组角色三向分配,用于管理角色谈判中的不确定性
IEEE transactions on cybernetics
|April 22, 2025
概括
本研究引入了一种新的组角色三向分配 (GR3A) 模型,用于在基于角色的协作 (RBC) 中管理动态代理需求. 它通过解决角色要求中的不确定性来加强合作.
科学领域:
- 计算机科学 计算机科学
- 人工智能的人工智能
- 运营研究 运营研究
背景情况:
- 基于角色的协作 (RBC) 旨在改善团队合作.
- 角色谈判 (RN) 决定了代理人角色和数量,但由于动态的任务量而面临挑战.
- 现有的RBC模型往往假设静态的角色要求,从而限制了它们的有效性.
研究的目的:
- 解决RBC内部角色要求的不确定性.
- 引入一个新的组角色三向分配 (GR3A) 模型.
- 通过管理动态代理需求来提高团队绩效.
主要方法:
- 使用截断离散分布量化角色要求.
- 开发一个包含不确定性的组角色三向分配 (GR3A) 模型.
- 为双目标非线性优化问题提出线性化策略.
- 确定分配有效性的足够和必要条件.
主要成果:
- GR3A模型有效地管理了RBC中的动态剂要求.
- 该模型包括在非参与期间为代理人提供部分替代选择.
- 模拟证明了拟议的GR3A方法的有效性和有效性.
- 该研究以创新的方式将截断离散分布和三向决策 (3WD) 集成到RBC.
结论:
- 拟议的GR3A模型比传统的RBC方法提供了显著的进步.
- 这个框架提供了一个强大的解决方案,用于在不确定的条件下优化集团绩效.
- 3WD和截断离散分布的整合提高了RBC系统的适应性.
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