Dynamic Shortest Path and Fleet Management
- Zubayr Ahmed Bhutta
The search for the shortest path in a graph is of great importance for many applications in industry and research. Each of these applications may be associated with different constraints. In this thesis, a shortest path problem in a maritime context has to be studied. JAKOTA Cruise Systems GmbH is one of the world’s leading companies in the analysis and distribution of AIS (Automatic Identification System) data [1, 2]. The latter are used in combination with geospatial information (ports, sea lanes, ...) to predict the movements of international shipping traffic by using graph algorithms [2, 3, 4]. Here, the routes of hundreds of thousands of ships are calculated daily in a large static graph. In this work, possibilities shall be investigated to extend the graph in the present infrastructure in such a way that the edge weights can be dynamic. This allows for inclusion of temporary critical effects like severe weather or port congestion. In particular, consideration should be given to the large amount of daily processing costs. As a prerequisite for applying shortest path algorithms at large scale, an appropriate graph data management strategy has to be designed.
Extensive investigation and presentation of the state of the art in dynamic shortest path algorithms
Requirement analysis based of the companies AIS scenarios with a strong focus on time-dependent data
Development of a concept taking into account existing infrastructure
Prototype implementation and quality based evaluation using AIS scenarios
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