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Multiparameter retrieval of water optical properties from above-water remote-sensing reflectance using the simulated annealing algorithm

机译:使用模拟退火算法从水上遥感反射率中多参数检索水的光学特性

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摘要

Water-leaving radiance, measured just above the ocean surface, contains important information about near-surface or subsurface processes that occur on or below the deep ocean and coastal water. As such, retrieving seawater inherent optical properties (IOPs) is an important step to determining water type, subsurface light field, turbidity, pigment concentration, and sediment loading. However, the retrieval (or inversion) of seawater IOPs from just above water radiance measurements is a multiparameter nonlinear problem that is difficult to solve by conventional optimization methods. The applicability of the simulated annealing algorithm (SA) is explored as a nonlinear global optimizer to solve this multiparameter retrieval problem. The SA algorithm is combined with widely known semianalytical relations for sea-water's IOPs to parameter invert these properties from simulated and measured water-leaving reflectance spectra. Furthermore, given the versatility of the SA algorithm, the scheme is extended to retrieve water depth from input reflectance data. Extensive tests and comparisons with in situ and simulated data sets compiled by the International Ocean-Color Coordinating Group are presented. Field data include reflectance spectra acquired with a handheld GER 1500 spectroradiometer and absorption measurements, performed with the AC-9 instrument on waters around Singapore's nearby islands.
机译:仅在海洋表面上方测得的离水辐射率包含有关在深海和沿海水域内或下方发生的近地表或地下过程的重要信息。因此,获取海水固有光学特性(IOP)是确定水类型,地下光场,浊度,颜料浓度和沉积物含量的重要步骤。但是,从刚刚超过水的辐射率测量值中检索(或反转)海水IOP是一个多参数非线性问题,传统的优化方法很难解决。探索了模拟退火算法(SA)作为非线性全局优化器的适用性,以解决该多参数检索问题。 SA算法与广为人知的海水IOP的半解析关系相结合,从模拟和测量的离水反射光谱中对这些特性进行参数反演。此外,考虑到SA算法的多功能性,该方案已扩展为从输入反射率数据中检索水深。提出了与国际海洋色彩协调小组汇编的现场和模拟数据集进行的广泛测试和比较。现场数据包括使用手持GER 1500光谱仪获得的反射光谱和吸收测量,这些测量是使用AC-9仪器在新加坡附近岛屿周围的水域进行的。

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