Future Mobility & Tesla: Data-Driven Ins

Introduction: The Failure of the "Auto-Centric" ParadigmIn the field of traffic safety research, a critical error is often made: attempting to regulate Personal Mobility (PM) devices using the same frameworks designed for automobiles. As a researcher analyzing urban transit systems, I argue that treating e-scooters as "miniature cars" is fundamentally flawed. To mitigate rising accident rates, w..

1. The Capillary of the Smart City: Why PM MattersA truly smart city is not just about large-scale autonomous buses or trains; it is about the seamless "capillary" network that connects them to the individual.The Last-Mile Backbone: Personal Mobility (PM) serves as the vital link in a multi-modal transportation system, ensuring that no part of the city is left unreachable by public transit.Urban..

1. Mapping the Invisible: The Role and Refinement of GPS DataModern urban planning has moved beyond guesswork. By leveraging high-resolution GPS data from shared mobility fleets, researchers can now visualize the "invisible" flows of a city.The Challenge of Data Quality: From a technical perspective, raw GPS data is often "noisy" due to signal interference in dense urban environments (the urban ..

Introduction: Analyzing the Risks of Modern MicromobilityIn the landscape of urban transportation, Personal Mobility (PM) devices like e-scooters are often viewed simply as smaller versions of traditional two-wheeled vehicles. However, from a researcher's perspective in mobility data and traffic safety, it is critical to acknowledge that PMs possess unique structural vulnerabilities that disting..

Introduction: Beyond the Traditional CommuteAs a researcher and PhD candidate specializing in future mobility, I have observed a significant shift in how we navigate urban environments. While Electric Vehicles (EVs) like Tesla are revolutionizing long-distance travel, Micro-Mobility is emerging as the essential solution for the "first and last mile" of city transit. This post explores why these ..