Integrated framework of process mining and simulation–optimization for pod structured clinical layout design
作者:
Highlights:
• Integrate process mining and simulation model for efficient health facility design.
• Extract significant patient pathways using process mining from healthcare records.
• Propose a modified Probabilistic Deterministic Finite Automata to extract pathways.
• Develop a right-sizing design problem using discrete event simulation modeling.
• Validate the proposed framework using a real case study from a healthcare system.
摘要
•Integrate process mining and simulation model for efficient health facility design.•Extract significant patient pathways using process mining from healthcare records.•Propose a modified Probabilistic Deterministic Finite Automata to extract pathways.•Develop a right-sizing design problem using discrete event simulation modeling.•Validate the proposed framework using a real case study from a healthcare system.
论文关键词:Process mining,Particle swarm optimization,Simulation-optimization,Facility layout,Healthcare
论文评审过程:Received 6 January 2021, Revised 22 July 2021, Accepted 29 July 2021, Available online 4 August 2021, Version of Record 10 August 2021.
论文官网地址:https://doi.org/10.1016/j.eswa.2021.115696