A New Approach for Disruption Management in Airline Operations Control (Studies in Computational Intelligence)
暫譯: 航空運營控制中的干擾管理新方法 (計算智能研究)
António J. M. J. M. Castro
- 出版商: Springer
- 出版日期: 2016-09-17
- 售價: $4,480
- 貴賓價: 9.5 折 $4,256
- 語言: 英文
- 頁數: 268
- 裝訂: Paperback
- ISBN: 3662520354
- ISBN-13: 9783662520352
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商品描述
Most of the research efforts dealing with airline scheduling have been done on off-line plan optimization. However, nowadays, with the increasingly complex and huge traffic at airports, the real challenge is how to react to unexpected events that may cause plan-disruptions, leading to flight delays.
Moreover these disruptive events usually affect at least three different dimensions of the situation: the aircraft assigned to the flight, the crew assignment and often forgotten, the passengers’ journey and satisfaction.
This book includes answers to this challenge and proposes the use of the Multi-agent System paradigm to rapidly compose a multi-faceted solution to the disruptive event taking into consideration possible preferences of those three key aspects of the problem.
Negotiation protocols taking place between agents that are experts in solving the different problem dimensions, combination of different utility functions and not less important, the inclusion of the human in the automatic decision-making loop make MASDIMA, the system described in this book, well suited for real-life plan-disruption management applications.商品描述(中文翻譯)
大多數與航空公司排班相關的研究工作都是針對離線計畫優化。然而,隨著機場交通日益複雜和龐大,當前真正的挑戰在於如何應對可能導致計畫中斷的意外事件,進而引發航班延誤。
此外,這些干擾事件通常會影響至少三個不同的維度:分配給航班的飛機、機組人員的指派,以及經常被忽視的乘客旅程和滿意度。
本書針對這一挑戰提供了解決方案,並提出使用多代理系統(Multi-agent System)範式,快速組成針對干擾事件的多面向解決方案,考慮到這三個關鍵方面的可能偏好。
在解決不同問題維度的專家代理之間進行的協商協議、不同效用函數的組合,以及將人類納入自動決策循環中,這些都使得本書所描述的系統MASDIMA非常適合用於現實生活中的計畫中斷管理應用。