03 / Ongoing research · Safe mobility
An explainable spatial-AI project exploring how the environment around railroad crossings and broader community patterns can support proactive trespassing-risk prioritization.
Challenge
Railroad trespassing risk is influenced by more than a crossing alone. The surrounding place, the community it serves, and its connection to nearby locations all shape the local safety context.
Research goal
The project investigates an interpretable way to estimate relative risk while showing the broad contextual evidence behind each assessment.
Public research scope / 01
The built and geographic environment surrounding a railroad crossing.
Aggregated characteristics that describe the communities around each location.
Relationships among nearby crossings and the wider transportation landscape.
High-level explanations designed to connect a risk estimate with actionable local context.
Intended value / 02
Help transportation stakeholders identify locations that may warrant closer attention.
Provide interpretable context instead of presenting risk estimates as a black box.
Support targeted monitoring, education, planning, and safety-resource decisions.
Current stage / 03
Status
The framework is being refined as part of a manuscript in preparation. This page intentionally presents only the public research direction.
Publication boundary
Architecture, variables, experimental settings, validation procedures, and results are withheld until the work is ready for publication.