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Automating the traffic signal timings using images of vehicles near the crossroads using YOLO (You Only Look Once) which includes Convolutional and Fully Connected Neural Networks which is implemented on Python-Django Web Framework.
Analyzes half a million Chicago car accidents to determine if the presence of red light cameras improves intersection safety. Evaluates how intersection characteristics and other factors affect the number and type of intersection crashes.
A production-grade desktop Smart Traffic Management System simulator with graph-based routing, congestion monitoring, emergency vehicle handling, signal optimization, and accident/road-closure simulation.
Traffic signal warrant analysis tool implementing all 9 MUTCD 2009 warrants with automatic threshold calculations, interactive charts, and PDF/Excel export.
The TSIGMA plugin contract: the gRPC boundary between a TSIGMA host and the plugins it loads - decoders, ingestion methods, reports, notifications, auth and storage
Open Protocol for Traffic Signal Communication: defines the Protobuf messages Traffic Ops products speak over NATS JetStream, MQTT and other transports