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Attribute engineering may gain from an excellent broader area understanding, which is not specific to disruption prediction tasks and doesn't involve understanding of disruptions. Alternatively, information-driven procedures discover in the vast degree of info gathered over time and possess achieved excellent overall performance, but absence interpretability12,thirteen,14,15,16,17,18,19,20. Equally strategies get pleasure from one other: rule-based mostly procedures accelerate the calculation by surrogate designs, whilst info-driven methods take pleasure in domain expertise When picking input alerts and designing the product. Now, both equally methods need enough facts from your focus on tokamak for instruction the predictors just before They may be applied. Most of the other methods posted in the literature deal with predicting disruptions especially for one particular unit and lack generalization means. Considering the fact that unmitigated disruptions of the higher-efficiency discharge would severely destruction long run fusion reactor, it's demanding to accumulate enough disruptive facts, Specifically at significant functionality routine, to coach a usable disruption predictor.
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人工智能将带来怎样的学习未来—基于国际教育核心期刊和发展报告的质性元分析研究
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