Browse > Article
http://dx.doi.org/10.7737/JKORMS.2014.39.4.001

Analysis and Improvement of Stocking and Releasing Processes in Logistics Warehouse Using Process Mining Approach  

Kim, Hyun-Kyoung (Lotte Logistics)
Shin, KwangSup (Graduate School of Logistics, Incheon National University)
Publication Information
Abstract
The functions of stocking and releasing in logistics center consist of three major procedure such as receiving, shipping and stock managements. Each process includes various sub-processes which are complicatedly connected with each other. Furthermore, lots of operators execute various tasks in the different sub-processes, simultaneously. It makes difficult to standardize, monitor, and analyze the processes. This paper proposed the quantitative methodology using process mining approach to discover and analyze receiving and shipping processes. For this purpose, the PDA operation log data is analyzed to build a realistic process model. The deduced model has been compared with official process model. In addition, task assignment and social networks analysises are carried out by utilizing process mining tools. Also, it has been proposed how to improve the processes with the analytical simulation model based on the results of process mining.
Keywords
Logistics Center; Process Mining; Receiving and Shipping Process; Simulation;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 강영식, 강창재, 이은상, 신철규, "빅 데이터 환경에서 프로세스 마이닝의 감사 적용에 관한 연구", 감사논집, 제20호(2013), pp.5-35.
2 Rozinat, A., W.M.P. van der Aalst, Decision mining in ProM, Business Process Management, Springer Berlin Heidelberg, pp.420-425, 2006
3 Song, M., W.M.P. van der Aalst, "Towards comprehensive support for organizational mining," Decision Support Systems, Vol.46, No.1(2008), pp.300-317.   DOI   ScienceOn
4 Van der Aalst, W.M.P., A. Adriansyah, A. K. Alves de Medeiros, A. Karla Alves, F. Arcieri, T. Baier, T. Blickle, J.C. Bose, P. van den Brand, R. Brandtjen, J. Buijs, "Process mining manifesto," Business process management workshops, Lecture Note on Business Information Processing (2012), pp.169-194.
5 Van der Aalst, W.M.P., A.K. Alves de Medeiros and A.J.M.M. Weijters, "Genetic process mining : an experimental evaluation," Data Mining and Knowledge Discovery, Vol.14, No.2(2007), pp.245-304.   DOI   ScienceOn
6 Van der Aalst, W.M.P., Discovery, Conformance and Enhancement of Business Processes, Springer, Heidelberg, 2011.
7 Van Der Aalst, W.M.P., H.A. Reijers, M. Song, "Discovering social networks from event logs," Computer Supported Cooperative Work, Vol.14, No.6(2005), pp.549-593.   DOI   ScienceOn
8 Van der Aalst, W.M.P., T. Basten, "Inheritance of workflows : an approach to tackling problems related to change," Theoretical Computer Science, Vol.270, No.1(2002), pp.125-203.   DOI   ScienceOn
9 Wang, Y., F. Caron, J. Vanthienen, L. Huang, Y. Guo, "Acquiring logistics process intelligence : Methodology and an application for a Chinese bulk port," Expert Systems with Applications, Vol.41, No.1(2014), pp.195-209.   DOI
10 손숙영, 문현실, 김재경, 송민석, "프로세스 마이닝을 이용한 전시행사 분석", 대한산업공학회 추계학술대회논문집(2012), pp.131-137.
11 최상현, 한관희, 임건훈, "프로세스 마이닝 기법을 활용한 고장 수리 프로세스 분석", 한국콘텐츠학회논문지, 제13권, 제4호(2013), pp.399-406.   과학기술학회마을   DOI
12 송민석, van der Aalst, W., 최인준, "비즈니스 프로세스 수행자들의 Social Network Mining 에 대한 연구", 2004 대한산업공학회/한국경영과학회 춘계학술대회(2004).
13 이동하, "프로세스 마이닝을 이용한 조선 산업의 생산 공정 분석", 부산대학교 박사학위 논문 (2014).
14 Goedertier, S., J. D. Weerdt, D. Martens, J. Vanthienen, and B. Baesens, "Process discovery in event logs : An application in the telecom industry," Applied Soft Computing, Vol.11, No.2(2011), pp.1697-1710.   DOI   ScienceOn
15 전대욱, 배혜림, "프로세스 마이닝을 이용한 항만터미널 환경에서의 위치 기반 컨테이너 이동에 관한 분석", 대한산업공학회 추계학술대회 논문집(2013), pp.869-883.
16 하현식, "프로세스 마이닝 기법을 이용한 프로세스 개선 방안에 관한 연구", 부산대학교 박사학위논문(2012).
17 Bigus, J.P., Data mining with neural networks : solving business problems from application development to decision support, McGraw-Hill, 1996.
18 Jans, M., V.D. Werf, J. Martijn, N. Lybaert, and K. Vanhoof, "A business process mining application for internal transaction fraud mitigation," Expert Systems with Applications, Vol.38, No.10(2011), pp.13351-13359.   DOI
19 Jansen-Vullers, M.H., W.M.P. van der Aalst, and M. Rosemann, "Mining configurable enterprise information systems," Data and Knowledge Engineering, Vol.56, No.3(2006), pp.195-244.   DOI   ScienceOn
20 Mans, R., M. Schonenberg, M. Song, W.M.P. van der Aalst., P.J. Bakker, "Application of process mining in healthcare-a case study in a dutch hospital," Biomedical Engineering Systems and Technologies(2009), pp.425-438.
21 Rozinat, A., I.S. de Jong, C. Gunther, W.M.P. van der Aalst, "Process mining applied to the test process of wafer scanners in ASML," Systems, Man, and Cybernetics, Part C : Applications and Reviews, Institute of Electrical and Electronics Engineers Transactions, Vol.39, No.4(2009), pp.474-479.
22 강영식, 강창재, 손동욱, 박형진, 허동한, 서필교, "프로세스 마이닝 기반의 프로세스 혁신 지식 발견과 진단 : 전자결재 업무를 중심으로", 산업혁신연구, 제28권, 제1호(2012), pp.55-75.
23 Van der Aalst, W.M.P., H.A. Reijers, A. J. Weijters, B.F. van Dongen, A.K. Alves de Medeiros, M. Song, H. Verbeek, "Business process mining : An industrial application," Information Systems, Vol.32, No.5(2007), pp.713-732.   DOI   ScienceOn