Abstract The effects of stochastic perturbations and periodic excitations on the eutrophicated lake ecosystem are explored. Unlike the existing work in detecting early warning signals, this paper presents the most probable transition paths to characterize the regime shifts. The most probable transition paths are obtained by minimizing the Freidlin-Wentzell (FW) action functional and Onsager-Machlup (OM) action functional, respectively. The most probable path shows the movement trend of the lake eutrophication system under noise excitation, and describes the global transition behavior of the system. Under the excitation of Gaussian noise, the results show that the stability of the eutrophic state and the oligotrophic state has different results from two perspectives of potential well and the most probable transition paths. Under the excitation of Gaussian white noise and periodic force, we find that the transition occurs near the nearest distance between the stable periodic solution and the unstable periodic solution.
Jinlian Jiang(姜金连), Wei Xu(徐伟), Ping Han(韩平), and Lizhi Niu(牛立志) Most probable transition paths in eutrophicated lake ecosystem under Gaussian white noise and periodic force 2022 Chin. Phys. B 31 060203
[1] Burkett V R, Wilcox D A, Stottlemyer R, Barrow W, Fagre D, Baron J, Price J, Nielsen J L, Allen C D, Peterson D L, Ruggerone G and Doyle T 2005 Ecolog. Complex.2 357 [2] Scheffer M, Carpenter S, Foley J A, Folke C and Walker B 2001 Nature413 591 [3] Zhang H, Xu W, Han P and Qiao Y 2020 Phys. A556 124809 [4] Zhang H, Xu W, Guo Q, Han P and Qiao Y 2020 Chaos Solitons Fract.135 109767 [5] Zhang H, Xu W, Lei Y and Qiao Y 2019 Commun. Nonlinear Sci. Numer. Simulat.77 258 [6] Schindler D W 1977 Science195 260 [7] Carpenter S R 2005 Proc. Natl. Acad. Sci. USA102 10002 [8] Carpenter S R, Ludwig D and Brock W A 1999 Ecolog. Appl.9 751 [9] Carpenter S R, Caraco N F, Correll D L, Howarth R W, Sharpley A N and Smith V H 1998 Ecolog. Appl.8 559 [10] Scheffer M, Brock W and Westley F 2000 Ecosystems3 451 [11] Carpenter S and Brock W 2006 Ecology Lett.9 311 [12] Dakos V, van Nes E H and Scheffer M 2013 Theoret. Ecology6 309 [13] Wang R, Dearing J A, Langdon P G, Zhang E, Yang X, Dakos V and Scheffer M 2012 Nature492 419 [14] Ma J, Xu Y, Kurths J, Wang H and Xu W 2018 Chaos28 113601 [15] Ma J, Xu Y, Li Y, Tian R and Kurths J 2019 Chaos29 081102 [16] Ma J, Xu Y, Xu W, Li Y and Kurths J 2019 Sci. China-Techn. Sci.62 2144 [17] Li P, Nie L R, Huang Q R and Sun X X 2012 Chin. Phys. B21 050503 [18] Ruyin C, Wanli P, Jianqiang Z and Linru N 2016 Chaos26 093113 [19] Jianqiang Z, Linru N, Chongyang C and Xinyu Z 2016 AIP Advances6 075212 [20] Chen R, Chen C and Nie L 2017 Int. J. Mod. Phys. B31 1750259 [21] Chen R, Pan L, Nie L, Chen C, Zeng C and Liu S 2019 Indian J. Phys.93 115 [22] I Freidlin M and D Wentzell A Random Perturbations of Dynamical Systems (Berlin, Heidelberg: Springer) p. 2012 [23] Chen H, Shen C, Zhang H and Kurths J 2017 Chaos27 081102 [24] Chen X, Wu F, Duan J, Kurths J and Li X 2019 Appl. Math. Comput.348 425 [25] Franovic I, Todorovic K, Perc M, Vasovic N and Buric N 2015 Phys. Rev. E92 062911 [26] Tsiairis A, Wei P, Chao Y and Duan J 2021 Phys. A569 125749 [27] Wells D K, Kath W L and Motter A E 2015 Phys. Rev. X5 031036 [28] Folke C, Carpenter S, Walker B, Scheffer M, Elmqvist T, Gunderson L and Holling C S 2004 Annual Review of Ecology, Evolution, and Systematics35 557 [29] Brock W and Carpenter S 2006 Ecology and Society11 9 [30] Luchinsky D G and McClintock P V E 1997 Nature389 463 [31] Maier R S and Stein D L 1996 J. Statist. Phys.83 291 [32] Ludwig D 1975 Siam Review17 605 [33] Beri S, Mannella R, Luchinsky D G, Silchenko A N and McClintock P V E 2005 Phys. Rev. E72 036131 [34] Durr D and Bach A 1978 Commun. Math. Phys.60 153 [35] Onsager L and Machlup S 1953 Phys. Rev.91 1505 [36] Tisza L and Manning I 1957 Phys. Rev.105 1695 [37] Chen Y, Gemmer J A, Silber M and Volkening A 2019 Chaos29 043119
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