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Title: MIRAGE: A Framework for Data-Driven Collaborative High-Resolution Simulation

Conference ·
 [1];  [1];  [1];  [1];  [2];  [2];  [2]
  1. Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
  2. Argonne National Lab. (ANL), Argonne, IL (United States)

Information about how human populations shift in response to various stimuli is limited because no single model is capable of addressing these stimuli simultaneously, and integration of the best existing models has been challenging because of the vast disparity among constituent model purposes, architectures, scales, and execution environments. To demonstrate a potential model coupling for approaching this problem, three major model components are integrated into a fully coupled system that executes a worldwide infection-infected routine where a human population requires a food source for sustenance and an infected population can spread an infection when it is in contact with the remaining healthy population. To enable high-resolution data-driven model federation and an ability to capture dynamics and behaviors of billions of humans, a high-performance computing agent-based framework has been created and is demonstrated in this chapter.

Research Organization:
Argonne National Lab. (ANL), Argonne, IL (United States); Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
Sponsoring Organization:
USDOE Office of Science (SC)
DOE Contract Number:
AC02-06CH11357; AC05-00OR22725
OSTI ID:
1567440
Resource Relation:
Conference: Advances in Geocomputation
Country of Publication:
United States
Language:
English

References (7)

A Framework for an Agent-Based Model to Manage Water Resources Conflicts journal June 2013
Coupling earth system and integrated assessment models: the problem of steady state journal January 2014
Parallel agent-based simulation with Repast for High Performance Computing journal November 2012
From land use to land cover: restoring the afforestation signal in a coupled integrated assessment–earth system model and the implications for CMIP5 RCP simulations journal January 2014
An agent-based model for domestic water management in Valladolid metropolitan area: ABM FOR DOMESTIC WATER MANAGEMENT IN VALLADOLID journal May 2009
Locally adaptive, spatially explicit projection of US population for 2030 and 2050 journal January 2015
One-way coupling of an integrated assessment model and a water resources model: evaluation and implications of future changes over the US Midwest journal January 2013