Skip to main content
Log in

Almost periodic solutions in distribution sense for stochastic Lasota–Wazewska red blood cell models

  • Review
  • Published:
Nonlinear Dynamics Aims and scope Submit manuscript

Abstract

Stochastic ecological models have been widely developed and applied in the fields of population dynamics and epidemiology. At present, the almost periodic function-like solutions of stochastic differential equations in the sense of distribution have become a new research hot spot. The goal of this paper is to investigate the almost periodic solutions in the distribution sense of the stochastic Lasota–Wazewska red blood cell models with mixed delays. Using the Banach fixed point theorem, we first establish the existence of almost periodic solutions in the distribution sense. In the next step, we use stochastic analysis and inequality techniques to assess Lasota-Wazewsk red blood cell model mean square global exponential stability. At last, Matlab simulation figures are presented to confirm the scientificness of the derived prime conclusions. In the field of stochastic ecological models, the principal conclusions derived in this manuscript are innovative and possess tremendous theoretical value.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2

Similar content being viewed by others

Data Availability

Data sharing not applicable to this article as no datasets were generated or analyzed during the current paper.

References

  1. Ważewska-Czyżewska, M., Lasota, A.: Mathematical problems of the dynamics of a system of red blood cells. Matematyka Stosowana 4(6), 23–40 (1976)

    MathSciNet  Google Scholar 

  2. Beddington, J.R., May, R.M.: Time delays are not necessarily destabilizing. Math. Biosci. 27(1–2), 109–117 (1975)

    Article  MATH  Google Scholar 

  3. Kuang, Y., Feldstein, A.: Monotonic and oscillatory solutions of a linear neutral delay equation with infinite lag. SIAM J. Math. Anal. 21(6), 1633–1641 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  4. Kuang, Y., Feldstein, A.: Boundedness of solutions of a nonlinear nonautonomous neutral delay equation. J. Math. Anal. Appl. 156(1), 293–304 (1991)

    Article  MathSciNet  MATH  Google Scholar 

  5. Mackey, M.C., Glass, L.: Oscillation and chaos in physiological control systems. Science 197(4300), 287–289 (1977)

    Article  MATH  Google Scholar 

  6. Gurney, W.S.C., Blythe, S.P., Nisbet, R.M.: Nicholson’s blowflies revisited. Nature 287(5777), 17–21 (1980)

    Article  Google Scholar 

  7. Gosak, M., Markovič, R., Dolenšek, J., Rupnik, M.S., Marhl, M., Stožer, A., Perc, M.: Network science of biological systems at different scales: A review. Phys. Life Rev. 24, 118–135 (2018)

    Article  MATH  Google Scholar 

  8. Gosak, M., Milojević, M., Duh, M., Skok, K., Perc, M.: Networks behind the morphology and structural design of living systems. Phys. Life Rev. 41, 1–21 (2022)

    Article  Google Scholar 

  9. Gopalsamy, K., Trofimchuk, S.I.: Almost periodic solutions of Lasota-Wazewska-type delay differential equation. J. Math. Anal. Appl. 237(1), 106–127 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  10. Yan, J.R.: Existence and global attractivity of positive periodic solution for an impulsive Lasota-Wazewska model. J. Math. Anal. Appl. 279(1), 111–120 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  11. Liu, G.R., Zhao, A.M., Yan, J.R.: Existence and global attractivity of unique positive periodic solution for a Lasota-Wazewska model. Nonlinear Anal. Theory Methods Appl. 64(8), 1737–1746 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  12. Stamov, G.T.: On the existence of almost periodic solutions for the impulsive Lasota-Wazewska model. Appl. Math. Lett. 22(4), 516–520 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  13. Zhou, H., Zhou, Z.F., Wang, Q.: Positive almost periodic solution for a class of Lasota-Wazewska model with infinite delays. Appl. Math. Comput. 218(8), 4501–4506 (2011)

    MathSciNet  MATH  Google Scholar 

  14. Huang, Z.D., Gong, S.H., Wang, L.J.: Positive almost periodic solution for a class of Lasota-Wazewska model with multiple time-varying delays. Comput. Math. Appl. 61(4), 755–760 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  15. Yao, Z.J.: Existence and exponential stability of unique almost periodic solution for Lasota-Wazewska red blood cell model with perturbation on time scales. Math. Methods Appl. Sci. 40(13), 4709–4715 (2017)

    MathSciNet  MATH  Google Scholar 

  16. Li, Y.K., Wang, Y.L., Li, B.: Existence and finite-time stability of a unique almost periodic positive solution for fractional-order Lasota-Wazewska red blood cell models. Int. J. Biomath. 13(2), 2050013 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  17. Shao, J.Y.: Pseudo almost periodic solutions for a Lasota-Wazewska model with an oscillating death rate. Appl. Math. Lett. 43, 90–95 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  18. Rihani, S., Kessab, A., Chérif, F.: Pseudo almost periodic solutions for a Lasota-Wazewska model. Electron. J. Diff. Eqn. 2016(62), 1–17 (2016)

