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首页> 外文期刊>International Journal of Production Research >From data to big data in production research: the past and future trends
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From data to big data in production research: the past and future trends

机译:从数据到生产研究中的大数据:过去和未来的趋势

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摘要

Data have been utilised in production research in meaningful ways for decades. Recent years have offered data in larger volumes and improved quality collected from diverse sources. The state-of-the-art data research in production and the emerging methodologies are discussed. The review of the literature suggests that production research enabled by data has shifted from that based on analytical models to data-driven. Manufacturing and data envelopment analysis have been the most popular application areas of data-driven methodologies. The research published to date indicates that data mining is becoming a dominant methodology in production research. Future trends and opportunities for data-driven production research are presented.
机译:几十年来,数据已以有意义的方式在生产研究中使用。近年来提供了较大的数量和从不同来源收集的提高质量的数据。讨论了生产和新兴方法的最先进的数据研究。文献的审查表明,数据启用的生产研究已从基于分析模型转移到数据驱动。制造和数据包络分析是数据驱动方法中最受欢迎的应用领域。发布到迄今为止的研究表明,数据挖掘正在成为生产研究中的主要方法。提出了未来的趋势和数据驱动生产研究的机遇。

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