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Alternative attractors may boost uncertainty and sensitivity in ecological models

机译:替代吸引子可能会在生态模型中提高不确定性和敏感性

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Numerous ecosystems, ranging from coral reefs, and forests to deserts and lakes have been shown to possess alternative stable states. This phenomenon has obvious important implications for management, as it may imply unexpected collapse of the system and large resistance to restoration efforts. In this paper we show that alternative attractors also have important consequences from the technical modelers' point of view. Performing a Monte-Carlo uncertainty analysis with an existing individual-based simulation model for macrophyte growth, we found that the uncertainty in the model results may be remarkably high under some conditions, We demonstrate that this high uncertainty is caused by the alternative stable states of the model: if the noise on the parameters exceeds a critical threshold, the model uncertainty can increase steeply, due to switches to the other equilibrium. Such amplification of sensitivity is restricted to certain regions of the parameter space and depends on the initial state of the model. In the vicinity of catastrophical bifurcation points, uncertainty approaches infinity as even tiny parameter changes may cause a switch to the other equilibrium. (C) 2002 Elsevier Science B.V. All rights reserved. [References: 28]
机译:从珊瑚礁和森林到沙漠和湖泊的众多生态系统都已显示出具有替代稳定状态。这种现象对管理层具有明显的重要意义,因为它可能意味着系统意外崩溃和恢复努力的大量抵抗力。在本文中,我们表明,替代吸引人也具有技术建模的观点的重要影响。对宏观物节增长的现有个体基于个性的仿真模型进行蒙特卡罗不确定性分析,我们发现模型结果中的不确定性可能在某些条件下显着高,我们证明这种高不确定性是由替代稳定状态引起的该模型:如果参数上的噪声超过临界阈值,则由于切换到其他平衡,模型不确定性可能会急剧增加。这种灵敏度的这种放大限于参数空间的某些区域,并且取决于模型的初始状态。在灾难性分岔点附近,不确定性接近无限远,因为即使微小的参数变化也可能导致切换到其他平衡。 (c)2002年Elsevier Science B.v.保留所有权利。 [参考:28]

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