Robust model predictive control for optimal continuous drug administration.

Abstract:

:In this paper the model predictive control (MPC) technology is used for tackling the optimal drug administration problem. The important advantage of MPC compared to other control technologies is that it explicitly takes into account the constraints of the system. In particular, for drug treatments of living organisms, MPC can guarantee satisfaction of the minimum toxic concentration (MTC) constraints. A whole-body physiologically-based pharmacokinetic (PBPK) model serves as the dynamic prediction model of the system after it is formulated as a discrete-time state-space model. Only plasma measurements are assumed to be measured on-line. The rest of the states (drug concentrations in other organs and tissues) are estimated in real time by designing an artificial observer. The complete system (observer and MPC controller) is able to drive the drug concentration to the desired levels at the organs of interest, while satisfying the imposed constraints, even in the presence of modelling errors, disturbances and noise. A case study on a PBPK model with 7 compartments, constraints on 5 tissues and a variable drug concentration set-point illustrates the efficiency of the methodology in drug dosing control applications. The proposed methodology is also tested in an uncertain setting and proves successful in presence of modelling errors and inaccurate measurements.

authors

Sopasakis P,Patrinos P,Sarimveis H

doi

10.1016/j.cmpb.2014.06.003

subject

Has Abstract

pub_date

2014-10-01 00:00:00

pages

193-204

issue

3

eissn

0169-2607

issn

1872-7565

pii

S0169-2607(14)00210-7

journal_volume

116

pub_type

杂志文章
  • Object-oriented design and programming in medical decision support.

    abstract::The concept of object-oriented design and programming has recently received a great deal of attention from the software engineering community. This paper highlights the realisable benefits of using the object-oriented approach in the design and development of clinical decision support systems. These systems seek to bu...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/0169-2607(91)90093-9

    authors: Heathfield H,Armstrong J,Kirkham N

    更新日期:1991-12-01 00:00:00

  • A novel biomedical image indexing and retrieval system via deep preference learning.

    abstract:BACKGROUND AND OBJECTIVES:The traditional biomedical image retrieval methods as well as content-based image retrieval (CBIR) methods originally designed for non-biomedical images either only consider using pixel and low-level features to describe an image or use deep features to describe images but still leave a lot of...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2018.02.003

    authors: Pang S,Orgun MA,Yu Z

    更新日期:2018-05-01 00:00:00

  • Computer simulation of propagated activation in different types of left ventricular enlargement.

    abstract::An increase of the left ventricular mass does not always have an unambiguous effect on the electro- or vectorcardiographic image of ventricular activation. To analyse this phenomenon, three types of left ventricular enlargement were simulated by a computer model of propagated activation in cardiac ventricles. These we...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/0169-2607(94)90089-2

    authors: Szathmáry V,Ruttkay-Nedecký I,Osvald R

    更新日期:1994-08-01 00:00:00

  • Graphical simulation environments for modelling and simulation of integrative physiology.

    abstract::Guyton's original integrative physiology model was a milestone in integrative physiology, combining significant physiological knowledge with an engineering perspective to develop a computational diagrammatic model. It is still used in research and teaching, with a small number of variants on the model also in circulat...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2010.05.001

    authors: Mangourova V,Ringwood J,Van Vliet B

    更新日期:2011-06-01 00:00:00

  • Resolving complex research data management issues in biomedical laboratories: Qualitative study of an industry-academia collaboration.

    abstract::This paper describes a distributed collaborative effort between industry and academia to systematize data management in an academic biomedical laboratory. Heterogeneous and voluminous nature of research data created in biomedical laboratories make information management difficult and research unproductive. One such co...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2015.11.001

    authors: Myneni S,Patel VL,Bova GS,Wang J,Ackerman CF,Berlinicke CA,Chen SH,Lindvall M,Zack DJ

    更新日期:2016-04-01 00:00:00

  • Image operations in quantification of atherosclerosis from digitized angiograms.

