Fleet Management
The school transportation system faces challenges in ensuring the safety and responsible driving behavior of bus drivers.
Problem Statement
- The school transportation system faces challenges in ensuring the safety and responsible driving behavior of bus drivers. Traditional fleet management systems lack the capability to continuously monitor and rate driver performance in real-time. The absence of comprehensive driver oversight hinders the ability to identify unsafe driving practices and potential risks for student passengers. To address these concerns and provide a safer school transportation system, there is a need for a fleet management system that incorporates live video recording, advanced sensors, and machine learning to rate and monitor bus driver behavior continuously.
Steps taken to achieve
- To address these challenges, an Earth Movers website is developed, offering an all-in-one solution for the earthmoving industry. The website includes features for onboarding customers and managing user data efficiently. A user-friendly interface ensures seamless user management, allowing users to access their accounts, manage preferences, and track earthmoving activities effectively..To enable comprehensive analytics, the website integrates Grafana, providing admins with a dashboard to monitor financial data and operational performance. Real-time analytics facilitate data-driven decision-making, leading to improved efficiency and cost-effectiveness in earthmoving operations.For enhanced monitoring, the website includes live camera feeds that enable real-time tracking of earthmoving equipment and job sites. Past data records allow users to review previous operations and performance, helping identify areas for improvement.Additionally, an Electron JS application is developed, allowing drivers to control earthmoving equipment remotely using a joystick. The application provides manual control capabilities, ensuring precise and efficient earthmoving operations from remote locations
Outcome of the project
- The implementation of our fleet management system for school buses yielded a transformative outcome, enhanced student safety and promoted responsible driving behavior among bus drivers.Real-time tracking and continuous driver monitoring ensured adherence to safety protocols and regulations, significantly reduced the risk of accidents and improving overall safety for student passengers.The ML-driven driver rating system provided valuable insights into driver behavior, allowing for targeted training and coaching to improve driving performance. This proactive approach helped to foster a culture of responsible driving among bus drivers, ultimately leading to safer transportation for students.Additionally, the comprehensive oversight provided by the system improved operational efficiency. By identifying and addressing issues promptly, such as vehicle wobbling or harsh braking, the system contributed to smoother and more comfortable rides for students.In conclusion, our fleet management system for school buses, with its live video recording, advanced sensors, and ML-driven driver monitoring, elevated the school transportation system to new heights of safety and efficiency. The integration of cutting-edge technology ensured responsible driving practices and a secure journey for student passengers, making it an indispensable tool for ensuring a safe and efficient school transportation system