Analysis of Intra-Annual Variability of Heat Fluxes in the North Atlantic Based on Approximation of Trajectories of the Stochastic Diffusion Process

IF 0.5 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS
N. P. Tuchkova, K. P. Belyaev, G. M. Mikhaylov, K. A. Romashina
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引用次数: 0

Abstract

To analyze heat fluxes, observational data for 1979–2018 were used for the North Atlantic. The spatiotemporal variability of the total heat flux was modeled using stochastic diffusion. The coefficients of the stochastic differential equation were estimated by using nonparametric statistics. Previously, the existence and uniqueness of a solution in the strong sense of the stochastic differential equation generated by the constructed diffusion process was proven when Kolmogorov’s conditions were met. In this work, the coefficients of the equation were approximated using trigonometric polynomials whose amplitudes and phases depended on the flow values. Using a given series of 40 years in length from 1979 to 2018, spatial maps and time curves were constructed. The results are shown for 1999 and 2018, and their comparative analysis is also carried out. Numerical calculations were performed on the Lomonosov-2 supercomputer at Lomonosov Moscow State University.

Abstract Image

基于随机扩散过程轨迹近似的北大西洋热通量年际变率分析
为了分析热通量,使用了北大西洋1979-2018年的观测数据。用随机扩散方法模拟了总热流的时空变异性。采用非参数统计方法对随机微分方程的系数进行估计。先前,在满足Kolmogorov条件时,证明了由构造的扩散过程生成的随机微分方程在强意义上解的存在唯一性。在这项工作中,方程的系数使用三角多项式近似,其振幅和相位取决于流量值。以1979年至2018年的40年为时间序列,构建了空间图和时间曲线。给出了1999年和2018年的结果,并进行了对比分析。数值计算在莫斯科国立罗蒙诺索夫大学的罗蒙诺索夫-2超级计算机上进行。
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来源期刊
AUTOMATIC DOCUMENTATION AND MATHEMATICAL LINGUISTICS
AUTOMATIC DOCUMENTATION AND MATHEMATICAL LINGUISTICS COMPUTER SCIENCE, INFORMATION SYSTEMS-
自引率
40.00%
发文量
18
期刊介绍: Automatic Documentation and Mathematical Linguistics  is an international peer reviewed journal that covers all aspects of automation of information processes and systems, as well as algorithms and methods for automatic language analysis. Emphasis is on the practical applications of new technologies and techniques for information analysis and processing.
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