基于信任的联盟网络节点任务分配多目标优化

Jin-Hee Cho, I. Chen, Yating Wang, Kevin S. Chan
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引用次数: 11

摘要

一个临时联盟通常是为了追求一个共同的目标而形成的,这个目标是基于多个合作伙伴的合作而形成的,这些合作伙伴可能有自己的目标。联盟网络必须在资源限制和时间期限下实现多个目标。我们提出了一种任务分配算法,其中任务是动态的,具有不同的到达时间和截止日期。我们提出了一种启发式联盟形成技术,该技术使用信任的多个维度(即诚信、能力、社会联系和互惠)来评估每个实体的信任。提出的方案使任务负责人能够根据评估的实体可信度做出关键的分配决策。我们考虑三个不同的目标,即最大限度地提高弹性和资源利用率,同时最大限度地减少任务完成的延迟。我们设计了一种基于排序的启发式算法,该算法具有线性运行复杂度,基于节点信任评估产生的风险来选择成员。我们通过将我们的方案与非基于信任的基线方案以及用整数线性规划技术实现的全局最优解进行比较,验证了我们所提出方案的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Trust-Based Multi-objective Optimization for Node-to-Task Assignment in Coalition Networks
A temporary coalition is often formed to pursue a common goal based on the collaboration of multiple partners who may have their own objectives. The coalition network must attain multiple objectives, under resource constraints and time deadlines. We propose a task assignment algorithm for a scenario where tasks are dynamic, with different arrival times and deadlines. We propose a heuristic coalition formation technique that uses multiple dimensions of trust (i.e., integrity, competence, social connectedness, and reciprocity) to assess trust of each entity. The proposed scheme enables task leaders to make critical assignment decisions based on assessed trustworthiness of entities. We consider three different objectives, namely, maximizing resilience and resource utilization while minimizing delay to task completion. We devise a ranking-based heuristic with linear runtime complexity to select members based on risk derived from trust assessment of nodes. We validate the performance of our proposed scheme by comparing our scheme with a non-trust-based baseline scheme as well as a global optimal solution implemented with the Integer Linear Programming technique.
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