Abstract
Accident prevention is the key facet of road safety. As the number of road accidents in Bangladesh is rising exponentially, precautionary steps are required to prevent this from happening. Many researchers are working on accident prediction models that are commonly used in road safety research. Artificial intelligence (AI) is particularly important in many real-world applications where data are not consistent and are affected by random changes. In this work, we propose an AI-based driver vigilance system for assisting drivers with accident prevention. The system detects drowsiness of the driver from dash camera using the Convolutional Neural Network algorithm; detects anomalies in the heartbeat using two-layer long short term memory algorithm and detects over-speed using GPS and front camera. The suggested model uses a Neuro-Fuzzy controller to integrate these inputs and generates alerts and controls brakes if necessary using drowsiness, heartbeat and speed variables.
| Original language | English |
|---|---|
| Title of host publication | 2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021 - Proceedings |
| Editors | Brig Gen Golam Faruque, Kazi Abu Taher, M. Shamim Kaiser, Mohammed Nasir Uddin |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 412-416 |
| Number of pages | 5 |
| ISBN (Electronic) | 9781665414609 |
| DOIs | |
| State | Published - 27 Feb 2021 |
| Externally published | Yes |
| Event | 2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021 - Dhaka, Bangladesh Duration: 27 Feb 2021 → 28 Feb 2021 |
Publication series
| Name | 2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021 - Proceedings |
|---|
Conference
| Conference | 2021 International Conference on Information and Communication Technology for Sustainable Development, ICICT4SD 2021 |
|---|---|
| Country/Territory | Bangladesh |
| City | Dhaka |
| Period | 27/02/21 → 28/02/21 |
Bibliographical note
Publisher Copyright:© 2021 IEEE.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
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SDG 11 Sustainable Cities and Communities
Keywords
- CNN
- EAR
- Fuzzy Inference system
- Fuzzy logic
- LSTM Autoencoder
- PPG
- Viola-Jones algorithm
ASJC Scopus subject areas
- Computer Networks and Communications
- Computer Vision and Pattern Recognition
- Development
- Signal Processing
- Information Systems and Management
- Renewable Energy, Sustainability and the Environment
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