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