从数据到生产研究中的大数据:过去与未来趋势

From data to big data in production research: the past and future trends

International Journal of Production Research · 2018
被引 233 · 同刊同年前 5%
ABS 3

中文导读

回顾了数据在生产研究中的应用演变,从分析模型转向数据驱动,指出数据挖掘正成为主流方法,并展望了未来趋势。

Abstract

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.

生产研究数据科学大数据数据挖掘运营管理