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A hybrid heuristic-driven technique to study the dynamics of savanna ecosystem

机译:一种用于研究稀树草原生态系统动态的混合启发式驱动技术

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摘要

Abstract Savanna fire has many types: Savanna woody, Savanna vegetation, and grassland. In this paper, Savanna vegetation is studied, characterized by low trees and high grass. It grows in hot and seasonally dry conditions. The Savanna vegetation is described by relating to the environment and climate. Savanna vegetation is considered a metastable mixture of trees and grass and is advanced to explain stability. The Savanna vegetation is modeled with first-order linear differential equations having grass, trees, and sapling (young trees) as components. Furthermore, the model is evaluated numerically by integrating the global search technique Sine-Cosine algorithm and local search technique Interior point algorithm. Comprehensive numerical experiments are conducted to analyze numerical results. To validate solution of proposed technique, Runge-Kutta order four method isolution is taken as a reference solution. The solutions are compared graphically with the results of the reference technique. Performance indicators Mean Absolute Deviation, Root Mean Squared Error, and Error in Nash-Sutcliffe Efficiency are implemented to verify consistency, and multiple independent runs are drawn. Furthermore, the scheme is evaluated through convergence graphs as well.
机译:摘要 稀树草原火灾有多种类型:稀树草原木本、稀树草原植被和草地。本文研究了稀树草原植被,其特点是树木矮,草高。它生长在炎热和季节性干燥的条件下。稀树草原植被是通过与环境和气候有关来描述的。稀树草原植被被认为是树木和草的亚稳态混合物,并被用于解释稳定性。稀树草原植被采用一阶线性微分方程建模,其中草、树木和树苗(幼树)为组成部分。此外,通过集成全局搜索技术正余弦算法和局部搜索技术内点算法对模型进行数值评估。通过综合数值实验对数值结果进行分析。为了验证所提技术的解,以Runge-Kutta四阶方法isolution为参考解。将解决方案与参考技术的结果进行图形比较。实施性能指标平均绝对偏差、均方根误差和纳什-萨特克利夫效率误差以验证一致性,并绘制多个独立运行。此外,还通过收敛图对方案进行了评估。

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