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Break-through in predictive modelling opens new possibilities for aquatic ecology and management-a review

机译:预测建模的突破为水生生态学和管理带来了新的可能性-综述

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Due to the complex nature of ecosystems,it has long been argued that process-based dynamic models will never predict well,and numerous studies and critical model tests have also shown this and that simple regression models often predict better for less work.A new generation of dynamic models have,however,been presented that invalidate previous statements about the predictive power of more comprehensive process-oriented dynamic models.These new dynamic models predict important ecosystem variables very well from few and readily accessible driving variables.This paper gives a review of these new models (mass-balance modelling for lakes,rivers and coastal areas and foodweb modelling based on functional groups) and highlights some important reasons for this break-through in modelling in terms of predictive power,wide applicability and practical use.This open new possibilities in aquatic ecology and ecosystem management,e.g.,(1) to predict ecosystem effects of pollutants,(2) to estimate changes in the structure of aquatic foodwebs related to future climate changes,(3) to predict consequences of fish kill catastrophes and biomanipulations and (4) to develop new approaches to set fish quota to complement the methods used today where fish quotas are set from fish catch statistics,and not from the amount of food available for fish and for the prey of the fish,i.e.,from the presuppositions given by the aquatic foodweb.
机译:由于生态系统的复杂性,长期以来一直有人争辩说基于过程的动态模型永远无法很好地预测,并且大量研究和关键模型测试也表明了这一点,并且简单的回归模型通常可以预测较少的工作量。但是,已经提出了一些动力学模型,使先前关于更全面的面向过程的动力学模型的预测能力的陈述无效。这些新的动力学模型通过很少且易于访问的驱动变量很好地预测了重要的生态系统变量。这些新模型(针对湖泊,河流和沿海地区的质量平衡模型以及基于功能组的食物网模型)从预测能力,广泛适用性和实用性方面突出了模型突破的一些重要原因。水生生态学和生态系统管理的可能性,例如,(1)预测污染物对生态系统的影响,(2)估算污染物改变与未来气候变化有关的水生食物网的结构,(3)预测鱼的杀灭性灾难和生物操纵的后果,(4)开发新的方法来设定鱼的配额,以补充当今从鱼中设定鱼的配额的方法捕获统计数据,而不是从可用于鱼类和鱼类猎物的食物量中,即从水生食物网给出的假设中获取数据。

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