计算机科学 ›› 2021, Vol. 48 ›› Issue (7): 99-104.doi: 10.11896/jsjkx.200700125
所属专题： 大数据&数据科学 虚拟专题
陶小燕, 闫春钢, 刘关俊
摘要： 带有数据表的工作流网(WFT-net)用于验证业务流程的合理性,包括正确的行为逻辑和满足的数据需求。在某些情况下,静态数据精炼策略存在无法反映流程中所有可能执行路径的情况,这会导致检测正确率不理想等问题。为此,文中提出了一种新的动态数据精炼策略。首先,提出了在流程运行当前状态下评估与被写数据元素相关联的数据表和谓词状态的方法,捕捉数据流状态的实时变化,全面反映流程执行所有可达的状态,避免执行路径的丢失。此外,当流程执行陷入会导致数据流状态无限更新的循环时,通过适当调整赋值精炼规则的方式,来避免状态的无限延伸。然后,基于所有可能执行路径来检测流程的合理性。最后,在不同业务流程实例上的实验结果表明,该动态数据精炼策略能够有效提高合理性检测的正确率。
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| [1]DUMAS M,LA ROSA M,MENDLING J,et al.Business process management [M].Berlin:Springer-Verlag,2013. [2]DEHNERT J,ZIMMERMANN A.On the suitability of correctness criteria for business process models[C]//International Conference on Business Process Management.Springer,Berlin,Heidelberg,2005:386-391. [3]VAN DER AALST W M P.Structural characterizations ofsound workflow nets [J].Computing science reports,1996,96(23):18-22. [4]CLEMPNER J B.Classical workflow nets and workflow nets with reset arcs:using Lyapunov stability for soundness verification[J].Journal of Experimental & Theoretical Artificial Intelligence,2017,29(1):43-57. [5]BI H H,ZHAO J L.Applying propositional logic to workflow verification [J].Information Technology and Management,2004,5(3／4):293-318. [6]BARKAOUI K,BEN AYED R,SBAI Z.Workflow soundness verification based on structure theory of Petri nets [J].International Journal of Computing and Information Sciences,2007,5(1):51-61. [7]COMBI C,OLIBONI B,WESKE M,et al.Conceptual modeling of inter-dependencies between processes and data[C]//Proceedings of the 33rd Annual ACM Symposium on Applied Computing.2018:110-119. [8]TSOURY A,SOFFER P,REINHARTZ B I.Towards impactanalysis of data in business processes[M]//Enterprise,Business-Process and Information Systems Modeling.Springer,Cham,2016:125-140. [9]SUN S X,ZHAO J L.Formal workflow design analytics using data flow modeling [J].Decision Support Systems,2013,55(1):270-283. [10]AWAD A,DECKER G,LOHMANN N.Diagnosing and repairing data anomalies in process models[C]//International Conference on Business Process Management.Springer,Berlin,Heidelberg,2009:5-16. [11]MEDA H S,SEN A K,BAGCHI A.Detecting data flow errors in workflows:A systematic graph traversal approach[C]//17th Annual Workshop on Information Technologies & Systems (WITS) Paper.2007. [12]SIDOROVA N,STAHL C,TRČKA N.Soundness verification for conceptual workflow nets with data:Early detection of errors with the most precision possible [J].Information Systems,2011,36(7):1026-1043. [13]BORREGO D,ESHUIS R,GÓMEZ-LÓPEZ M T,et al.Diagnosing correctness of semantic workflow models [J].Data & Knowledge Engineering,2013,87:167-184. [14]DE LEONI M,FELLI P,MONTALI M.A holistic approach for soundness verification of decision-aware process models[C]//International Conference on Conceptual Modeling.Springer,Cham,2018:219-235. [15]WANG Z X,WANG J M,ZHU X C,et al.Verification of workflow nets with transition conditions [J].Journal of Zhejiang University Science C,2012,13(7):483-509. [16]TAO X Y,LIU G J,YANG B,et al.Workflow nets with tables and their soundness [J].IEEE Transactions on Industrial Informatics,2019,16(3):1503-1515. [17]SMITH G,DERRICK J.Verifying data refinements using amodel checker [J].Formal Aspects of Computing,2006,18(3):264-287. |
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