Optimizing Bike Sharing Systems in Gothenburg: Enhancing Multimodal Public Transport Integration
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Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
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Sammanfattning
Rentable bike sharing systems (BSS) are an environmentally friendly way of transportation
that has steadily gained popularity in cities worldwide in recent years.
These micromobility vehicles provide a convenient solution to the first-mile/lastmile
problem often associated with public transportation. While many studies have
focused on determining the optimal placement of BSS stations to fulfill user demand,
it is equally important to consider how well the BSS network integrates with
other modes of public transport to encourage multi-modal travel. The aim of this
thesis is to develop an optimization framework for determining the optimal placement
of BSS stations to enhance multi-modal accessibility while ensuring demand
fulfillment. The study focuses on the central parts of Gothenburg with demand
evaluated through analysis of historical travel data. The proposed framework defines
the problem as a facility location model, with the objective of maximizing a
defined accessibility measure. Constraints are introduced to ensure the fulfillment
of historical demand. Given the NP-hard nature of the problem, a metaheuristic
optimization algorithm is employed to find an efficient solution. The resulting station
placement is then compared to the current BSS station locations in Gothenburg
and demonstrates that the proposed solution improves the multi-modal accessibility
while successfully meeting historical demand.
Beskrivning
Ämne/nyckelord
Bicycle sharing system, First-mile/last-mile problem, Facility Location Problem, Ant Colony Optimization, Multi-modal travel