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Exploring Multi-Method Simulation
1 hour + practice
DES, SD, and ABM integration Abstraction level selection Healthcare case study
Course Overview
This session introduces multi-method simulation modeling — the art of combining Discrete Event Simulation (DES), System Dynamics (SD), and Agent-Based Modeling (ABM) into a single model. Through healthcare examples, participants will learn when and how to integrate paradigms for more comprehensive system representations.
Objectives
- Understand what multi-method simulation is and when it provides value
- Gain a foundational understanding of the three main simulation paradigms
- Recognize the advantages and challenges of integrating methods into a single model
- Explore conceptual best practices and practical applications
Prerequisites
- Basic understanding of simulation paradigms (DES, SD, ABM) and their components
- Basic understanding of the AnyLogic framework
Topics Covered
1. Overview of Multi-Method Simulation
- What is multi-method simulation and when to use it
- Brief review of each paradigm:
- DES: Event-driven processes
- SD: Continuous flow and feedback loops
- ABM: Individual entities with autonomous behaviors
- Benefits of combining methods for complex systems
- Level of abstraction comparison across paradigms
- Example: Healthcare simulation integrating DES, SD, and ABM for patient flow, resource allocation, and population trends
2. Challenges and Best Practices
- Managing complexity in model interactions
- Regular verification and validation at each integration point
- Balancing model fidelity with performance
3. Group Activity
- Apply knowledge by solving a problem using a given paradigm
- Share solutions and discuss how each method addresses different aspects of the problem
Acquired Knowledge
By the end of this session, participants will be able to:
- Define multi-method simulation and the unique strengths of DES, SD, and ABM
- Identify the appropriate simulation paradigm for specific problem types
- Understand the challenges in combining paradigms and apply best practices
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