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文章基本信息

  • 标题:Research on Operational Intention Identification of Quayside Container Crane Driver
  • 本地全文:下载
  • 作者:Wei Yan ; Yuwei Zhao ; Houjun Lu
  • 期刊名称:International Journal of Hybrid Information Technology
  • 印刷版ISSN:1738-9968
  • 出版年度:2015
  • 卷号:8
  • 期号:1
  • 页码:317-324
  • DOI:10.14257/ijhit.2015.8.1.28
  • 出版社:SERSC
  • 摘要:To study intelligent auxiliary drive system of port machinery, it needs to identify operational intention of quayside container crane driver. With the background of loading and unloading process of quayside container crane, upon Hidden Markov Model, double HMM model is established. The algorithm of revised Forward-Backward is applied to calculate each likelihood of HMM in operation layer, the model of the largest likelihood is selected to be the identify result of operation behavior. After combining them to constitute the observation sequence bunch, it will be sent to the intention layer of HMM to conduct the identification of operation intention of crane driver. Finally, HMM is realized by Matlab. By means of field statistics, the basic data can be determined and effectiveness is also verified. It turns out that this model can accurately identify the operational intention of quayside container crane driver, which is of great significance for studying intelligent auxiliary drive system of port machinery.
  • 关键词:Crane driver; operational intention identification; operational behavior ; identification; HMM
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