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Song, Minseok
Business Process Intelligence(BPI) Lab
Research Interests
  • Process mining

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Bayesian network construction from event log for lateness analysis in port logistics

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Title
Bayesian network construction from event log for lateness analysis in port logistics
Author
Sutrisnowati, Riska AsrianaBae, HyerimSong, Minseok
Keywords
Bayesian network; Container workflow; Port logistics process; Process mining
Issue Date
201511
Publisher
PERGAMON-ELSEVIER SCIENCE LTD
Citation
COMPUTERS & INDUSTRIAL ENGINEERING, v.89, no., pp.53 - 66
Abstract
The handling of containers in port logistics consists of several activities, such as discharging, loading, gate-in and gate-out, among others. These activities are carried out using various equipment including quay cranes, yard cranes, trucks, and other related machinery. The high inter-dependency among activities and equipment on various factors often puts successive activities off schedule in real-time, leading to undesirable activity down time and the delay of activities. A late container process, in other words, can negatively affect the scheduling of the following ones. The purpose of the study is to analyze the lateness probability using a Bayesian network by considering various factors in container handling. We propose a method to generate a Bayesian network from a process model which can be discovered from event logs in port information systems. In the network, we can infer the activities' lateness probabilities and, sequentially, provide to port managers recommendations for improving existing activities.
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DOI
http://dx.doi.org/10.1016/j.cie.2014.11.003
ISSN
0360-8352
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