    abstract::This report describes a method of quantifying the inner volume (lumen volume) of a contrast medium-filled femoral artery from a roentgenogram by computerized image analysis. The various factors influencing the accuracy of the volume determination are analyzed and an image-processing procedure for the elimination of ar...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/0169-2607(91)90098-e

    authors: Berglund I,Bengtsson E,Erikson U,Högman N,Nilsson S

    更新日期:1991-05-01 00:00:00

  • Modelling intestinal glucose absorption in premature infants using continuous glucose monitoring data.

    abstract:BACKGROUND:Model-based glycaemic control protocols have shown promise in neonatal intensive care units (NICUs) for reducing both hyperglycaemia and insulin-therapy driven hypoglycaemia. However, current models for the appearance of glucose from enteral feeding are based on values from adult intensive care cohorts. This...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2018.10.005

    authors: Knopp JL,Signal M,Harris DL,Marics G,Weston P,Harding J,Tóth-Heyn P,Hómlok J,Benyó B,Chase JG

    更新日期:2019-04-01 00:00:00

  • Using the job-exposure matrix for elaborating job histories.

    abstract::A first software (JHS) for the elaboration of job histories oriented toward risks was designed and results published In an article "A software for the elaboration of Job Histories". This article presents a second software (JES), based on the use of a job-exposure matrix designed for one company. The matrix is essentia...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/0169-2607(92)90056-d

    authors: Martin JM,Mouaddib AI,Bouzid M,Robaux P

    更新日期:1992-09-01 00:00:00

  • Robust real time eye tracking for computer interface for disabled people.

    abstract::Gaze is a natural input for a Human Computer Interface (HCI) for disabled people, who have of course an acute need for a communication system. An efficient eye tracking procedure is presented providing a non-invasive method for real time detection of a subject eyes in a sequence of frames captured by low cost equipmen...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2009.03.010

    authors: De Santis A,Iacoviello D

    更新日期:2009-10-01 00:00:00

  • Classification of nervous system withdrawn and approved drugs with ToxPrint features via machine learning strategies.

    abstract:BACKGROUND AND OBJECTIVES:Early-phase virtual screening of candidate drug molecules plays a key role in pharmaceutical industry from data mining and machine learning to prevent adverse effects of the drugs. Computational classification methods can distinguish approved drugs from withdrawn ones. We focused on 6 data set...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2017.02.004

    authors: Onay A,Onay M,Abul O

    更新日期:2017-04-01 00:00:00

  • New Doppler-based imaging method in echocardiography with applications in blood/tissue segmentation.

    abstract::A parametric model for the ultrasound signals from blood and tissue is developed and a new imaging method, knowledge-based imaging, is defined. This method utilizes the likelihood ratio function to classify blood and tissue signals. The method separates blood and tissue signals by the difference in movement patterns i...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2009.03.012

    authors: Hovda S,Rue H,Olstad B

    更新日期:2009-10-01 00:00:00

  • Analyzing hedyotis diffusa mechanisms of action from the genomics perspective.

    abstract:BACKGROUND AND OBJECTIVE:Hedyotis diffusa is an herb used for anti-cancer, anti-oxidant, anti-inflammatory, and anti-fibroblast treatment in the clinical practice of Traditional Chinese Medicine. However, its pharmacological mechanisms have not been fully established and there is a lack of modern scientific verificatio...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2018.10.019

    authors: Hu CJ,He J,Li GZ,Fang PP,Xie JD,Ding YW,Mao YQ,Hu KF

    更新日期:2019-06-01 00:00:00

  • Seizure onset detection based on detection of changes in brain activity quantified by evolutionary game theory model.

    abstract:BACKGROUND AND OBJECTIVE:Epilepsy is one of the most common diseases of the nervous system, affecting about 1% of the world's population. The unpredictable nature of the epilepsy seizures deprives the patients and those around them of living a normal life. Therefore, the development of new methods that can help these p...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2020.105899

    authors: Hamavar R,Asl BM

    更新日期:2020-12-17 00:00:00

  • Structure of the standardized computerized 24-h diet recall interview used as reference method in the 22 centers participating in the EPIC project. European Prospective Investigation into Cancer and Nutrition.

