@article{aea6237b56ea43d38e5589ecee4ec09a,
title = "Optimal scheduling of autonomous vessel trains in a hub-and-spoke network",
abstract = "An autonomous vessel train features several autonomous vessels sailing together, piloted by a conventional, manned leader vessel. It is a promising transitional solution at the present technological level before full autonomy is realized. We develop mixed-integer programming models for jointly optimizing the autonomous vessel assignment to vessel trains and vessel train routes and schedules in a hub-and-spoke network. Solutions to these models capture the optimal tradeoff between vessel trains' added detour and delay costs and the lower sailing cost of autonomous ships. Numerical case studies are carried out for a real-world short-sea shipping network around the Bohai Bay of China. Results reveal sizeable cost savings of vessel train operations compared to the case where only conventional ships are used. Sensitivity analyses are performed to unveil how the benefit of vessel trains is affected by key operating factors, e.g., the fleet composition, the vessel train size limit, and the network topology. The results inform practitioners of suitable and profitable scenarios for implementing the vessel train strategy. This study can be viewed as the first step toward real implementation of the economically competitive and environmentally friendly autonomous freight ships via vessel trains.",
keywords = "Autonomous ships, Hub-and-spoke networks, Ship scheduling, Vessel trains",
author = "Xiao Yang and Weihua Gu and Wei Wang and Shuaian Wang",
note = "Funding Information: However, given the current technological limitations, fully autonomous vessels are feasible only in laboratory tests or small-scale operations ( Gu et al., 2020 ). At present, autonomous vessels are not allowed to sail alone in a complicated waterway transport environment like regional hub-and-spoke networks. Thus, transitional solutions were proposed to expedite the implementation of autonomous vessels with limited autonomy levels. A promising one is vessel trains (also termed vessel platoons), each consisting of several autonomous vessels led by a manned ship ( Munim, 2019 ); see Fig. 1 for illustration. This idea was initiated by the project NOVel Iwt and MARitime transport concepts (NOVIMAR), funded by European Union ( Munim, 2019 ). The leader vessel of a vessel train is a fully manned, conventional ship with navigation, communication, and control equipment for piloting the entire vessel train. Follower vessels in a train are autonomous ones with less or no crew onboard. These autonomous vessels must be escorted by the leader vessel throughout their voyages. The idea is similar to the autonomous truck platoons led by manned trucks ( Bhoopalam et al., 2018 ; van Brummelen et al., 2018 ). Funding Information: This study is supported by a General Research Fund (Project No. 15224818 ) provided by the Research Grants Council of Hong Kong and a grant provided by the Hong Kong Polytechnic University (Project ID: P0001008 ). Publisher Copyright: {\textcopyright} 2022 Elsevier Ltd",
year = "2023",
month = jan,
day = "1",
doi = "10.1016/j.ocecoaman.2022.106386",
language = "English",
volume = "231",
journal = "Ocean and Coastal Management",
issn = "0964-5691",
publisher = "Elsevier B.V.",
}