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A Survey on Querying Shortest Travel Cost on Road Networks
PhD Qualifying Examination
Title: "A Survey on Querying Shortest Travel Cost on Road Networks"
by
Mr. Zengyang GONG
Abstract:
Querying the shortest travel cost between any two locations within road
networks is a critical function in map-based services. This query not only
facilitates everyday navigation for millions of users but also underpins a
multitude of real-world applications, from logistics and urban planning to
emergency response and ridesharing services. The travel costs of road
segments are typically modeled using various weighted functions, which has
led to the development of distinct types of road networks: static, dynamic
(with real-time updates), and time-dependent. To efficiently address the
shortest travel cost query for each type of road network, a range of
approaches has been developed in existing works. These approaches can be
broadly categorized into tree index-based methods, labeled index-based
methods, and learning-based methods. This survey provides a comprehensive
exploration of the topic, elaborating on the different types of travel cost
modeling for road networks and the various methods to answer the shortest
travel cost query. By examining the strengths and limitations of each
approach, this survey aims to guide future research and development in this
critical area.
Date: Wednesday, 18 December 2024
Time: 12:00noon - 2:00pm
Venue: Room 3494
Lifts 25/26
Committee Members: Prof. Lei Chen (Supervisor)
Prof. Qiong Luo (Chairperson)
Dr. Shimin Di
Dr. Ziyi Liu