向北移动,但从未远离我们

Yongheng Wang, Yuxiao Li, Yuewen Yang, Zhifan Zhang
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引用次数: 0

摘要

在过去的20年里,北大西洋鲭鱼和鲱鱼的迁徙方式发生了巨大的变化。在20世纪80年代,迁徙发生在夏末和秋季。现在,迁徙的开始是滞后的,它们的迁徙路线向离岸更远的地方移动。首先,建立支持向量机(SVM)模型预测单个地理坐标点的温度,然后将其应用于整个北大西洋。在对未来50年的海面温度进行预测后,利用地理信息分析工具ARCGIS进行聚类分析,对SVM模型进行优化。我们发现,在未来50年内,10条等温线将逐渐向北移动,具体来说,这两种鱼类的栖息地将在未来向北移动2.5°,远离大陆。其次,在前人预测的基础上,设计了小型渔业企业的经营评价模型,并假设最佳情景为全球变暖速度维持现状,最差情景为全球变暖速度加快1.5倍。我们的模型表明,在最好的情况下,公司在45年后继续捕鱼是无利可图的,在最坏的情况下,只有5年。最后,考虑到捕鱼地点可能会转移到其他国家,并给出建设性的操作建议,如按时间、按类别、按配额捕捞。
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Moving North But Never Far From Us
Over the past 20 years, the way North Atlantic mackerel and herring migrate has changed dramatically. In the 1980s, the migration occurred in the late summer and autumn. Now, the start of the migration is lagging, and their migration routes move further offshore. Firstly, we establish a support vector machine (SVM) model to predict the temperature of a single geographic coordinate point, and then applied it to the whole North Atlantic Ocean. After predicting the sea surface temperatures in the next 50 years, we conduct cluster analysis using ARCGIS, the geographic information analysis tool, to optimize our SVM model. We find that 10 isotherm gradually move northward in the next 50 years, specifically, the habitat of the two fish species will move 2.5◦northward in the future, further away from the mainland. Secondly, we design an operation evaluation model for a small fisheries company based on previous forecast, and assume the best scenario, that is, the rate of global warming to maintain the status QUO, and the worst scenario, 1.5 times faster global warming speed. Our model shows that in the best case, it is unprofitable for the company continuously go fishing after 45 years, and in the worst case, only 5 years. Finally, given that fishing places might move to another country, and give constructive operation suggestions like fishing by time, by categories and by quota.
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