Characterization with Fokker–Planck theory of the nonlinear stochastic dynamics of a class of two-state continuous bioreactors. (June 2021)
- Record Type:
- Journal Article
- Title:
- Characterization with Fokker–Planck theory of the nonlinear stochastic dynamics of a class of two-state continuous bioreactors. (June 2021)
- Main Title:
- Characterization with Fokker–Planck theory of the nonlinear stochastic dynamics of a class of two-state continuous bioreactors
- Authors:
- Baratti, Roberto
Alvarez, Jesus
Tronci, Stefania
Grosso, Massimilano
Schaum, Alexander - Abstract:
- Abstract: The nonlinear stochastic dynamics of a class of two-state bioreactors with isotonic or nonisotonic kinetics is analytically characterized with Fokker–Planck (FP) theory, with emphasis on: (i) the spatiotemporal geometry of the two-state probability density function (PDF) motion, (ii) conditions for metastability-based bio-extinction/revival (inexistent in deterministic systems), and (iii) state PDF behavior of the optimal (maximum yield) operation. It is found that, depending on the kind of kinetics: (i) the stationary state PDF is mono or bimodal, (ii) the state PDF motions can be either non-metastable along deterministic-diffusion time scale, or metastable towards probabilistic extinction/revival along deterministic-diffusion-escape time scale, and (iii) the optimal operation can have robust (or fragile) stationary PDF, depending on the particular kinetics and operation condition. The developments and results are illustrated with representative examples with Monod and Haldane kinetics, and put in perspective with the ones drawn before with Monte Carlo (MC) and FP methods. Highlights: Continuous bioreactors with iso/nonistonic kinetics and with noise are studied. The global-nonlinear stochastic dynamics are assessed with Fokker-Planck theory. Responses along deterministic, diffusion and escape time scales are characterized. Conditions for stochastic metastability-based extinction and revival are given. Geometric and analytic results are corroborated with numericalAbstract: The nonlinear stochastic dynamics of a class of two-state bioreactors with isotonic or nonisotonic kinetics is analytically characterized with Fokker–Planck (FP) theory, with emphasis on: (i) the spatiotemporal geometry of the two-state probability density function (PDF) motion, (ii) conditions for metastability-based bio-extinction/revival (inexistent in deterministic systems), and (iii) state PDF behavior of the optimal (maximum yield) operation. It is found that, depending on the kind of kinetics: (i) the stationary state PDF is mono or bimodal, (ii) the state PDF motions can be either non-metastable along deterministic-diffusion time scale, or metastable towards probabilistic extinction/revival along deterministic-diffusion-escape time scale, and (iii) the optimal operation can have robust (or fragile) stationary PDF, depending on the particular kinetics and operation condition. The developments and results are illustrated with representative examples with Monod and Haldane kinetics, and put in perspective with the ones drawn before with Monte Carlo (MC) and FP methods. Highlights: Continuous bioreactors with iso/nonistonic kinetics and with noise are studied. The global-nonlinear stochastic dynamics are assessed with Fokker-Planck theory. Responses along deterministic, diffusion and escape time scales are characterized. Conditions for stochastic metastability-based extinction and revival are given. Geometric and analytic results are corroborated with numerical simulation. … (more)
- Is Part Of:
- Journal of process control. Volume 102(2021)
- Journal:
- Journal of process control
- Issue:
- Volume 102(2021)
- Issue Display:
- Volume 102, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 102
- Issue:
- 2021
- Issue Sort Value:
- 2021-0102-2021-0000
- Page Start:
- 66
- Page End:
- 84
- Publication Date:
- 2021-06
- Subjects:
- Stochastic nonlinear bioreactor dynamics -- Structural stability -- Fokker–Planck equation -- State probability density function -- Stochastic metastability -- Monod kinetics -- Haldane kinetics -- Extinction and revival
Process control -- Periodicals
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660.281 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09591524 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jprocont.2021.04.004 ↗
- Languages:
- English
- ISSNs:
- 0959-1524
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5042.645000
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