simple estimator of protein production rate in Pichia pastoris cultures. A structured model of the yeast P. pastoris metabolism is used to predict the balance of key energetic equivalents such as ATP from available measurements, mainly substrate consumption, gases exchange rates and biomass specific growth. It has been shown that ATP flux can be related to biomass growth and protein productivity specific rates by linear regression. Cross-validation has been applied for robust parameter fitting on the basis of chemostat, steady-state experimental conditions. In this way, protein estimation can…

Constraint-based modelbiologyUncertaintyfood and beveragesEstimatorBiomassProtein productivity predictionChemostatPossibilistic metabolic flux analysisBioinformaticsbiology.organism_classificationIndustrial and Manufacturing EngineeringYeastINGENIERIA DE SISTEMAS Y AUTOMATICAComputer Science ApplicationsPichia pastorisConstraint (information theory)Pichia pastorisControl and Systems EngineeringModeling and SimulationLinear regressionBiological systemFlux (metabolism)Mathematics
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Guaranteed tuning of PID controllers for parametric uncertain systems

2004

This paper presents a methodology for tuning the controller of a parametric uncertain plant in order to guarantee the satisfaction of specifications. These specifications are defined by means of an interval reference model that represents the set of satisfactory time or frequency behaviors. The controller synthesis is then formulated as a set-inclusion problem in the frequency domain. Interval techniques for the solution of constraint satisfaction problems are applied to design fixed-structure controllers in a guaranteed manner. In particular, PID controllers are considered since they are widely used in industry.

Control theoryFrequency domainPID controllerControl engineeringInterval (mathematics)Set theoryReference modelConstraint satisfaction problemParametric statisticsMathematics2004 43rd IEEE Conference on Decision and Control (CDC) (IEEE Cat. No.04CH37601)
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Comprehensive pharmacokinetic model of insulin Glargine and other insulin formulations.

2005

In this paper, a comprehensive pharmacokinetic model for different insulin formulations including insulin Glargine is developed based on the model proposed by Trajanoski et al. (1993). Current models show limitations for insulin Glargine due to the appearance of an uncharacteristic peak in the concentration-time evolution of plasma insulin that does not coincide with real experimental data. This important limitation has been solved in this paper by introducing a new virtual insulin state called the bound state, in addition to the dimeric and hexameric ones. Trying to describe the retarded action of insulin Glargine, the modeling idea behind this approach is that immediately after the subcut…

medicine.medical_specialtyMetabolic Clearance Ratemedicine.medical_treatmentBiomedical EngineeringInsulin GlargineModels BiologicalInsulin Infusion SystemsPharmacokineticsInternal medicinemedicineApplied mathematicsHumansInsulinComputer SimulationSpatial diffusionMathematicsInsulin glargineInsulinDrug Therapy Computer-AssistedInsulin Long-ActingExogenous insulinEndocrinologyLiverPatient behaviorPlasma insulinmedicine.drugIEEE transactions on bio-medical engineering
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Partial stability for specific growth rate control biotechnological fed-batch processes

2004

In this paper, the problem of the specific growth rate control in biological reactions in fed-batch mode is dealt with. It is assumed that only part of the state is measurable on-line, namely biomass and volume. Moreover, no estimation of the specific growth rate is used. An unbounded manifold is tracked using a partial state feedback. Then, techniques for partial stability, i.e., only with respect to part of the variables, are used in order to analyze the problem.

EngineeringState-space representationbusiness.industryMode (statistics)BiomassState (functional analysis)Stability (probability)law.inventionVolume (thermodynamics)Control theorylawControl systembusinessManifold (fluid mechanics)Proceedings of 2003 IEEE Conference on Control Applications, 2003. CCA 2003.
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