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Human Resource Behaviour Simulation in Business Processes

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Abstract

The structure and dynamics of a modern business environment are very hard to model using traditional methods. Such complexity raises challenges to effective business analysis and improvement. The importance of applying business process simulation to analyse and improve business activities has been widely recognised. However, one remaining challenge is the development of approaches to human resource behaviour simulation. To address this problem, we describe a novel simulation approach where intelligent agents are used to simulate human resources by performing allocated work from a workflow management system. The behaviour of the intelligent agents is driven a by state transition mechanism called a hierarchical task network (HTN). We demonstrate and validate our simulator via a medical treatment process case study. Analysis of the simulation results shows that the behaviour driven by the HTN is consistent with design of the workflow model. We believe these preliminary results support the development of more sophisticated agent-based human resource simulation systems.

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References

  • Aalst WMP, Nakatumba J, Rozinat A (2010) Business process simulation. In: Jv B, Rosemann M (eds) Handbook on business process management, vol 1. Springer, Berlin/Heidelberg, pp 313–338

    Chapter  Google Scholar 

  • Agrawal R, Gunopulos D, Leymann F (1998) Mining process models from work-flow logs. Presented at the sixth international conference on extending database technology

    Google Scholar 

  • Bandara W, Indlska M, Sadiq S et al (2007) Major issue in business process management: an expert perspective. Presented at the 15th European conference on information systems

    Google Scholar 

  • Biffl WL, Smith WR, Moore EE et al (2001) Evolution of a multidisciplinary clinical pathway for the management of unstable patients with pelvic fractures. Ann Surg 233:843–850

    Article  Google Scholar 

  • Brown R (2010) Conceptual modelling in 3D virtual worlds for process communication. Presented at the Asia-Pacific conferences on conceptual modelling

    Google Scholar 

  • Brown R, Rasmussen R (2009) Virtual environment visualisation of executable business process models. In: Rao NR (ed) Virtual technologies for business and industrial applications: innovative and synergistic approaches. IGI Global, p 350 (15 April 2010)

    Google Scholar 

  • Croce MA, Magnotti LJ, Savage SA (2007) Emergent pelvic fixation in patients with exsanguinating pelvic fractures. J Am Coll Surg 204:935–939

    Article  Google Scholar 

  • Decker K, Li J (1998) Coordinated hospital patient scheduling. In: Proceedings of the third international conference on multi-agent systems, pp 104–111

    Google Scholar 

  • Erol K, Hendler J, Nau DS (1994) Semantics for hierarchical task-network planning. University of Maryland at College Park

    Google Scholar 

  • Hollingsworth D (1995) Workflow management coalition the workflow reference model. WfMC, Winchester

    Google Scholar 

  • Isern D, Sánchez D, Moreno A (2010) Agents applied in heal care: a review. Int J Medical Inform 79:145–166

    Article  Google Scholar 

  • Mantovani F, Castelnuovo G, Gaggioli A et al (2004) Virtual reality training for health-care professionals. CyberPsychol Behav 6:389–395

    Article  Google Scholar 

  • Nicodemo A, Decaroli D, Pallavicini J et al (2008) A treatment protocol for abdomino-pelvic injuries. J Orthop Traumatol 9:89–95

    Article  Google Scholar 

  • O’Brien PD, Wiegand ME (1998) Agent based process management: applying intelligent agents to workflow. Knowl Eng Rev 13:161–174

    Article  Google Scholar 

  • Peter D, Manfred R, Klaus K (2000) Clinical workflows- the killer application for process-oriented information system. Presented at the international conference on business information systems

    Google Scholar 

  • Pollock JL (1999) Planning agents. In: Wooldridge M, Rao A (eds) Foundations of rational agency, 1st edn. Springer, Dordrecht (March 31, 1999)

    Google Scholar 

  • Recker J, Indulska M, Green P (2007) Extending representational analysis: BPMN user and developer perspectives. In: Alonso G, Dadam P, Rosemann M (eds) Business Process Management – BPM 2007, vol 4714, Lecture Notes in Computer Science. Springer, Brisbane, pp 384–399

    Chapter  Google Scholar 

  • Robert GS (2007) Verification and validation of simulation models. Winter simulation conference

    Google Scholar 

  • Rozinat A, Wynn MT, van der Aalst WMP (2009) Workflow simulation for operational decision support. Data Knowl Eng 68:834–850

    Article  Google Scholar 

  • Russell S, Norvig P (2003) Artificial intelligence: a modern approach. Pearson Education, Upper Saddle River

    Google Scholar 

  • Russell N, van der Aalst WMP, Hofstede AHMt et al (2005) Workflow resource patterns: identification, representation and tool support. In: Proceedings of the 17th conference on advanced information systems engineering (CAiSE'05), pp 216–232

    Google Scholar 

  • Sadiq S, Indulska M, Bandara W et al (2007) Major issues in business process management: a vendor perspective. Presented at the 11th Pacific-Asia conference on information systems: managing diversity in digital enterprises, Auckland

    Google Scholar 

  • Smith R (2006) Technology disruption in the simulation industry. J Def Model Simul: Appl Methodol 3:3–10

    Google Scholar 

  • van der Aalst WMP, Hofstede AHM (2005) YAWL: yet another workflow language. Inf Syst 30:245–275

    Article  Google Scholar 

  • van der Aalst WMP, van Hee KM (2002) Workflow management: models, methods, and systems. MIT Press, Cambridge, MA

    Google Scholar 

  • van der Aalst WMP, Weijters AJMM, Maruster L (2004) Workflow mining: discovering process models from event logs. IEEE Trans Knowl Data Eng 16:1128–1142

    Article  Google Scholar 

  • van der Aalst WMP, Reijers HA, Weijters AJMM et al (2007) Business process mining: an industrial application. Inf Syst 32:713–732

    Article  Google Scholar 

  • van der Aalst WMP, Nakatumba J, Rozinat A et al (2008) Business process simulation: how to get it right? BPM Centre

    Google Scholar 

  • Wooldridge MJ (ed) (2002) Multi-agent systems: an introduction. Wiley, Chichester

    Google Scholar 

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Acknowledgments

This research has been supported by Smart Service CRC in Australia.

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Correspondence to Hanwen Guo .

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Guo, H., Brown, R., Rasmussen, R. (2013). Human Resource Behaviour Simulation in Business Processes. In: Pooley, R., Coady, J., Schneider, C., Linger, H., Barry, C., Lang, M. (eds) Information Systems Development. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-4951-5_14

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  • DOI: https://doi.org/10.1007/978-1-4614-4951-5_14

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  • Publisher Name: Springer, New York, NY

  • Print ISBN: 978-1-4614-4950-8

  • Online ISBN: 978-1-4614-4951-5

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