    abstract::A computerized 24-h diet recall interview program (EPIC-SOFT) was developed for use in a large European multi-center study, namely the European Prospective Investigation into Cancer and Nutrition (EPIC). This program, which was adapted for each participating country and translated into nine languages, was developed to...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章,多中心研究

    doi:10.1016/s0169-2607(98)00088-1

    authors: Slimani N,Deharveng G,Charrondière RU,van Kappel AL,Ocké MC,Welch A,Lagiou A,van Liere M,Agudo A,Pala V,Brandstetter B,Andren C,Stripp C,van Staveren WA,Riboli E

    更新日期:1999-03-01 00:00:00

  • Information theoretic multiscale truncated SVD for multilead electrocardiogram.

    abstract:BACKGROUND AND OBJECTIVE:In this paper an information theory based multiscale singular value decomposition (SVD) is proposed for multilead electrocardiogram (ECG) signal processing. The shrinkage of singular values for different multivariate multiscale matrices at wavelet scales is based on information content. It aims...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2016.01.010

    authors: Sharma LN

    更新日期:2016-06-01 00:00:00

  • NONMEMory: a run management tool for NONMEM.

    abstract::NONMEM is an extremely powerful tool for nonlinear mixed-effect modelling and simulation of pharmacokinetic and pharmacodynamic data. However, it is a console-based application whose output does not lend itself to rapid interpretation or efficient management. NONMEMory has been created to be a comprehensive project ma...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2005.02.003

    authors: Wilkins JJ

    更新日期:2005-06-01 00:00:00

  • The reengineering of a software system for glaucoma analysis.

    abstract::Glaucoma is a destructive eye disease that causes blindness in individuals displaying little or no symptoms. There is no cure as yet though there are treatments that can arrest its effects or slow its development. The earlier the disease is detected, the more likely the treatment will be successful; however early dete...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2005.01.002

    authors: Fraser RG,Armarego J,Yogesan K

    更新日期:2005-08-01 00:00:00

  • An operator approach to interactive data processing. I. The system.

    abstract::A computer software system for interactive data processing is described. Data are transferred between functions ('operators'). Execution flow is designed in a semi-graphical language. Data are composed of arbitrary data types in sequences of any length. The system works as an interpreter and the user may define or mod...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/0169-2607(88)90025-9

    authors: Lööf Y

    更新日期:1988-09-01 00:00:00

  • Automatic classification of sleep stages based on the time-frequency image of EEG signals.

    abstract::In this paper, a new method for automatic sleep stage classification based on time-frequency image (TFI) of electroencephalogram (EEG) signals is proposed. Automatic classification of sleep stages is an important part for diagnosis and treatment of sleep disorders. The smoothed pseudo Wigner-Ville distribution (SPWVD)...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2013.07.006

    authors: Bajaj V,Pachori RB

    更新日期:2013-12-01 00:00:00

  • The future of Medicare policy reform.

    abstract::The Medicare program, the largest health insurance program in the United States, is clearly at a crossroads as it enters its third decade. Historical increases in health care expenditures, plus a changing political and economic landscape, have set the groundwork for policy reform. Two basic reform strategies--reimburs...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/0169-2607(87)90055-1

    authors: Dobson A,Langenbrunner JC

    更新日期:1987-09-01 00:00:00

  • Nanomaterial based flow of Prandtl-Eyring (non-Newtonian) fluid using Brownian and thermophoretic diffusion with entropy generation.

    abstract:BACKGROUND:The augmentation of cooling or heating in a mechanical and industrial process may create a saving in energy, decrease process time, protract the working existence of hardware and raise thermal rating. A few procedures are even influenced subjectively by the action of increased heat transport. The advancement...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2019.105017

    authors: Khan MI,Khan SA,Hayat T,Khan MI,Alsaedi A

    更新日期:2019-10-01 00:00:00

  • Predicting daily outcomes in acetaminophen-induced acute liver failure patients with machine learning techniques.

