Analyzing Risk of Stock Collapse in a Fishery Under Stochastic Profit Maximization

Diwakar Poudel, L. Sandal, S. Kvamsdal
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引用次数: 7

Abstract

In commercial fisheries, stock collapse is an intrinsic problem caused by overexploitation or due to pure stochasticity. To analyze the risk of stock collapse, we apply a relatively simple Monte Carlo approach which can capture complex stock dynamics. We use an economic model with downward sloping demand and stock dependent costs. First, we derive an optimal exploitation policy as a feedback control rule and analyze the effects of stochasticity. We observe that the stochastic solution is more conservative compared to the deterministic solution at low level of stochasticity. For moderate level of stochasticity, a more myopic exploitation is optimal at small stock and conservative at large stock level. For relatively high stochasticity, one should be myopic in exploitation. Then, we simulate the system forward in time with the optimal solution. In simulated paths, some stock recovered while others collapsed. From the simulation approach, we estimate the probability of stock collapse and characterize the long term stable region.
随机利润最大化条件下渔业种群崩溃风险分析
在商业渔业中,种群数量锐减是由于过度捕捞或纯粹随机性造成的内在问题。为了分析股票崩盘的风险,我们采用了一个相对简单的蒙特卡罗方法,它可以捕捉复杂的股票动态。我们使用一个需求向下倾斜和库存依赖成本的经济模型。首先,我们推导了一个最优开发策略作为反馈控制规则,并分析了随机性的影响。我们观察到,在低随机水平下,随机解比确定性解更保守。在中等随机性水平下,在小种群水平上采取较短视的开发方式是最优的,在大种群水平上采取保守的开发方式。对于相对较高的随机性,人们应该目光短浅地加以利用。然后,用最优解对系统进行了实时前向仿真。在模拟的路径中,一些股票反弹,而另一些则暴跌。通过模拟方法,我们估计了库存崩溃的概率,并描述了长期稳定区域的特征。
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