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Updated: Jul 11, 2025

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封面:一种无类的方法来生成平衡的数据集,用于过程建模

Isaac Severinsen1, Wei Yu1, Timothy Walmsley2

  • 1Department of Chemical and Materials Engineering, University of Auckland, 5 Grafton Road, Auckland, 1010, New Zealand.

ISA transactions
|November 11, 2023
PubMed
概括

一种名为Covert (无类超采样技术) 的新方法可以改进工业数据集,以实现更好的流程建模. 它的性能优于Smote等现有方法,在工业数字双胞胎中,数据驱动模型的准确性提高了20%.

关键词:
无类过量抽样无类过量抽样数字双胞胎 数字双胞胎 数字双胞胎历史数据 历史数据不平衡的数据不平衡的数据不平衡回归是一种不平衡的回归.核密度估计的核密度估计.过程建模过程建模

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