3.8 Article

A MULTI-OBJECTIVE RISK-BASED FRAMEWORK FOR MISSION CAPABILITY PLANNING

期刊

NEW MATHEMATICS AND NATURAL COMPUTATION
卷 5, 期 2, 页码 459-485

出版社

WORLD SCIENTIFIC PUBL CO PTE LTD
DOI: 10.1142/S1793005709001428

关键词

Risk analysis; military mission; capabilities; planning; evolutionary algorithms; multi-objective

资金

  1. Australian Research Council (ARC) [DP0667123]
  2. Australian Research Council [DP0667123] Funding Source: Australian Research Council

向作者/读者索取更多资源

In this paper, we propose a risk-based framework for military capability planning. Within this framework, metaheuristic techniques such as Evolutionary Algorithms are used to deal with multi-objectivity of a class of NP-hard resource investment problems, called The Mission Capability Planning Problem, under the presence of risk factors. This problem inherently has at least two conflicting objectives: minimizing the cost of investment in the resources as well as the makespan of the plans. The framework allows the addition of a risk-based objective to the problem in order to support risk assessment during the planning process. In other words, with this framework, a mechanism of progressive risk assessment is introduced to capability planning. We analyze the performance of the proposed framework under both scenarios: with and without risk. In the case of no risk, the purpose is to study several optimization-related aspects of the framework such as convergence, trade-off analysis, and its sensitivity to the algorithm parameters; while the second case is to demonstrate the ability of the framework in supporting risk assessment and also robustness analysis.

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