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Flexibility on storage-release based distributed hydrologic modeling with object-oriented approach

机译:面向对象方法的基于存储释放的分布式水文建模的灵活性

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With the availability of advanced hydrologic data in public domain such as remote sensed and climate change scenario data, there is a need for a modeling framework that is capable of using these data to simulate and extend hydrologic processes with multidisciplinary approaches for sustainable water resources management. To address this need, a storage-release based distributed hydrologic model,(STORE DHM) is developed based on an object-oriented approach. The model is tested for demonstrating model flexibility and extensibility to know how to well integrate object-oriented approach to further hydrologic research issues, e.g., reconstructing missing precipitation in this study, without changing its main frame. Moreover, the STORE DHM is applied to simulate hydrological processes with multiple classes in the Nanticoke watershed. This study also describes a conceptual and structural framework of object oriented inheritance and aggregation characteristics under the STORE DHM. In addition, NearestMP (missing value estimation based on nearest neighborhood regression) and KerneIMP (missing value estimation based on Kernel Function) are proposed for evaluating STORE DHM flexibility. And then, STORE DHM runoff hydrographs compared with NearestMP and KemeIMP runoff hydrographs. Overall results from these comparisons show promising hydrograph outputs generated by the proposed two classes. Consequently, this study suggests that STORE DHM with an object-oriented approach will be a comprehensive water resources modeling tools by adding additional classes for toward developing through its flexibility and extensibility. (C) 2016 Elsevier B.V. All rights reserved.
机译:随着公共领域中先进的水文数据(例如遥感和气候变化情景数据)的可用性,需要一种建模框架,该模型框架能够使用这些数据通过多学科方法来模拟和扩展水文过程,以实现可持续的水资源管理。为了满足这一需求,基于面向对象的方法开发了一种基于存储释放的分布式水文模型(STORE DHM)。对模型进行了测试,以展示模型的灵活性和可扩展性,以了解如何很好地整合面向对象的方法来解决进一步的水文研究问题,例如在不更改其主要框架的情况下重建本研究中的降水不足。此外,STORE DHM还用于模拟Nanticoke流域中多个类别的水文过程。这项研究还描述了STORE DHM下面向对象的继承和聚合特征的概念和结构框架。另外,提出了NestestMP(基于最近邻域回归的缺失值估计)和KerneIMP(基于核函数的缺失值估计)来评估STORE DHM的灵活性。然后,将STORE DHM径流水位图与NearestMP和KemeIMP径流水位图进行比较。这些比较的总体结果表明,由拟议的两个类别产生的水文图输出前景广阔。因此,这项研究表明,采用面向对象方法的STORE DHM通过添加其他类来通过其灵活性和可扩展性进行开发,将成为一种全面的水资源建模工具。 (C)2016 Elsevier B.V.保留所有权利。

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