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...
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Monterey, California. Naval Postgraduate School
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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 |
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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. |
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Gary R. Porter |
author_facet |
Gary R. Porter Melton, Andrew W. |
author |
Melton, Andrew W. |
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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 |
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