Retrieving batch organisation of work insights from event logs

被引:32
作者
Martin, Niels [1 ]
Swennen, Marijke [2 ]
Depaire, Benoit [1 ]
Jans, Mieke [2 ]
Caris, An [3 ]
Vanhoof, Koen [2 ]
机构
[1] Hasselt Univ, Fac Business Econ, Agoralaan Bldg D, B-3590 Diepenbeek, Belgium
[2] Hasselt Univ, Agoralaan Bldg D, B-3590 Diepenbeek, Belgium
[3] Hasselt Univ, Operat Management & Logist, Agoralaan Bldg D, B-3590 Diepenbeek, Belgium
关键词
Batch processing; Event log; Event log insights; Process mining; Business process management; Process metrics; MODELS;
D O I
10.1016/j.dss.2017.02.012
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Resources can organise their work in batches, i.e. perform activities on multiple cases simultaneously, concurrently or intentionally defer activity execution to handle multiple cases (quasi-) sequentially. As batching behaviour influences process performance, efforts to gain insight on this matter are valuable. In this respect, this paper uses event logs, data files containing process execution information, as an information source. More specifically, this work (i) identifies and formalises three batch processing types, (ii) presents a resource-activity centered approach to identify batching behaviour in an event log and (iii) introduces batch processing metrics to acquire knowledge on batch characteristics and its influence on process execution. These contributions are integrated in the Batch Organisation of Work Identification algorithm (BOW), which is evaluated on both artificial and real-life data. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:119 / 128
页数:10
相关论文
共 25 条
[1]  
[Anonymous], 1988, Statistical power analysis for the behavioral sciences
[2]  
[Anonymous], PRODUCTION OPERATION
[3]  
[Anonymous], 2014, LNBIP
[4]  
[Anonymous], 2013, Business process management, DOI DOI 10.1007/978-3-642-33143-5
[5]  
[Anonymous], PRODUCTION MANAGEMEN
[6]  
[Anonymous], CONFORMANCE ENHANCEM
[7]   Value stream analysis of a re-engineered construction supply chain [J].
Arbulu, RJ ;
Tommelein, ID ;
Walsh, KD ;
Hershauer, JC .
BUILDING RESEARCH AND INFORMATION, 2003, 31 (02) :161-171
[8]  
Brucker P., 2007, Scheduling Algorithms, V3, DOI DOI 10.1007/978-3-540-69516-5
[9]   A POWER PRIMER [J].
COHEN, J .
PSYCHOLOGICAL BULLETIN, 1992, 112 (01) :155-159
[10]  
Goldratt E. M., 1990, Theory of constraints