对空中目标的混合态度三向决策模型:基于IF-VIKOR-GRA方法的威胁评估
Qiwen Wang1, Guibao Song1, Xiuxia Yang1
1Naval Aviation University, Yantai 264001, China.
Mathematical biosciences and engineering : MBE
|December 21, 2023
概括
本研究引入了一种新的混合态度三向决策模型 (3WDM) 用于航空威胁评估 (TA). 它优化了使用直觉模糊 (IF) 环境和决策理论粗略集 (DTRSs) 的算法,以更好地做出决策.
科学领域:
- 决策科学 决策科学
- 人工智能的人工智能
- 航空航天工程 航空航天工程
背景情况:
- 威胁评估 (TA) 传统上依赖于数学模型,评估方法和决策规则.
- 现有的TA算法和三向决策模型 (3WDM) 需要针对复杂环境进行优化.
- 动态直觉模糊 (IF) 环境对传统的决策提出了挑战.
研究的目的:
- 开发一种新的混合态度3WDM,优化用于航空战争威胁评估.
- 确定IF三向决策 (3WDs) 的条件概率,并建立决策值.
- 在动态的IF环境中整合决策理论粗略集 (DTRSs).
主要方法:
- 提出了一种基于直观模糊的VIKOR-灰色关系分析 (IF-VIKOR-GRA) 方法的新型混合态度3WDM.
- 使用结合多属性决策 (MADM) 方法 (VIKOR和GRA) 的IF技术计算条件概率.
- 乐观和悲观的3WDM被开发和集成,考虑决策者的风险偏好和IF数量 (IFN).
主要成果:
- 该研究成功地确定了IF3WD的条件概率,并建立了混合态度决策值.
- 拟议的IF-VIKOR-GRA方法有效地结合了决策者 (DM) 的风险偏好.
- 通过整合乐观和悲观模型,创建了一个全面的混合态度的3WDM.
结论:
- 开发的混合态度3WDM为航空威胁评估提供了强大而有效的方法.
- 该方法通过数值示例证明了与现有方法相比的可行性和优异性能.
- 这种方法通过结合DTRS和混合态度,在动态的IF环境中增强决策.
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