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arXiv 2001.04177astro-ph.EP
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Identifying Earth-impacting asteroids using an artificial neural network

John D. Hefele, Francesco Bortolussi, Simon Portegies Zwart

英文摘要:

By means of a fully connected artificial neural network, we identified asteroids with the potential to impact Earth. The resulting instrument, named the Hazardous Object Identifier (HOI), was trained on the basis of an artificial set of known impactors which were generated by launching objects from Earth's surface and integrating them backward in time. HOI was able to identify 95.25% of the known impactors simulated that were present in the test set as potential impactors. In addition, HOI was able to identify 90.99% of the potentially hazardous objects identified by NASA, without being trained on them directly.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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