Paper Info
Title
Towards Ensemble Simulation of Complex Systems
Abstract
The paper presents an early-stage research which is aimed towards the development of comprehensive conceptual and technological framework for ensemble-based simulation of complex systems. The concept of multi-layer ensemble is presented as a background for further development of the framework to cover different kind of ensembles: ensemble of system's state, data ensemble, and models ensemble. Formal description of a hybrid model is provided as a core concept for ensemble-based complex system simulation. The example of water level forecasting application is used to show selected ensemble classes covered by the proposed framework.
Year
DOI
Venue
2015
10.1016/j.procs.2015.05.280
Procedia Computer Science
Keywords
Field
DocType
Ensemble,Complex system simulation,Assimilation,Diversity,Workflow
Complex system,Data mining,Assimilation (phonology),Computer science,Formal description,Artificial intelligence,Workflow,Machine learning
Conference
Volume
ISSN
Citations 
51
1877-0509
6
PageRank 
References 
Authors
0.85
7
2
Name
Order
Citations
PageRank
Sergey V. Kovalchuk112921.14
Alexander Boukhanovsky212715.02