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A Centralized Multi-Agent Negotiation Approach to Collaborative Air Traffic Resource Management Planning

机译:集中式多代理协商空中交通资源协同管理计划

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摘要

Demand and capacity imbalances in the US national airspace are resolved using traffic management initiatives designed, in current operations, with little collaboration with the airspace users. NASA and its partners have developed a new collaborative concept of operations that requires the users and airspace service provider to work together to choose initiatives that better satisfy the business needs of the users while also ensuring safety to the same standard as today. In this paper, we describe an approach to implementing this concept through a software negotiation framework underpinned by technology developed in the artificial intelligence community. We describe our exploration of peer-to-peer negotiation and how the number of conversation threads and the time sensitivity of offer acceptance led us to a centralized approach. The centralized approach uses hill climbing to evaluate airport slot allocations from a user perspective and a linear programming solver to seek solutions compatible across the user community. Our experiments with full sized problems identify the potential operational benefits as well as limitations, and where future research needs to be focused.
机译:美国国家空域的需求和容量失衡可以通过在当前运营中设计的流量管理计划来解决,而与空域用户的协作很少。 NASA及其合作伙伴已经开发出一种新的协作式运营理念,要求用户和空域服务提供商共同选择能够更好地满足用户业务需求的方案,同时还要确保安全性达到当今的相同标准。在本文中,我们描述了一种通过软件协商框架来实现此概念的方法,该框架由人工智能界开发的技术作为基础。我们描述了对等协商的探索,以及对话线程的数量和要约接受的时间敏感性如何导致我们采用集中式方法。集中式方法使用爬坡从用户角度评估机场机位分配,并使用线性规划求解器寻求在整个用户社区中兼容的解决方案。我们针对大型问题的实验确定了潜在的运营优势,局限性以及未来需要重点研究的地方。

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