利用控制系统模型预测纽芬兰冰山季节的严重程度

IF 1.7 3区 地球科学 Q4 METEOROLOGY & ATMOSPHERIC SCIENCES
G. Bigg, Yifan Zhao, Edward Hanna
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引用次数: 1

摘要

纽芬兰东部大浅滩地区的冰山危险性每年都有很大变化。在某些年份,没有冰山进入北纬48°以南,而在其他年份,超过1000座冰山进入欧洲和北美东北部之间的主要航道。提前了解这种季节性危害将对船舶路线以及维持有效冰害服务所需的资源产生重大影响。在这里,根据预测跨越48°N的冰山数量,使用窗口误差减少比控制系统识别方法来预测2018年纽芬兰冰山季节的严重程度,并预测2017年的冰山数量。最好的估计是在2017年9月底之前有766±297座冰山穿过48°N, 2018年有685±207座。这两个数字都高于最近观测到的592座冰山的平均数量,2017年也大幅高于这一数字。鉴于年度冰山数量的双峰性质,这意味着我们对2017年和2018年的预测都是冰山高峰季节,置信度为71%。然而,2018年冰山数量很可能略低于1000座,而我们对2017年的较高预测与观测到的1008座一致。我们的验证分析涵盖了截至2016年的20年期间,表明我们的模型对48°N冰山数量的高或低性质的对应在统计上稳稳性达到0.05%的水平,技能水平为80%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Forecasting the severity of the Newfoundland iceberg season using a control systems model
ABSTRACT The iceberg hazard for the Grand Banks area to the east of Newfoundland varies dramatically from one year to the next. In some years no icebergs penetrate south of 48°N, while in others well over 1000 icebergs enter the main shipping lanes between Europe and NE North America. Advance knowledge of this seasonal hazard would have major implications for ship routing, as well as the resources required for maintaining an effective ice hazard service. Here, a Windowed Error Reduction Ratio control system identification approach is used to forecast the severity of the 2018 iceberg season off Newfoundland, in terms of the predicted number of icebergs crossing 48°N, as well as to hindcast iceberg numbers for 2017. The best estimates are for 766 ± 297 icebergs crossing 48°N before the end of September 2017 and 685 ± 207 for 2018. These are both above the recent observed average of 592 icebergs for that date, and substantially so for 2017. Given the bimodal nature of the annual iceberg number, this means that our predictions for both 2017 and 2018 are for a high iceberg season, with a 71% level of confidence. However, it is most likely that the 2018 iceberg numbers will be somewhat less than 1000, while our higher hindcast for 2017 is consistent with the observed level of 1008. Our verification analysis, covering the 20-year period up to 2016, shows our model's correspondence to the high or low nature of the 48°N iceberg numbers is statistically robust to the 0.05% level, with a skill level of 80%.
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来源期刊
CiteScore
7.50
自引率
9.70%
发文量
8
审稿时长
>12 weeks
期刊介绍: The Journal of Operational Oceanography will publish papers which examine the role of oceanography in contributing to the fields of: Numerical Weather Prediction; Development of Climatologies; Implications of Ocean Change; Ocean and Climate Forecasting; Ocean Observing Technologies; Eutrophication; Climate Assessment; Shoreline Change; Marine and Sea State Prediction; Model Development and Validation; Coastal Flooding; Reducing Public Health Risks; Short-Range Ocean Forecasting; Forces on Structures; Ocean Policy; Protecting and Restoring Ecosystem health; Controlling and Mitigating Natural Hazards; Safe and Efficient Marine Operations
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