Abstract
sExperimentation is a critical capability of simulations that allows one to test different scenarios safely and cost-effectively. In particular, agent-based simulations have been used in experimenting with different policy options to aid decision makers. Highly utilized experimentation methods such as parameter sweeping aim to explore the relationship between the initial parameter values (i.e., input) and simulation results (i.e., outputs). Experimentation, which involves changes of simulation states on-the-fly, is often conducted adhoc and entails manual code adjustments which are time consuming and error-prone. In this paper, we present a framework that facilitates intervening in a running simulation to change simulation states in a semi-automated manner so that a simulation user can explore alternative worlds. In our framework, such an intervention is implemented using an injection mechanism. The framework allows the user to weigh different policy options rapidly with minimal effort. We illustrate its use in an urban agent-based model.
Original language | English |
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Title of host publication | Simulation Series |
Edition | 1 |
ISBN (Electronic) | 9781510892521, 9781510892538, 9781510892545, 9781510892552, 9781510892569 |
DOIs | |
Publication status | Published - 10 Jun 2019 |
Event | 2019 Annual Simulation Symposium, ANSS 2019, Part of the 2019 Spring Simulation Multi-Conference, SpringSim 2019 - Tucson, United States Duration: 29 Apr 2019 → 2 May 2019 |
Publication series
Name | Simulation Series |
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Number | 1 |
Volume | 51 |
ISSN (Print) | 0735-9276 |
Conference
Conference | 2019 Annual Simulation Symposium, ANSS 2019, Part of the 2019 Spring Simulation Multi-Conference, SpringSim 2019 |
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Country/Territory | United States |
City | Tucson |
Period | 29/04/19 → 2/05/19 |
Bibliographical note
Funding Information:This project is sponsored by the Defense Advanced Research Projects Agency (DARPA) under cooperative agreement No.HR00111820005. The content of the information does not necessarily reflect the position or the policy of the Government, and no official endorsement should be inferred.
Keywords
- Checkpoint
- Experimentation
- Injection
- Intervention
- What-if analysis