A stochastic enhancement to the Analyst's WorkBench

The Analyst's WorkBench is a deterministic integrated framework developed and used by the Weapons Planning Group at NAWC China Lake. The model has no stochastic capability which requires all analysis to be conducted using parameters based on expected values of occurrence. This thesis develops a...

Full description

Bibliographic Details
Main Author: Melton, Andrew W.
Other Authors: Gary R. Porter
Language:en_US
Published: Monterey, California. Naval Postgraduate School 2013
Online Access:http://hdl.handle.net/10945/32269
id ndltd-nps.edu-oai-calhoun.nps.edu-10945-32269
record_format oai_dc
spelling ndltd-nps.edu-oai-calhoun.nps.edu-10945-322692014-11-27T16:18:22Z A stochastic enhancement to the Analyst's WorkBench Melton, Andrew W. Gary R. Porter The Analyst's WorkBench is a deterministic integrated framework developed and used by the Weapons Planning Group at NAWC China Lake. The model has no stochastic capability which requires all analysis to be conducted using parameters based on expected values of occurrence. This thesis develops a stochastic enhancement that can be incorporated in the Analyst's Workbench. Independent identically distributed (IID) events can be generated by calls to the enhancement as a parametric input. To demonstrate the application of a stochastic process within the Analyst's WorkBench, a test scenario of a ship defense model is developed. A large scale missile attack is simulated deterministically and stochastically to demonstrate the differences of a random probability of successful defense vice an expected value of success. It is shown that the stochastic results provide a more realistic simulation and that the deterministic results overstate the capability of a system subject to random events that can be described by a statistical distribution. 2013-04-30T22:07:13Z 2013-04-30T22:07:13Z 1996-09 Thesis http://hdl.handle.net/10945/32269 en_US Approved for public release, distribution unlimited Monterey, California. Naval Postgraduate School
collection NDLTD
language en_US
sources NDLTD
description The Analyst's WorkBench is a deterministic integrated framework developed and used by the Weapons Planning Group at NAWC China Lake. The model has no stochastic capability which requires all analysis to be conducted using parameters based on expected values of occurrence. This thesis develops a stochastic enhancement that can be incorporated in the Analyst's Workbench. Independent identically distributed (IID) events can be generated by calls to the enhancement as a parametric input. To demonstrate the application of a stochastic process within the Analyst's WorkBench, a test scenario of a ship defense model is developed. A large scale missile attack is simulated deterministically and stochastically to demonstrate the differences of a random probability of successful defense vice an expected value of success. It is shown that the stochastic results provide a more realistic simulation and that the deterministic results overstate the capability of a system subject to random events that can be described by a statistical distribution.
author2 Gary R. Porter
author_facet Gary R. Porter
Melton, Andrew W.
author Melton, Andrew W.
spellingShingle Melton, Andrew W.
A stochastic enhancement to the Analyst's WorkBench
author_sort Melton, Andrew W.
title A stochastic enhancement to the Analyst's WorkBench
title_short A stochastic enhancement to the Analyst's WorkBench
title_full A stochastic enhancement to the Analyst's WorkBench
title_fullStr A stochastic enhancement to the Analyst's WorkBench
title_full_unstemmed A stochastic enhancement to the Analyst's WorkBench
title_sort stochastic enhancement to the analyst's workbench
publisher Monterey, California. Naval Postgraduate School
publishDate 2013
url http://hdl.handle.net/10945/32269
work_keys_str_mv AT meltonandreww astochasticenhancementtotheanalystsworkbench
AT meltonandreww stochasticenhancementtotheanalystsworkbench
_version_ 1716725339037630464