Driver’s fatigue classification based on physiological signals using RNN-LSTM technique
One of the major reasons for road accidents is driver’s fatigue which causes several fatalities every year. Various studies on road accidents have proved that 20% of the accidents are caused mainly due to fatigue among drivers while driving. This paper presents the use of deep learning technique in...
| Main Authors: | Rabea, Ahmed Faozi Ahmed, Ahmad, Siti Anom, Jantan, Sa'diah, Che Soh, Azura, Ishak, Asnor Juraiza, Raja Adnan, Raja Nurzatul Efah, Al-Qazzaz, Noor Kamal |
|---|---|
| Format: | Conference or Workshop Item |
| Published: |
IEEE
2022
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/37788/ |
Similar Items
Air Quality Prediction Using RNN and LSTM
by: Keerthana, G., et al.
Published: (2024)
by: Keerthana, G., et al.
Published: (2024)
Development Of A Computer-Controlled Automated Storage And Retrieval System
by: Jantan, Sa'diah
Published: (2008)
by: Jantan, Sa'diah
Published: (2008)
Enhancing driver fatigue detection accuracy in on-road driving systems using an LSTM-DNN hybrid model with modified Z-Score and morlet wavelet
by: Rafiuddin, Abdubrani, et al.
Published: (2024)
by: Rafiuddin, Abdubrani, et al.
Published: (2024)
Optimizing NARX-RNN Performance to Predict Precious Metal Futures market
by: Stephanie,, et al.
Published: (2022)
by: Stephanie,, et al.
Published: (2022)
A PERCLOS-based Driver Fatigue Detection based Driver Fatigue Detection
by: Kamarul Hawari, Ghazali, et al.
Published: (2012)
by: Kamarul Hawari, Ghazali, et al.
Published: (2012)
Forecasting Using K-means Clustering and RNN Methods with PCA Feature Selection
by: Ferna, Marestiani, et al.
Published: (2022)
by: Ferna, Marestiani, et al.
Published: (2022)
Characteristics of COVID-19-related deaths among older adults in Malaysia
by: Mat Din, Hazwan, et al.
Published: (2021)
by: Mat Din, Hazwan, et al.
Published: (2021)
Optimising LSTM and BiLSTM models for time series forecasting through hyperparameter tuning
by: Nur Haizum, Abd Rahman, et al.
Published: (2025)
by: Nur Haizum, Abd Rahman, et al.
Published: (2025)
Barriers and drivers of physical activity participation among older adults in Malaysia: a systematic review
by: Minhat, Halimatus Sakdiah, et al.
Published: (2024)
by: Minhat, Halimatus Sakdiah, et al.
Published: (2024)
The essence of accommodating older adults into the social care sector in Malaysia
by: Minhat, Halimatus Sakdiah, et al.
Published: (2021)
by: Minhat, Halimatus Sakdiah, et al.
Published: (2021)
Correlation between hearing handicap inventory for the elderly screening (HHIE-S) and pure tone audiometry (PTA) test among Malaysian elderly
by: Camarudin, Noraini, et al.
Published: (2022)
by: Camarudin, Noraini, et al.
Published: (2022)
Kesan poligami terhadap keluarga Islam : suatu kajian di Langkawi Kedah / Sa'diah Abdul Samad.
by: Abdul Samad, Sa'diah
Published: (2002)
by: Abdul Samad, Sa'diah
Published: (2002)
A lab scale study on the effect of waste lubricating oil to red tilapia, Oreochromis sp. Juveniles
by: Sa'diah, Binti Salim
Published: (2013)
by: Sa'diah, Binti Salim
Published: (2013)
ICT adoption and its influence on economic growth and innovation
by: Let, Halimahton Sa'diah
Published: (2020)
by: Let, Halimahton Sa'diah
Published: (2020)
Hubungan antara penguasaan Matematik di peringkat sekolah menengah dengan pencapaian akademik pelajar Kejuruteraan Mekanikal (Pembuatan) di Politeknik Johor Bahru
by: Talib, Halimatul Sa'diah
Published: (2002)
by: Talib, Halimatul Sa'diah
Published: (2002)
A Study on Driver Fatigue Notification Systems
by: Alsibai, Mohammad Hayyan, et al.
Published: (2016)
by: Alsibai, Mohammad Hayyan, et al.