    MATH  Google Scholar 

  19. Golec, J., Sathananthan, S.: Stability analysis of a stochastic logistic model. Math. Comput. Model. 38(5–6), 585–593 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  20. Cai, G.Q., Lin, Y.K.: Stochastic analysis of the Lotka-Volterra model for ecosystems. Phys. Rev. E 70(4), 041910 (2004)

    Article  Google Scholar 

  21. Li, X.Y., Mao, X.R.: Population dynamical behavior of non-autonomous Lotka-Volterra competitive system with random perturbation. Discrete Cont. Dyn. Syst. Ser. A 24(2), 523–593 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  22. Nguyen, D.: Asymptotic behavior of linear fractional stochastic differential equations with time-varying delays. Commun. Nonlinear Sci. Numer. Simul. 19(1), 1–7 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  23. Perc, M., Gosak, M., Marhl, M.: From stochasticity to determinism in the collective dynamics of diffusively coupled cells. Chem. Phys. Lett. 421(1–3), 106–110 (2006)

    Article  Google Scholar 

  24. Perc, M., Gosak, M., Marhl, M.: Periodic calcium waves in coupled cells induced by internal noise. Chem. Phys. Lett. 437(1–3), 143–147 (2007)

    Article  Google Scholar 

  25. Gosak, M., Marhl, M., Perc, M.: Chaos out of internal noise in the collective dynamics of diffusively coupled cells. The. Eur. Phys. J. B 62, 171–177 (2008)

    Article  Google Scholar 

  26. Zhou, H., Zhou, Z.F., Qiao, Z.M.: Mean-square almost periodic solution for impulsive stochastic Nicholson’s blowflies model with delays. Appl. Math. Comput. 219(11), 5943–5948 (2013)

    MathSciNet  MATH  Google Scholar 

  27. Wang, P., Lin, Q.M., Li, Y.K.: Mean-square almost periodic solutions for impulsive stochastic host-macroparasite equation on time scales. Discrete Dyn. Nat. Soc. 306349, 1–10 (2015)

    MathSciNet  MATH  Google Scholar 

  28. Wang, C., Agarwal, R.P.: Almost periodic solution for a new type of neutral impulsive stochastic Lasota-Wazewska timescale model. Appl. Math. Lett. 70, 58–65 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  29. Zhou, H., Jiang, W.: Existence and stability of positive almost periodic solution for stochastic Lasota-Wazewska model. J. Appl. Math. Comput. 47(1–2), 61–71 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  30. Mellah, O., De Fitte, P.R.: Counterexample to mean square almost periodicity of the solutions of some SDEs with almost periodic coefficients. Electron. J. Diff. Eqn. 2013(91), 199–225 (2013)

    MATH  Google Scholar 

  31. Kamenskii, M., Mellah, O., De Fitte, P.R.: Weak averaging of semilinear stochastic differential equations with almost periodic coefficients. J. Math. Anal. Appl. 427(1), 336–364 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  32. Bedouhene, F., Challali, N., Mellah, O., De Fitte, P.R., Smaali, M.: Almost periodic solution in distribution for stochastic differential equations with Stepanov almost periodic coefficients, (2017), arXiv preprint arXiv:1703.00282

  33. Meng, X.F., Li, Y.K.: Almost periodic solutions in distribution sense for quaternion-valued stochastic delayed neural networks. IEEE Access 8, 51830–51840 (2020)

    Article  Google Scholar 

  34. Fristedt, B., Gray, L.: A Modern Approach to Probability Theory. Birkhäuser, Boston (1997)

Download references

Funding

This work is supported by the National Natural Sciences Foundation of People’s Republic of China under Grant 11971421, and Yunnan Fundamental Research Projects under Grant 202201AU070170, and Yunnan Provincial Department of Education Science Research Fund Project under Grants 2022J0480 and 2022Y489, and Yunnan Province XingDian Talent Support Program (YNWR-YLXZ-2018-020), and the Key Laboratory of Complex Dynamics System and Application Analysis of Department of Education of Yunnan Province.

Author information

Authors and Affiliations

Authors

Contributions

XM: Conceptualization, Investigation, Writing—Original draft preparation. ZL: Conceptualization, Methodology, Writing—Review and Editing. YF: Software, Writing—Review and Editing, Funding acquisition.

Corresponding author

Correspondence to Yu Fei.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Consent for publication

Not applicable.

Ethical approval

Not applicable.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Meng, X., Li, Z. & Fei, Y. Almost periodic solutions in distribution sense for stochastic Lasota–Wazewska red blood cell models. Nonlinear Dyn 111, 16627–16641 (2023). https://doi.org/10.1007/s11071-023-08572-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11071-023-08572-x

Keywords

Navigation