Rules-based process mining to discover PLM system processes

Q3 Business, Management and Accounting
A. Azzini, P. Ceravolo, A. Corallo, E. Damiani, M. Lazoi, Manuela Marra
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引用次数: 0

Abstract

The value of product lifecycle management systems (PLMS) is more and more recognised by companies and its use current has enormously increased. It is mainly used during the product design when different roles collaborate for sharing models, take review decisions, and approve or reject preliminary results. Often, companies have a general 'picture' about the processes involving PLMS (who performs an activity, when it is performed, what is done) but this knowledge can be reinforced, improved and modified using process mining. Here the knowledge is extracted from the event logs, and model-aware analytics are generated to evaluate the modelled, known and executed process. The business rules filter the logs and verify the impact on the process mining metrics to minimise the divergences between modelled and actual processes and improve the resulting quality metrics. The results help business users to identify lines of investigation for deviations from expected behaviour and propose improvement measures.
基于规则的流程挖掘,发现PLM系统流程
产品生命周期管理系统(PLMS)的价值越来越得到企业的认可,其使用范围也大大增加。它主要用于产品设计过程中,不同的角色协作共享模型,进行评审决策,批准或拒绝初步结果。通常,公司对涉及PLMS的流程有一个大致的“图景”(谁执行活动,何时执行,做了什么),但可以使用流程挖掘来加强、改进和修改这些知识。在这里,从事件日志中提取知识,并生成模型感知分析,以评估建模的、已知的和已执行的流程。业务规则过滤日志并验证对流程挖掘度量的影响,以最小化建模过程和实际过程之间的差异,并改进最终的质量度量。结果帮助业务用户确定偏离预期行为的调查线,并提出改进措施。
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来源期刊
International Journal of Product Lifecycle Management
International Journal of Product Lifecycle Management Business, Management and Accounting-Business and International Management
CiteScore
2.00
自引率
0.00%
发文量
8
期刊介绍: Product Lifecycle Management (PLM) is generally defined as a strategic business approach for the effective management and use of corporate intellectual capital. Today, challenges faced by product development teams include globalisation, outsourcing, mass customisation, fast innovation and product traceability. These challenges enhance the need for collaborating environments and knowledge management along the product lifecycle stages. PLM systems are gaining acceptance for managing all information about the corporation’s products throughout their full lifecycle, from conceptualisation to operations and disposal. The PLM philosophy and systems aim at providing support to an even broader range of engineering and business activities.
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