On simulating episodic events against a background of noise-like non-episodic events
Simulation, as an art and a science, deals with the issue of allowing the practitioner to model events using their respective probability distributions. Thus, it is customary for simulations to model the behaviour of accidents, telephone calls, network failures etc. In this paper, we consider a relatively new field, namely that of modelling episodic events such as earthquakes, nuclear explosions etc. The difficulty with such a modelling process is that most of the observations appear as noise. However, when the episodic event does occur, its magnitude and features far overshadow the background, as one observes after a seismic event. In this paper, we demonstrate how the effect of a particular form of episodic event can be modelled as it propagates through the underlying background noise. Furthermore, we illustrate how the subsequent decay of the event can also be modelled and simulated. In demonstrating this concept, we utilize the exemplar scenario posed by the Comprehensive Nuclear-Test-Ban Treaty (CTBT), and model the propagation and decay of radionuclides, emitted from clandestine, subterranean nuclear detonations, through the background levels resulting from the global nuclear industry.
|Keywords||Data generation, Episodic events, Gaussian dispersion, Pattern recognition, Propagation|
|Conference||Summer Computer Simulation Conference, SCSC 2010, Part of the 2010 Summer Simulation Multiconference, SummerSim 2010|
Bellinger, C. (Colin), & Oommen, J. (2010). On simulating episodic events against a background of noise-like non-episodic events. In Summer Computer Simulation Conference, SCSC 2010 - Proceedings of the 2010 Summer Simulation Multiconference, SummerSim 2010 (pp. 452–460).