Nonlinear optimal control of the acute inflammatory response. (January 2020)
- Record Type:
- Journal Article
- Title:
- Nonlinear optimal control of the acute inflammatory response. (January 2020)
- Main Title:
- Nonlinear optimal control of the acute inflammatory response
- Authors:
- Rigatos, G.
Busawon, K.
Abbaszadeh, M. - Abstract:
- Highlights: Optimal control of the infusion of anti-inflammatory and anti-bacterial medication is critical for achieving more effective and less costly pharmaceutical treatments. The model of the acute inflammatory response undergoes linearization around a temporary operating point which is computed at each iteration of the control algorithm. The linearization relies on Taylor series expansion and on the associated Jacobian matrices. To find the controller's feedback gains an algebraic Riccati equation is solved at each time-step of the control method. The stability properties of the control scheme are proven through Lyapunov analysis. Abstract: The article proposes a nonlinear optimal control approach for the dynamic model of the acute inflammatory response. This model describes the reaction of the human body to bacterial infection. Optimal control of the infusion of anti-inflammatory and anti-bacterial medication is critical for achieving more effective and less costly pharmaceutical treatments. To solve the related nonlinear optimal control problem the state-space description of the acute inflammatory response undergoes first approximate linearization around a temporary operating point which is recomputed at each iteration of the control algorithm. The linearization relies on Taylor series expansion and on the computation of the associated Jacobian matrices. For the approximately linearized model of the acute inflammatory response a stabilizing H-infinity feedbackHighlights: Optimal control of the infusion of anti-inflammatory and anti-bacterial medication is critical for achieving more effective and less costly pharmaceutical treatments. The model of the acute inflammatory response undergoes linearization around a temporary operating point which is computed at each iteration of the control algorithm. The linearization relies on Taylor series expansion and on the associated Jacobian matrices. To find the controller's feedback gains an algebraic Riccati equation is solved at each time-step of the control method. The stability properties of the control scheme are proven through Lyapunov analysis. Abstract: The article proposes a nonlinear optimal control approach for the dynamic model of the acute inflammatory response. This model describes the reaction of the human body to bacterial infection. Optimal control of the infusion of anti-inflammatory and anti-bacterial medication is critical for achieving more effective and less costly pharmaceutical treatments. To solve the related nonlinear optimal control problem the state-space description of the acute inflammatory response undergoes first approximate linearization around a temporary operating point which is recomputed at each iteration of the control algorithm. The linearization relies on Taylor series expansion and on the computation of the associated Jacobian matrices. For the approximately linearized model of the acute inflammatory response a stabilizing H-infinity feedback controller is designed. This controller stands for the solution of the optimal control problem under model uncertainties and external perturbations. To find the controller's feedback gains an algebraic Riccati equation is solved at each time-step of the control method. The stability properties of the control scheme are proven through Lyapunov analysis. … (more)
- Is Part Of:
- Biomedical signal processing and control. Volume 55(2020)
- Journal:
- Biomedical signal processing and control
- Issue:
- Volume 55(2020)
- Issue Display:
- Volume 55, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 55
- Issue:
- 2020
- Issue Sort Value:
- 2020-0055-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-01
- Subjects:
- Acute inflammatory response -- Anti-inflammatory medication -- Anti-bacterial treatment -- Nonlinear H-infinity control -- Nonlinear optimal control -- Robust control -- Riccati equation -- Global stability
Signal processing -- Periodicals
Biomedical engineering -- Periodicals
Signal Processing, Computer-Assisted -- Periodicals
Image Processing, Computer-Assisted -- Periodicals
Biomedical Engineering -- Periodicals
610.28 - Journal URLs:
- http://www.sciencedirect.com/science/journal/17468094 ↗
http://www.elsevier.com/journals ↗
http://www.sciencedirect.com/science?_ob=PublicationURL&_tockey=%23TOC%2329675%232006%23999989998%23626449%23FLA%23&_cdi=29675&_pubType=J&_auth=y&_acct=C000045259&_version=1&_urlVersion=0&_userid=836873&md5=664b5cf9a57fc91971a17faf20c32ec1 ↗ - DOI:
- 10.1016/j.bspc.2019.101631 ↗
- Languages:
- English
- ISSNs:
- 1746-8094
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2087.880400
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 12110.xml