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Marcus Michael Noack1, David Perryman2, Harinarayan Krishnan1
1The Center for Advanced Mathematics for Energy Research Applications (CAMERA), Lawrence Berkeley National Laboratory, Berkeley, CA, USA.
本研究介绍了一种混合优化算法 (HGDL),该算法平衡了机器学习和主动学习的功能评估和全球最佳发现. 通过有效地找到高质量的本地最佳状态,HGDL增强了自主实验.
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