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首页> 外文期刊>Journal of geophysical research. Earth Surface: JGR >Modeling the surface mass balance of a high Arctic glacier using the ERA-40 reanalysis
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Modeling the surface mass balance of a high Arctic glacier using the ERA-40 reanalysis

机译:使用ERA-40再分析对北极高冰川的表面质量平衡进行建模

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摘要

Investigating glacier mass balance via the use of numerical models provides an important insight into glacier-climate interactions and allows for the assessment of future changes in sea level and local water resources. The application of mass balance models to unmonitored regions has previously been inhibited by the inadequate spatial coverage of local meteorological observations. One way to overcome this problem is through the use of climate reanalysis products. In this paper we evaluate the ability of the European Centre for Medium-Range Forecasts ERA-40 reanalysis to drive a surface mass balance model of Midre Lovenbreen, northwest Spitsbergen, Svalbard. The ERA-40 reanalysis is validated and bias-corrected against long-term observations from two nearby in situ weather stations. The model is calibrated over the period of mass balance observations (1968-2001) using a downhill simplex parameter optimization technique to minimize the error between observed and simulated mass balances. The calibrated model is then used to extend the mass balance record of Midre Lovenbreen back to the beginning of the reanalysis in 1958. Overall, the ERA-40 reanalysis is found to correspond sufficiently well with surface observations to be used for mass balance modeling. When driven using the ERA-40 reanalysis, the calibrated surface mass balance model performs very well. The area-averaged cumulative errors for winter, summer, and net balances are all very small over the period 1968-2001 (<0.3 m water equivalent (w.e.)). For the centerline stakes the correlation coefficients between observed and modeled net, winter, and summer balances are 0.83, 0.84, and 0.77, respectively. Using the hindcasted mass balances, a mean cumulative mass loss of –17.8 ± 3.7 m w.e. is estimated over the 44 year period 1958-2001.
机译:通过使用数值模型研究冰川的质量平衡,可以对冰川与气候的相互作用提供重要的见识,并可以评估未来海平面和当地水资源的变化。以前,由于当地气象观测的空间覆盖范围不足,无法将质量平衡模型应用于不受监控的区域。解决这一问题的一种方法是使用气候再分析产品。在本文中,我们评估了欧洲中型预测中心ERA-40再分析驱动斯瓦尔巴特群岛西北Spitsbergen的Midre Lovenbreen表面质量平衡模型的能力。 ERA-40再分析已得到验证,并根据两个附近就地气象站的长期观测进行了偏正。使用下坡单纯形参数优化技术在质量平衡观测期间(1968-2001年)对模型进行校准,以最小化观察到的和模拟的质量平衡之间的误差。然后,使用校准后的模型将Midre Lovenbreen的质量平衡记录扩展到1958年重新分析的开始。总的来说,发现ERA-40重新分析与用于质量平衡建模的表面观测值非常吻合。当使用ERA-40再分析进行驱动时,校准的表面质量平衡模型的性能非常好。在1968-2001年期间,冬季,夏季和净余额的面积平均累积误差都非常小(<0.3 m水当量(w.e.))。对于中心线放样,观察到的和模型化的净,冬季和夏季余额之间的相关系数分别为0.83、0.84和0.77。使用后验的质量平衡,平均累积质量损失为–17.8±3.7 mw.e。估计在1958-2001年的44年中。

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