Discovering workflow nets of concurrent iterative processes

IF 0.4 4区 计算机科学 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Acta Informatica Pub Date : 2023-09-14 DOI:10.1007/s00236-023-00445-5
Tonatiuh Tapia-Flores, Ernesto López-Mellado
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Abstract

Abstract A novel and efficient method for discovering concurrent workflow processes is presented. It allows building a suitable workflow net (WFN) from a large event log $$\lambda $$ λ , which represents the behaviour of complex iterative processes involving concurrency. First, the t -invariants are determined from $$\lambda $$ λ ; this allows computing the causal and concurrent relations between the events and the implicit causal relations between events that do not appear consecutively in $$\lambda $$ λ . Then a 1-bounded WFN is built, which could be eventually adjusted if its t -invariants do not match with those computed from $$\lambda $$ λ . The discovered model allows firing all the traces in $$\lambda $$ λ . The procedures derived from the method are polynomial time on $$|\lambda |$$ | λ | ; they have been implemented and tested on artificial logs.

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发现并行迭代过程的工作流网络
摘要提出了一种新的发现并发工作流过程的有效方法。它允许从大型事件日志$$\lambda $$ λ中构建合适的工作流网络(WFN),该日志表示涉及并发性的复杂迭代过程的行为。首先,t不变量由$$\lambda $$ λ确定;这允许计算事件之间的因果关系和并发关系,以及在$$\lambda $$ λ中不连续出现的事件之间的隐含因果关系。然后构建一个有1界的WFN,如果它的t不变量与$$\lambda $$ λ计算的不变量不匹配,最终可以对其进行调整。发现的模型允许触发$$\lambda $$ λ中的所有轨迹。该方法得到的程序是多项式时间$$|\lambda |$$ | λ |;它们已在人工原木上实施并进行了测试。
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来源期刊
Acta Informatica
Acta Informatica 工程技术-计算机:信息系统
CiteScore
2.40
自引率
16.70%
发文量
24
审稿时长
>12 weeks
期刊介绍: Acta Informatica provides international dissemination of articles on formal methods for the design and analysis of programs, computing systems and information structures, as well as related fields of Theoretical Computer Science such as Automata Theory, Logic in Computer Science, and Algorithmics. Topics of interest include: • semantics of programming languages • models and modeling languages for concurrent, distributed, reactive and mobile systems • models and modeling languages for timed, hybrid and probabilistic systems • specification, program analysis and verification • model checking and theorem proving • modal, temporal, first- and higher-order logics, and their variants • constraint logic, SAT/SMT-solving techniques • theoretical aspects of databases, semi-structured data and finite model theory • theoretical aspects of artificial intelligence, knowledge representation, description logic • automata theory, formal languages, term and graph rewriting • game-based models, synthesis • type theory, typed calculi • algebraic, coalgebraic and categorical methods • formal aspects of performance, dependability and reliability analysis • foundations of information and network security • parallel, distributed and randomized algorithms • design and analysis of algorithms • foundations of network and communication protocols.
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