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Towards IoT-driven Process Event Log Generation for Conformance Checking in Smart Factories
14 references·12 citing·42 second hop
Towards IoT-driven Process Event Log Generation for Conformance Checking in Smart Factories (2020)Towards IoT-driven Process Event Log Gene…The Internet of Things Meets Business Process Management: A Manifesto (2020)The Internet of Things Meets …IoT meets BPM: a bidirectional communication architecture for IoT-aware process execution (2020)IoT meets BPM: a bidirectiona…Event abstraction in process mining: literature review and taxonomy (2020)Event abstraction in process …Online Conformance Checking Using Behavioural Patterns (2018)Online Conformance Checking U…Conformance Checking (2018)Conformance CheckingToward a framework for self-adaptive workflows in cyber-physical systems (2017)Toward a framework for self-a…Online conformance checking: relating event streams to process models using prefix-alignments (2017)Online conformance checking: …Multi-party business process compliance monitoring through IoT-enabled artifacts (2017)Multi-party business process …From event streams to process models and back: Challenges and opportunities (2017)From event streams to process…Event Abstraction for Process Mining Using Supervised Learning Techniques (2017)Event Abstraction for Process…The ROAD from Sensor Data to Process Instances via Interaction Mining (2016)The ROAD from Sensor Data to …From Low-Level Events to Activities - A Pattern-Based Approach (2016)From Low-Level Events to Acti…Modelling complex and flexible processes for smart cyber-physical environments (2014)Modelling complex and flexibl…Bridging abstraction layers in process mining (2014)Bridging abstraction layers i…Process mining on sensor data: a review of related works (2025)Process mining on sensor data…Getting the Data in Shape for Your Process Mining Analysis: An In-Depth Analysis of the Pre-Analysis Stage (2025)Getting the Data in Shape for…RBPMN: the value of roles for business process modeling (2024)RBPMN: the value of roles for…On the Interplay Between Business Process Management and Internet-of-Things (2024)On the Interplay Between Busi…NICE: The Native IoT-Centric Event Log Model for Process Mining (2024)NICE: The Native IoT-Centric …Defining Data Quality Issues in Process Mining with IoT Data (2023)Defining Data Quality Issues …DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs (2023)DataStream XES Extension: Emb…BPMNE4IoT: A Framework for Modeling, Executing and Monitoring IoT-Driven Processes (2023)BPMNE4IoT: A Framework for Mo…Applying MAPE-K control loops for adaptive workflow management in smart factories (2023)Applying MAPE-K control loops…An Interactive Method for Detection of Process Activity Executions from IoT Data (2023)An Interactive Method for Det…Using log analytics and process mining to enable self-healing in the Internet of Things (2022)Using log analytics and proce…Decision Mining with Time Series Data Based on Automatic Feature Generation (2022)Decision Mining with Time Ser…The Computer for the 21st Century (1991)Workflow Patterns (2003)YAWL: yet another workflow language (2004)Intelligent Process Adaptation in the SmartPM System (2016)Toward an execution system for self-healing workflows in cyber-physical systems (2016)Automated Planning for Business Process Management (2018)Fuzzy Mining – Adaptive Process Simplification Based on Multi-perspective Metrics (2007)Speech and language processing (2010)Process Mining: Discovery, Conformance and Enhancement of Business Processes (2011)The Use of Process Mining in Business Process Simulation Model Construction (2015)Extraction, correlation, and abstraction of event data for process mining (2019)Workflow mining: discovering process models from event logs (2004)Process Mining (2011)act2vec, trace2vec, log2vec, and model2vec: Representation Learning for Business Processes (2018)Discovering more precise process models from event logs by filtering out chaotic activities (2018)Abstractions in Process Mining: A Taxonomy of Patterns (2009)Balanced multi-perspective checking of process conformance (2015)Multi-perspective process mining (2018)Quality-informed semi-automated event log generation for process mining (2020)THE APPLICATION OF PETRI NETS TO WORKFLOW MANAGEMENT (1998)Conformance checking of processes based on monitoring real behavior (2007)Process Mining (2016)Analyzing Customer Journey with Process Mining: From Discovery to Recommendations (2018)Conformance Checking: Foundations, Milestones and Challenges (2022)Business Process Management : Concepts, Languages, Architectures (2007)Fundamentals of Business Process Management (2018)BPM challenges, limitations and future development directions – a systematic literature review (2024)Semantics and analysis of business process models in BPMN (2008)Evaluation Goals for Online Process Mining: A Concept Drift Perspective (2020)A Novel Token-Based Replay Technique to Speed Up Conformance Checking and Process Enhancement (2021)BPMN: An introduction to the standard (2011)Process Mining: Data Science in Action (2016)Event Log Preprocessing for Process Mining: A Review (2021)Utilizing domain knowledge in data-driven process discovery: A literature review (2022)The biggest business process management problems to solve before we die (2023)A model for types and levels of human interaction with automation (2000)Discrimination-aware data mining (2008)Modelling and executing IoT-enhanced business processes through BPMN and microservices (2021)Process Prediction with Digital Twins (2021)A systematic literature review on IoT-aware business process modeling views, requirements and notations (2022)Object-Centric Process Mining: Dealing with Divergence and Convergence in Event Data (2019)Process Mining: A 360 Degree Overview (2022)
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References

  • 2018Conformance Checking334 cited
  • 2020The Internet of Things Meets Business Process Management: A Manifesto177 cited
  • 2020Event abstraction in process mining: literature review and taxonomy172 cited
  • 2014Bridging abstraction layers in process mining114 cited
  • 2017Online conformance checking: relating event streams to process models using prefix-alignments106 cited
  • 2017Event Abstraction for Process Mining Using Supervised Learning Techniques101 cited
  • 2014Modelling complex and flexible processes for smart cyber-physical environments85 cited
  • 2016From Low-Level Events to Activities - A Pattern-Based Approach84 cited
  • 2017From event streams to process models and back: Challenges and opportunities77 cited
  • 2018Online Conformance Checking Using Behavioural Patterns64 cited
  • 2020IoT meets BPM: a bidirectional communication architecture for IoT-aware process execution60 cited
  • 2016The ROAD from Sensor Data to Process Instances via Interaction Mining59 cited
  • 2017Toward a framework for self-adaptive workflows in cyber-physical systems54 cited
  • 2017Multi-party business process compliance monitoring through IoT-enabled artifacts53 cited

Cited by

  • 2023

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Applying MAPE-K control loops for adaptive workflow management in smart factories
48 cited
  • 2023An Interactive Method for Detection of Process Activity Executions from IoT Data36 cited
  • 2023DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs33 cited
  • 2024On the Interplay Between Business Process Management and Internet-of-Things30 cited
  • 2023BPMNE4IoT: A Framework for Modeling, Executing and Monitoring IoT-Driven Processes28 cited
  • 2022Using log analytics and process mining to enable self-healing in the Internet of Things26 cited
  • 2025Process mining on sensor data: a review of related works21 cited
  • 2022Decision Mining with Time Series Data Based on Automatic Feature Generation18 cited
  • 2025Getting the Data in Shape for Your Process Mining Analysis: An In-Depth Analysis of the Pre-Analysis Stage15 cited
  • 2023Defining Data Quality Issues in Process Mining with IoT Data13 cited
  • 2024NICE: The Native IoT-Centric Event Log Model for Process Mining12 cited
  • 2024RBPMN: the value of roles for business process modeling12 cited