Machine Learning-Based Driver Assistance System Ensuring Road Safety for Smart Cities
- Title
- Machine Learning-Based Driver Assistance System Ensuring Road Safety for Smart Cities
- Creator
- Roy A.; Ghosh D.
- Description
- Technologies around smart city and green computing are gaining more and more interest from diversified workforce areas. The transportation system is one of them. The transportation vehicles are operating day and night to provide proper support for the need. This is really tiring for the transportation workers, especially the drivers who are driving the vehicle. A slight negligence of a driver may cause a huge loss. The increasing number of road accidents is therefore a big concern. Research works are going on to comfort the drivers and increase the security features of vehicle to avoid accidents. In this chapter, a model is proposed, which can efficiently detect drivers drowsiness. The discussion mainly focuses on building the learning model. A modified convolution neural network is built to solve the purpose. The model is trained with a dataset of 7000 images of open and closed eyes. For testing purpose, some real-time experiments are done by some volunteer drivers in different conditions, like gender, day, and night. The model is really good for daytime and if the driver is not wearing any glass. But with a glass in the eyes and in night condition, the system needs improvements. 2025 selection and editorial matter, Yousef Farhaoui, Bharat Bhushan, Nidhi Sindhwani, Rohit Anand, Agbotiname Lucky Imoize and Anshul Verma; individual chapters, the contributors.
- Source
- Internet of Things and Big Data Analytics for a Green Environment, pp. 39-49.
- Date
- 2024-01-01
- Publisher
- CRC Press
- Coverage
- Roy A., Christ (Deemed to be University), Bangalore, India; Ghosh D., Thapar University, Patiala, India
- Rights
- Restricted Access
- Relation
- ISBN: 978-104022473-1; 978-103264982-5
- Format
- Online
- Language
- English
- Type
- Book chapter
Collection
Citation
Roy A.; Ghosh D., “Machine Learning-Based Driver Assistance System Ensuring Road Safety for Smart Cities,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 24, 2025, https://archives.christuniversity.in/items/show/17884.