Multi-Objective Simulation-Based Optimization for Effective Management of the Outpatient Chemotherapy Process

IFAC-PapersOnLine(2022)

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摘要
Outpatient chemotherapy departments' operational harmony depends on the proper strategic, tactical, and operational decisions. The integrated consideration of capacity dimensioning, resources planning, scheduling policy, appointment planning, scheduling, and resources-to-patients assignment can improve the outpatient chemotherapy process's (OCP) overall performance due to interdependencies. However, developing a comprehensive and stochastic OCP decision support system is complex. Thus, the planning, scheduling, and assignment problems are rarely addressed together. Therefrom, a multi-objective simulation-based optimization approach is proposed in this paper to handle the various OCP challenges. The proposed approach showed superior performance compared to a baseline using real data from an outpatient chemotherapy center.
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关键词
outpatient chemotherapy,cancer,oncology health care,stochastic simulation based optimization,multi objectives,planning,scheduling,decision making heuristic,blackbox optimization,artificial intelligence
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