In urban cities, traffic congestion continues to remain a serious issue resulting in to extended travel times, increased consumption of petroleum, and pollution of the surrounding environment. Traditional traffic management systems rely on pre-set routes and static signal arrangements, therefore insufficient to dynamically adjust to changing conditions. This project leverages AI (Artificial Intelligence), Machine learning and IOT (Internet of Things) in order to improve traffic flow and urban mobility. So as to obtain real-time traffic data, the system integrates GPS trackers, AI-driven cameras and IoT-enabled sensors. Algorithms developed using machine learning are implemented to process this data in order to improve route recommendations and identify patterns of congestion. In order for better vehicle flow, smart traffic signal management additionally serves to adjust signal timings. Incident detection and management will be done using AI-driven object detection. The system architecture is designed using MySQL, Python with Flask, and React.js for the frontend. Tensor Flow and Scikit-learn are tools for predictive analytics, while Apache Kafka handles real-time data streaming. MQTT integration allows interaction among IoT devices and the central processing unit. This enables for timely rerouting and emergency response. The system's objective is to increase commuter safety, minimize emissions, and reduce congestion by dynamically optimizing traffic signals and routes.
Traffic Prediction, Artificial Intelligence, Internet of Things, machine learning, Python flask, Traffic management, incident detection, deep learning.
International Journal of Trend in Scientific Research and Development - IJTSRD having
online ISSN 2456-6470. IJTSRD is a leading Open Access, Peer-Reviewed International
Journal which provides rapid publication of your research articles and aims to promote
the theory and practice along with knowledge sharing between researchers, developers,
engineers, students, and practitioners working in and around the world in many areas
like Sciences, Technology, Innovation, Engineering, Agriculture, Management and
many more and it is recommended by all Universities, review articles and short communications
in all subjects. IJTSRD running an International Journal who are proving quality
publication of peer reviewed and refereed international journals from diverse fields
that emphasizes new research, development and their applications. IJTSRD provides
an online access to exchange your research work, technical notes & surveying results
among professionals throughout the world in e-journals. IJTSRD is a fastest growing
and dynamic professional organization. The aim of this organization is to provide
access not only to world class research resources, but through its professionals
aim to bring in a significant transformation in the real of open access journals
and online publishing.