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Multivariate Hybrid Modelling of Future Wave-Storms at the Northwestern Black Sea

机译:西北黑海未来海浪风暴的多元混合建模

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The characterization of future wave-storms and their relationship to large-scale climate can provide useful information for environmental or urban planning at coastal areas. A hybrid methodology (process-based and statistical) was used to characterize the extreme wave-climate at the northwestern Black Sea. The Simulating WAve Nearshore spectral wave-model was employed to produce wave-climate projections, forced with wind-fields projections for two climate change scenarios: Representative Concentration Pathways (RCPs) 4.5 and 8.5. A non-stationary multivariate statistical model was built, considering significant wave-height and peak-wave-period at the peak of the wave-storm, as well as storm total energy and storm-duration. The climate indices of the North Atlantic Oscillation, East Atlantic Pattern, and Scandinavian Pattern have been used as covariates to link to storminess, wave-storm threshold, and wave-storm components in the statistical model. The results show that, first, under both RCP scenarios, the mean values of significant wave-height and peak-wave-period at the peak of the wave-storm remain fairly constant over the 21st century. Second, the mean value of storm total energy is more markedly increasing in the RCP4.5 scenario than in the RCP8.5 scenario. Third, the mean value of storm-duration is increasing in the RCP4.5 scenario, as opposed to the constant trend in the RCP8.5 scenario. The variance of each wave-storm component increases when the corresponding mean value increases under both RCP scenarios. During the 21st century, the East Atlantic Pattern and changes in its pattern have a special influence on wave-storm conditions. Apart from the individual characteristics of each wave-storm component, wave-storms with both extreme energy and duration can be expected in the 21st century. The dependence between all the wave-storm components is moderate, but grows with time and, in general, the severe emission scenario of RCP8.5 presents less dependence between storm total energy and storm-duration and among wave-storm components.
机译:未来海浪风暴的特征及其与大规模气候的关系可以为沿海地区的环境或城市规划提供有用的信息。混合方法(基于过程和统计方法)用于表征西北黑海的极端波浪气候。模拟波浪近岸光谱波模型被用于生成波浪气候预测,并在两种气候变化场景(代表性浓度路径(RCP)4.5和8.5)的强迫下采用风场预测。建立了一个非平稳的多元统计模型,该模型考虑了波风暴高峰时的重要波高和波峰周期,以及风暴的总能量和风暴持续时间。北大西洋涛动,东大西洋格局和斯堪的纳维亚格局的气候指数已被用作协变量,以与统计模型中的暴风雨,海浪阈值和海浪组件联系起来。结果表明,首先,在两种RCP情景下,在21世纪,海浪风暴的峰值处的重要波高和波峰周期的平均值都保持恒定。其次,与RCP8.5方案相比,RCP4.5方案中风暴总能量的平均值显着增加。第三,在RCP4.5情景中,风暴持续时间的平均值正在增加,而在RCP8.5情景中则是持续趋势。在两种RCP情景下,当相应的平均值增加时,每个波浪风暴分量的方差都会增加。在21世纪,东大西洋格局及其格局变化对海浪风暴条件具有特殊影响。除了每个波浪风暴分量的个别特征之外,在21世纪还可以期待具有极端能量和持续时间的波浪风暴。所有波浪风暴成分之间的依赖性是中等的,但会随着时间而增长,并且一般来说,RCP8.5的严重排放情景显示,风暴总能量与风暴持续时间之间以及波浪风暴成分之间的依赖性较小。

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