    abstract:BACKGROUND/OBJECTIVE:Assessing prognosis for acetaminophen-induced acute liver failure (APAP-ALF) patients during the first week of hospitalization often presents significant challenges. Current models such as the King's College Criteria (KCC) and the Acute Liver Failure Study Group (ALFSG) Prognostic Index are develop...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2019.04.012

    authors: Speiser JL,Karvellas CJ,Wolf BJ,Chung D,Koch DG,Durkalski VL

    更新日期:2019-07-01 00:00:00

  • Non-invasive assessment of liver quality in transplantation based on thermal imaging analysis.

    abstract:BACKGROUND AND OBJECTIVE:Liver quality evaluation is one of the vital steps for predicting the success of liver transplantation. Current evaluation methods, such as biopsy and visual inspection, which are either invasive or lack of consistent standards, provide limited predictive value of long-term transplant viability...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2018.06.003

    authors: Lan Q,Sun H,Robertson J,Deng X,Jin R

    更新日期:2018-10-01 00:00:00

  • An approach based on wavelet analysis for feature extraction in the a-wave of the electroretinogram.

    abstract::Most biomedical signals are non-stationary. The knowledge of their frequency content and temporal distribution is then useful in a clinical context. The wavelet analysis is appropriate to achieve this task. The present paper uses this method to reveal hidden characteristics and anomalies of the human a-wave, an import...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2011.05.001

    authors: Barraco R,Persano Adorno D,Brai M

    更新日期:2011-12-01 00:00:00

  • Heart rate variability metrics for fine-grained stress level assessment.

    abstract:BACKGROUND AND OBJECTIVES:In spite of the existence of a multitude of techniques that allow the estimation of stress from physiological indexes, its fine-grained assessment is still a challenge for biomedical engineering. The short-term assessment of stress condition overcomes the limits to stress characterization with...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2017.06.018

    authors: Pereira T,Almeida PR,Cunha JPS,Aguiar A

    更新日期:2017-09-01 00:00:00

  • Simulation study of PET detector configuration with thick light guide and GAPD array having large-area microcells for high effective quantum efficiency.

    abstract:BACKGROUND AND OBJECTIVES:Light sharing PET detector configuration coupled with thick light guide and Geiger-mode avalanche photodiode (GAPD) with large-area microcells was proposed to overcome the energy non-linearity problem and to obtain high light collection efficiency (LCE). METHODS:A Monte-Carlo simulation was c...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2016.04.007

    authors: Kang J,Choi Y

    更新日期:2016-07-01 00:00:00

  • Mathematical model of electrotonic interactions during excitation and repolarisation of myocardial tissue.

    abstract::A discrete model has been developed which reproduces the intercellular electrophysiological processes within a block of myocardial tissue. The behaviour of individual elements is introduced in the form of the digitised physiologic and premature action potentials which are comprehended as series of jumps between discre...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/0169-2607(91)90070-a

    authors: Malik M

    更新日期:1991-06-01 00:00:00

  • The monitoring and managing application of cloud computing based on Internet of Things.

    abstract::Cloud computing and the Internet of Things are the two hot points in the Internet application field. The application of the two new technologies is in hot discussion and research, but quite less on the field of medical monitoring and managing application. Thus, in this paper, we study and analyze the application of cl...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2016.03.024

    authors: Luo S,Ren B

    更新日期:2016-07-01 00:00:00

  • An interactive medical image segmentation system based on the optimal management of regions of interest using topological medical knowledge.

    abstract::This paper presents an original interactive system for efficient medical image segmentation in computer aided diagnosis. The main originality concerns the method used to manage, according to an a priori topological-based structural model, regions of interest (ROIs) within which computations can be constrained. The goa...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2006.04.004

    authors: Fasquel JB,Agnus V,Moreau J,Soler L,Marescaux J

    更新日期:2006-06-01 00:00:00

  • Pupillary transient responses to within-task cognitive load variation.

    abstract::Changes in physiological signals due to task evoked cognitive load have been reported extensively. However, pupil size based approaches for estimating cognitive load on a moment-to-moment basis are not as well understood as estimating cognitive load on a task-to-task basis, despite the appeal these approaches have for...

    journal_title:Computer methods and programs in biomedicine

    pub_type: 杂志文章

    doi:10.1016/j.cmpb.2016.08.017

    authors: Wong HK,Epps J

    更新日期:2016-12-01 00:00:00