Unveiling Bottlenecks in Logistics: A Case Study on Process Mining for Root Cause Identification and Diagnostics in an Air Cargo Terminal

被引:0
|
作者
Li, Chiao-Yun [1 ,2 ]
Shinde, Tejaswini [1 ]
He, Wanyi [3 ]
Lau, Sean Shing Fung [3 ]
Hiew, Morgan Xian Biao [3 ]
Tam, Nicholas T. L. [3 ]
Joshi, Aparna [1 ]
Van der Aalst, Andwil M. P. [1 ,2 ]
机构
[1] Rhein Westfal TH Aachen, Aachen, Germany
[2] Fraunhofer FIT, Birlinghoven Castle, St Augustin, Germany
[3] Hong Kong Ind Artificial Intelligence & Robot Ctr, Shatin, Hong Kong, Peoples R China
关键词
Process mining; Logistic; Root cause identification; Root cause diagnostics; Performance Spectrum; Case study;
D O I
10.1007/978-3-031-48424-7_21
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
To improve processes in logistics, it is crucial to understand the factors influencing performance. To achieve this, process mining utilizes event data to extract insights into operational processes. In this paper, we present a case study conducted in an air cargo terminal, where process mining is applied to event data collected during package distribution. The primary objective is to identify the root causes of bottlenecks in the system. However, practical limitations, including noisy sensor data, scalability challenges, and abstraction limitations, require a different approach than conventional process mining projects. Building upon existing process mining techniques, we develop a two-fold approach to identify root causes at the data level and provide diagnostics at the business level. Through a comprehensive analysis of the provided datasets, we substantiate the effectiveness and practical applicability of our approach in analyzing root causes.
引用
收藏
页码:291 / 307
页数:17
相关论文
共 12 条
  • [1] A Simulation Study of Logistics Operations at an Air Cargo Terminal
    Ou, Jianxin
    Zhou, Hong
    Li, Zhengdao
    [J]. 2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 4403 - 4407
  • [2] The study on the segmentation process of the air cargo customers on the basis of data mining
    Wu, Zhong
    Li, Cheng
    Li, Hong-yan
    [J]. PROCEEDING OF THE SEVENTH INTERNATIONAL CONFERENCE ON INFORMATION AND MANAGEMENT SCIENCES, 2008, 7 : 95 - 101
  • [3] A BSC framework for air cargo terminal performance improvement: A case study
    Chen, CH
    Chou, SY
    [J]. CONCURRENT ENGINEERING: THE WORLDWIDE ENGINEERING GRID, PROCEEDINGS, 2004, : 823 - 828
  • [4] Process bottlenecks identification and its root cause analysis using fusion-based clustering and knowledge graph
    Tang, Junya
    Liu, Ying
    Lin, Kuo-yi
    Li, Li
    [J]. ADVANCED ENGINEERING INFORMATICS, 2023, 55
  • [5] A Case Study of Failure Analysis and root cause identification on ESD-induced Breakdown
    Liu, Hongmin
    Li, Zhe
    Weng, Zheng
    [J]. ISTFA 2016: CONFERENCE PROCEEDINGS FROM THE 42ND INTERNATIONAL SYMPOSIUM FOR TESTING AND FAILURE ANALYSIS, 2016, : 291 - 293
  • [6] Team experiences of the root cause analysis process after a sentinel event: a qualitative case study
    Silje Liepelt
    Hildegunn Sundal
    Ralf Kirchhoff
    [J]. BMC Health Services Research, 23
  • [7] Team experiences of the root cause analysis process after a sentinel event: a qualitative case study
    Liepelt, Silje
    Sundal, Hildegunn
    Kirchhoff, Ralf
    [J]. BMC HEALTH SERVICES RESEARCH, 2023, 23 (01)
  • [8] Characterization and preliminary root cause identification of black powder content in a gas transmission network - A case study
    Khan, Tariq S.
    Alshehhi, M.
    Stephen, S.
    Khezzar, L.
    [J]. JOURNAL OF NATURAL GAS SCIENCE AND ENGINEERING, 2015, 27 : 769 - 775
  • [9] A hybrid approach for identification of root causes and reliability improvement of a die bonding process - a case study
    Li, HX
    Zuo, MJ
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 1999, 64 (01) : 43 - 48
  • [10] Root cause and vibration analysis to increase veneer manufacturing process efficiency: a case study on an industrial peeling lathe
    Tuninetti, Victor
    Alzugaray, Ricardo
    Gonzalez, Jorge
    Valenzuela, Marian
    Jaramillo, Andres
    Diez, Eduardo
    [J]. EUROPEAN JOURNAL OF WOOD AND WOOD PRODUCTS, 2021, 79 (04) : 951 - 966