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A chronology of plankton dynamics in silico: how computer models have been used to study marine ecosystems

机译:硅浮游生物动力学年表:计算机模型如何用于研究海洋生态系统

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Research on plankton ecology in the oceans has traditionally been conducted via two scientific approaches: in situ (in the field) and in vitro (in the laboratory). There is, however, a third approach: exploring plankton dynamics in silico, or using computer models as tools to study marine ecosystems. Models have been used for this purpose for over 60 years, and the innovations and implementations of historical studies provide a context for how future model applications can continue to advance our understanding. To that end, this paper presents a chronology of the in silico approach to plankton dynamics, beginning with modeling pioneers who worked in the days before computers. During the first 30 years of automated computation, plankton modeling focused on formulations for biological processes and investigations of community structure. The changing technological context and conceptual paradigms of the late-1970s and 1980s resulted in simulations becoming more widespread research tools for biological oceanographers. This period saw rising use of models as hypothesis-testing tools, and means of exploring the effects of circulation on spatial distributions of organisms. Continued computer advances and increased availability of data in the 1990s allowed old approaches to be applied to old and new problems, and led to developments of new approaches. Much of the modeling in the new millennium so far has incorporated these sophistications, and many cutting-edge applications have come from a new generation of plankton scientists who were trained by modeling gurus of previous eras. The future directions for modeling plankton dynamics are rooted in the historical studies.
机译:传统上,海洋中的浮游生物生态学是通过两种科学方法进行的:原位(现场)和体外(实验室)。但是,还有第三种方法:在计算机上探索浮游生物动力学,或使用计算机模型作为研究海洋生态系统的工具。为此,模型已经使用了60多年,历史研究的创新和实施为将来的模型应用如何继续增进我们的理解提供了背景。为此,本文介绍了一种用于浮游生物动力学的计算机方法的时间顺序,首先是在计算机出现之前工作的建模先驱。在自动计算的前30年中,浮游生物建模专注于生物过程的配方和群落结构的研究。 1970年代末期和1980年代末日新月异的技术环境和概念范式导致模拟成为生物海洋学家更广泛的研究工具。在这一时期,人们越来越多地使用模型作为假设检验工具,并探索循环对生物空间分布的影响的手段。 1990年代计算机技术的不断进步和数据可用性的提高,使得旧的方法可以应用于新的和新的问题,并导致了新方法的发展。迄今为止,新千年中的许多建模都结合了这些复杂性,并且许多前沿应用程序都来自新一代浮游生物科学家,这些科学家受过先前时代的建模专家的培训。浮游生物动力学建模的未来方向扎根于历史研究。

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