Change visualisation: Analysing the resource and timing differences between two event logs

被引:13
|
作者
Low, W. Z. [1 ]
van der Aalst, W. M. P. [1 ,2 ]
ter Hofstede, A. H. M. [1 ,2 ]
Wynn, M. T. [1 ]
De Weerdt, J. [3 ]
机构
[1] Queensland Univ Technol, 2 George St, Brisbane, Qld 4000, Australia
[2] Tech Univ Eindhoven, Dept Math & Comp Sci, NL-5612 AZ Eindhoven, Netherlands
[3] Katholieke Univ Leuven, Dept Decis Sci & Informat Management, Oude Markt 13, B-3000 Louvain, Belgium
关键词
Event log comparison; Comparative process visualisation; Visual analytics; COGNITIVE FIT; PERFORMANCE;
D O I
10.1016/j.is.2016.10.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With organisations facing significant challenges to remain competitive, Business Process Improvement (BPI) initiatives are often conducted to improve the efficiency and effectiveness of their business processes, focussing on time, cost, and quality improvements. Event logs which contain a detailed record of business operations over a certain time period, recorded by an organisation's information systems, are the first step towards initiating evidence-based BPI activities. Given an (original) event log as a starting point, an approach to explore better ways to execute a business process was developed, resulting in an improved (perturbed) event log. Identifying the differences between the original event log and the perturbed event log can provide valuable insights, helping organisations to improve their processes. However, there is a lack of automated techniques and appropriate visualisations to detect the differences between two event logs. Therefore, this research aims to develop visualisation techniques to provide targeted analysis of resource reallocation and activity rescheduling. The differences between two event logs are first identified. The changes between the two event logs are conceptualised and realised with a number of visualisations. With the proposed visualisations, analysts are able to identify resource- and time-related changes that resulted in a cost reduction, and subsequently investigate and translate them into actionable items for BPI in practice. Ultimately, analysts can make use of this comparative information to initiate evidence-based BPI activities.
引用
收藏
页码:106 / 123
页数:18
相关论文
共 17 条
  • [1] An Extensible Framework for Analysing Resource Behaviour Using Event Logs
    Pika, Anastasiia
    Wynn, Moe T.
    Fidge, Colin J.
    ter Hofstede, Arthur H. M.
    Leyer, Michael
    van der Aalst, Andwil M. P.
    ADVANCED INFORMATION SYSTEMS ENGINEERING (CAISE 2014), 2014, 8484 : 564 - 579
  • [2] A work time study analysing differences in resource use between psychiatric inpatients
    Wolff, Jan
    McCrone, Paul
    Berger, Mathias
    Patel, Anita
    Ackermann, Christian
    Gerhardt, Katja
    Normann, Claus
    SOCIAL PSYCHIATRY AND PSYCHIATRIC EPIDEMIOLOGY, 2015, 50 (08) : 1309 - 1315
  • [3] A work time study analysing differences in resource use between psychiatric inpatients
    Jan Wolff
    Paul McCrone
    Mathias Berger
    Anita Patel
    Christian Ackermann
    Katja Gerhardt
    Claus Normann
    Social Psychiatry and Psychiatric Epidemiology, 2015, 50 : 1309 - 1315
  • [4] Change In Core Temperature Differences Between Two Work/Rest Cycles In The Heat
    Bachraty, Joseph P.
    Pryor, J. Luke
    Vandermark, Lesley W.
    Pryor, Riana R.
    MEDICINE & SCIENCE IN SPORTS & EXERCISE, 2023, 55 (09) : 125 - 126
  • [5] Quantification and visualisation of differences between two motor tasks based on energy density maps for brain-computer interface applications
    Vuckovic, A.
    Sepulveda, F.
    CLINICAL NEUROPHYSIOLOGY, 2008, 119 (02) : 446 - 458
  • [6] Physiological differences between two overlapped breeding Antarctic penguins in a global change perspective
    Verónica L. D’Amico
    Néstor Coria
    María Gabriela Palacios
    Andrés Barbosa
    Marcelo Bertellotti
    Polar Biology, 2016, 39 : 57 - 64
  • [7] Physiological differences between two overlapped breeding Antarctic penguins in a global change perspective
    D'Amico, Veronica L.
    Coria, Nestor
    Gabriela Palacios, Maria
    Barbosa, Andres
    Bertellotti, Marcelo
    POLAR BIOLOGY, 2016, 39 (01) : 57 - 64
  • [8] Event-related potentials can reveal differences between two decision-making groups
    Cutmore, TRH
    Muckert, TD
    BIOLOGICAL PSYCHOLOGY, 1998, 47 (02) : 159 - 179
  • [9] Timing matters: there are significant differences in short-term outcomes between two time points of status epilepticus
    Yiwen Pan
    Yu Feng
    Weifeng Peng
    Yang Cai
    Jing Ding
    Xin Wang
    BMC Neurology, 22
  • [10] No Sperm Morphometric Differences between Two Populations of Diamondbacked Watersnakes (Nerodia rhombifer) with Varying Resource Availability
    Konvalina, John D.
    Stanley, Jonathan W.
    Trauth, Stanley E.
    Plummer, Michael, V
    COPEIA, 2020, 108 (02) : 376 - 380