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Homa: Online In-Flight Service Provisioning With Dynamic Bipartite Matching | IEEE Journals & Magazine | IEEE Xplore

Homa: Online In-Flight Service Provisioning With Dynamic Bipartite Matching


Abstract:

Airline companies are currently investigating means to improve in-flight services for passengers. Given emerging Air-to-Ground (A2G) communication technologies and the hi...Show More

Abstract:

Airline companies are currently investigating means to improve in-flight services for passengers. Given emerging Air-to-Ground (A2G) communication technologies and the high desire of passengers for in-flight services, the servers providing in-flight services can be moved from the airplane to Data Centers (DCs) on the ground. In this scenario, network nodes (airplanes) demanding network services move over a ground core network. Therefore, the selection of DCs to connect to, as well as the underlying routing decisions are challenging. In particular, to keep a low-delay in-flight connection during the flight, airplanes connections can be reconfigured from a DC to another one, which comes at a delay cost. This paper presents a formal model for the in-flight service provisioning problem, also as an Integer Linear Program (ILP). We show that the problem is NP-hard and hence propose an efficient online heuristic, HOMA, which addresses the above challenges in polynomial time. HOMA models the problem as a dynamic matching with special properties, and then efficiently solves it by a transformation into the shortest-path routing problem. Our simulation results indicate that HOMA can achieve near-optimal performance and outperform the baseline and state-of-the-art algorithms by up to 15% while reducing the runtime from hours to seconds.
Published in: IEEE Transactions on Network and Service Management ( Volume: 19, Issue: 3, September 2022)
Page(s): 3174 - 3187
Date of Publication: 15 April 2022

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