Modelling and simulations of the migration of pelagic fish

被引:41
作者
Barbaro, Alethea [1 ]
Einarsson, Baldvin [1 ,2 ,4 ]
Birnir, Bjorn [1 ,2 ,4 ]
Sigurosson, Sven [3 ]
Valdimarsson, Heoinn [5 ]
Palsson, Olafur Karvel [5 ]
Sveinbjornsson, Sveinn [5 ]
Sigurosson, Porsteinn [5 ]
机构
[1] Univ Calif Santa Barbara, Dept Math, Santa Barbara, CA 93106 USA
[2] Univ Iceland, Fac Phys Sci, IS-101 Reykjavik, Iceland
[3] Univ Iceland, Fac Ind Engn Mech Engn & Comp Sci, IS-101 Reykjavik, Iceland
[4] Univ Calif Santa Barbara, Ctr Complex & Nonlinear Sci, Santa Barbara, CA 93106 USA
[5] Marine Res Inst Iceland, IS-121 Reykjavik, Iceland
关键词
collective motion; fish migration; Icelandic capelin; interacting particle model; Mallotus villosus; CAPELIN MALLOTUS-VILLOSUS; SELF-PROPELLED PARTICLES; BARENTS SEA; EMERGENT PROPERTIES; CONTINUUM MODEL; SCHOOLS; BEHAVIOR; SIZE; DENSITY; MOTION;
D O I
10.1093/icesjms/fsp067
中图分类号
S9 [水产、渔业];
学科分类号
090805 [渔业资源学];
摘要
We applied an interacting particle model to the Icelandic capelin stock to reproduce the spawning migration route for three different years, successfully predicting the route for 2008. Using available temperature data and approximated currents, and without using artificial forcing terms or a homing instinct, our model was able to reproduce the observed migration routes from all 3 years. By a sensitivity analysis, we identified oceanic temperature and the balance between the influence of interaction among particles and the particles' response to temperature as the control parameters most significant in determining the migration route. One significant contribution of this paper is the inclusion of orders of magnitude more particles than similar models, which affects the global behaviour of the model by propagating information about surrounding temperature through the school more efficiently. To maintain the same dynamics between different simulations, we argue a linear relationship between the time-step, radii of interactions, and the spatial resolution, and we argue that these scale as N-1/2, where N is the number of particles.
引用
收藏
页码:826 / 838
页数:13
相关论文
共 47 条
[1]
AOKI I, 1982, B JPN SOC SCI FISH, V48, P1081
[2]
Discrete and continuous models of the dynamics of pelagic fish: Application to the capelin [J].
Barbaro, Alethea B. T. ;
Taylor, Kirk ;
Trethewey, Peterson F. ;
Youseff, Lamia ;
Birnir, Bjoern .
MATHEMATICS AND COMPUTERS IN SIMULATION, 2009, 79 (12) :3397-3414
[3]
An ODE model of the motion of pelagic fish [J].
Birnir, Bjoern .
JOURNAL OF STATISTICAL PHYSICS, 2007, 128 (1-2) :535-568
[4]
From disorder to order in marching locusts [J].
Buhl, J ;
Sumpter, DJT ;
Couzin, ID ;
Hale, JJ ;
Despland, E ;
Miller, ER ;
Simpson, SJ .
SCIENCE, 2006, 312 (5778) :1402-1406
[5]
Effects of fish length and temperature on the timing of peak spawning in capelin (Mallotus villosus) [J].
Carscadden, J ;
Nakashima, BS ;
Frank, KT .
CANADIAN JOURNAL OF FISHERIES AND AQUATIC SCIENCES, 1997, 54 (04) :781-787
[6]
State transitions and the continuum limit for a 2D interacting, self-propelled particle system [J].
Chuang, Yao-Li ;
D'Orsogna, Maria R. ;
Marthaler, Daniel ;
Bertozzi, Andrea L. ;
Chayes, Lincoln S. .
PHYSICA D-NONLINEAR PHENOMENA, 2007, 232 (01) :33-47
[7]
Collective memory and spatial sorting in animal groups [J].
Couzin, ID ;
Krause, J ;
James, R ;
Ruxton, GD ;
Franks, NR .
JOURNAL OF THEORETICAL BIOLOGY, 2002, 218 (01) :1-11
[8]
Collective behavior of interacting self-propelled particles [J].
Czirók, A ;
Vicsek, T .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2000, 281 (1-4) :17-29
[9]
Spontaneously ordered motion of self-propelled particles [J].
Czirok, A ;
Stanley, HE ;
Vicsek, T .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1997, 30 (05) :1375-1385
[10]
Collective motion of organisms in three dimensions [J].
Czirók, A ;
Vicsek, M ;
Vicsek, T .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 1999, 264 (1-2) :299-304