You may literally save the world
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As a former nuclear engineer, I'd be thrilled if deep learning turns the ever constant "fusion is probably 30 years away" into a true statement.
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"prediction with long warning times" yes please
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Keras (for deep learning in nuclear fusion) was used here too:https://arxiv.org/abs/1802.02242
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Exciting times! Here's another paper on using CNNs to reconstruct the 2D plasma profile inside tokamaks + RNNs to predict plasma disruptions. From NVIDIA's GPU tech conference last yearhttps://www.profillic.com/paper/arxiv:1811.00333 …
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Yeah, this is great. May be we can find some physical laws just by understanding what is done in deep learning models
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"stellarators are disruption resilient". Micro-instabilities have been around forever. Big doubts as to if tokamaks will ever work.
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It was a pleasure to work with Keras and Tensorflow on this project - greatly improved dev speed
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It's probably impossible to stand athwart the deep learning hype, but it is worth noting that the results were basically a marginal improvement over the prior SotA. Nice work but not sure why it got into Nature.
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