In last few years,big data and deep learning technologies have been successfully applied in various fields of civil engineering with the great progress of machine learning techniques.However,until now,there has been n...In last few years,big data and deep learning technologies have been successfully applied in various fields of civil engineering with the great progress of machine learning techniques.However,until now,there has been no comprehensive review on its applications in civil engineering.To fill this gap,this paper reviews the application and development of artificial intelligence in civil engineering in recent years,including intelligent algorithms,big data and deep learning.Through the work of this paper,the research direction and difficulties of artificial intelligence in civil engineering for the past few years can be known.It is shown that the studies of artificial intelligence in civil engineering mainly focus on structural maintenance and management,and the design optimization.展开更多
大数据技术相比于传统的数据分析技术可以实现对海量数据的快速处理和价值挖掘,当前已经应用于医疗、能源等行业。为探寻大数据技术在土木工程中的应用前景,首先需要把握其应用现状。本文在Web of Science数据库、Engineering Village...大数据技术相比于传统的数据分析技术可以实现对海量数据的快速处理和价值挖掘,当前已经应用于医疗、能源等行业。为探寻大数据技术在土木工程中的应用前景,首先需要把握其应用现状。本文在Web of Science数据库、Engineering Village数据库以及中国知网等国内外有代表性的文献数据库中检索相关文章并做归纳分析,总结大数据技术在土木工程中的应用现状,并预测在土木工程中应用大数据技术的发展趋势,为在土木工程中进一步应用大数据技术提供参考依据。展开更多
基金This work has been supported by the Chinese National Natural Science Foundation(51208126,51578169)Guangzhou Municipal Science and Technology Bureau in China(201904010307).
文摘In last few years,big data and deep learning technologies have been successfully applied in various fields of civil engineering with the great progress of machine learning techniques.However,until now,there has been no comprehensive review on its applications in civil engineering.To fill this gap,this paper reviews the application and development of artificial intelligence in civil engineering in recent years,including intelligent algorithms,big data and deep learning.Through the work of this paper,the research direction and difficulties of artificial intelligence in civil engineering for the past few years can be known.It is shown that the studies of artificial intelligence in civil engineering mainly focus on structural maintenance and management,and the design optimization.
文摘大数据技术相比于传统的数据分析技术可以实现对海量数据的快速处理和价值挖掘,当前已经应用于医疗、能源等行业。为探寻大数据技术在土木工程中的应用前景,首先需要把握其应用现状。本文在Web of Science数据库、Engineering Village数据库以及中国知网等国内外有代表性的文献数据库中检索相关文章并做归纳分析,总结大数据技术在土木工程中的应用现状,并预测在土木工程中应用大数据技术的发展趋势,为在土木工程中进一步应用大数据技术提供参考依据。
