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Showing result 1 - 5 of 255 essays matching the above criteria.

1. 1. Station-level demand prediction in bike-sharing systems through machine learning and deep learning methods

   University essay from Lunds universitet/Institutionen för naturgeografi och ekosystemvetenskap

   Author : Nikolaos Staikos; [2024]
   Keywords : Physical Geography; Ecosystem Analysis; Bike-sharing demand; Machine learning; Deep learning; Spatial regression; Graph Convolutional Neural Network; Multiple Linear Regression; Multilayer Perceptron Regressor; Support Vector Machine; Random Forest Regressor; Urban environment; Micro-mobility; Station planning; Geomatics; Earth and Environmental Sciences;

   Abstract : Public Bike-Sharing systems have been employed in many cities around the globe. Shared bikes are an efficient and convenient means of transportation in advanced societies. Nonetheless, station planning and local bike-sharing network effectiveness can be challenging. READ MORE

3. 2. Competing for the Curb: A Study of the Impact of Ride-Hailing Companies on Traditional Taxi Services

   University essay from Göteborgs universitet/Graduate School

   Author : Hampus Johansson; Sebastian Leijen; [2023-07-19]
   Keywords : Transportation Network Companies TNC ; Internet of Things IoT ; Business Model Canvas BMC ; Business Model Innovation BMI ; Transformation;

   Abstract : In the bustling streets of Sweden, the emergence of Transportation Network Companies (TNCs) has shaken up the taxi industry, leaving incumbents grappling with the need to adapt their business models. While previous research has explored this phenomenon in other parts of the world, little is known about its impact in Sweden. READ MORE

4. 3. Staying Afloat - Examining the Resilience of the European Inland Waterway Transportation Industry in the Face of Climate Related Disruptions: A Policy and Resilience Analysis

   University essay from Göteborgs universitet/Graduate School

   Author : Linnea Ahlgren; Hibaakh Jamac; [2023-07-03]
   Keywords : Climate Change; Inland Waterway Transportation; Inland Barge Companies; Inland Ports; Policies and Initiatives; Adaptation; Extreme Weather;

   Abstract : Due to its lower emissions in comparison to other modes of transport, inland waterway transportation (IWT) has been increasingly considered a sustainable option by the European Union (EU), prompting a focus on transitioning towards it in recent years. However, the impact of climate change has led to a rise in extreme weather events, including floods and droughts, over the past few decades. READ MORE

5. 4. Activity Location Assignment Comparison Using Geospatial Landuse and Building Data in MATSim : A Multi-modal Transport Case Study of Stockholm

   University essay from KTH/Transportplanering

   Author : YU GAO; [2023]
   Keywords : Agent-based model; MATSim; Raster Data; Shapefile Data; OSM; GTFS;

   Abstract : Transport simulation models play a crucial role in transportation planning, design, and operations, allowing for the replication of various scenarios through the incorporation of real-world data and parameters. Recently, agent-based transport models have gained prominence for their ability to simulate intricate metropolitan transport systems. READ MORE

6. 5. Neural Network-based Anomaly Detection Models and Interpretability Methods for Multivariate Time Series Data

   University essay from Stockholms universitet/Institutionen för data- och systemvetenskap

   Author : Deepthy Prasad; Swathi Hampapura Sripada; [2023]
   Keywords : multivariate - time series; anomaly detection; neural networks; autoencoders; interpretability; counterfactuals;

   Abstract : Anomaly detection plays a crucial role in various domains, such as transportation, cybersecurity, and industrial monitoring, where the timely identification of unusual patterns or outliers is of utmost importance. Traditional statistical techniques have limitations in handling complex and highdimensional data, which motivates the use of deep learning approaches. READ MORE