Published: (2016)
Driving fatigue in professional driver (e-hailing)
by: Shazwana, Omar
Published: (2025)
by: Shazwana, Omar
Published: (2025)
Physical fatigue assessment for intrastate bus driver
by: Zulkifli Jasmin, Zahir Fikri Bin, et al.
Published: (2016)
by: Zulkifli Jasmin, Zahir Fikri Bin, et al.
Published: (2016)
Effectiveness of a community-based muscle strengthening exercise program to increase muscle strength among pre-frail older persons in Malaysia: a pilot study
by: Raja Adnan, Raja Nurzatul Efah, et al.
Published: (2021)
by: Raja Adnan, Raja Nurzatul Efah, et al.
Published: (2021)
Analysis of fatigue among public bus driver in Kuantan
by: Nik Nurul Fathihah, Nik Azman
Published: (2018)
by: Nik Nurul Fathihah, Nik Azman
Published: (2018)
Development of vehicle driver fatigue monitoring and prevention system
by: Thum, Chia Chieh, et al.
Published: (2004)
by: Thum, Chia Chieh, et al.
Published: (2004)
Driver’s fatigue detection system based on facial features
by: Khan, Ijaz
Published: (2014)
by: Khan, Ijaz
Published: (2014)
On positive solutions for singular boundary value problems of differential and difference equations / Noor Halimatus Sa'diah Ismail
by: Ismail, Noor Halimatus Sa'diah
Published: (2016)
by: Ismail, Noor Halimatus Sa'diah
Published: (2016)
Keynotte address 3 tittle: the challenges of women leaders for the next Millennium 2057
by: Sheikh Bakir, Siti Sa’diah
Published: (2010)
by: Sheikh Bakir, Siti Sa’diah
Published: (2010)
Penyelarasan kaedah pemarkahan dan pemeriksaan kursus matematik dan statistik: Suatu saranan / Sa'diah Sahat and Razali Karim
by: Sahat, Sa'diah, et al.
Published: (2008)
by: Sahat, Sa'diah, et al.
Published: (2008)
Integrated deep learning for cardiovascular risk assessment and diagnosis: An evolutionary mating algorithm-enhanced CNN-LSTM
by: Ahmed Alsarori, Ahmed Mohammed, et al.
Published: (2025)
by: Ahmed Alsarori, Ahmed Mohammed, et al.
Published: (2025)
Nutritional status of older persons in Malaysia
by: Yassin, Zaitun, et al.
Published: (2012)
by: Yassin, Zaitun, et al.
Published: (2012)
The relationship between train driver schedule, wellbeing, fatigue and driving performance among train driver
by: Nurirdina, Mohd Johan
Published: (2025)
by: Nurirdina, Mohd Johan
Published: (2025)
A novel BiGRUBiLSTM model for Multilevel Sentiment Analysis Using Deep Neural Network with BiGRU-BiLSTM
by: Islam, Md Shofiqul, et al.
Published: (2021)
by: Islam, Md Shofiqul, et al.
Published: (2021)
Detection of student engagement in e-learning environments using EfficientnetV2-L together with RNN-based models
by: Rezaee, Mohammadreza, et al.
Published: (2024)
by: Rezaee, Mohammadreza, et al.
Published: (2024)
Hyperspectral image classification by integrating attention-based LSTM and hybrid spectral networks
by: Ahmed AL-Kubaisi, Mohammed, et al.
Published: (2022)
by: Ahmed AL-Kubaisi, Mohammed, et al.
Published: (2022)
Impact of gender on sexual problems and perceptions among urban Malay elderly in Malaysia
by: Minhat, Halimatus Sakdiah, et al.
Published: (2019)
by: Minhat, Halimatus Sakdiah, et al.
Published: (2019)
Design of a wireless surface EMG acquisition system
by: Ishak, Asnor Juraiza, et al.
Published: (2017)
by: Ishak, Asnor Juraiza, et al.
Published: (2017)
Rainfall Prediction in Palembang City Using the GRU and LSTM Methods
by: Surta, Wijaya, et al.
Published: (2023)
by: Surta, Wijaya, et al.
Published: (2023)
Comparison of ELM, LSTM, and CNN Models in Breast Cancer
Classification
by: Silvia, Ratna, et al.
Published: (2024)
by: Silvia, Ratna, et al.
Published: (2024)
A hybrid Transformer-LSTM model apply to glucose prediction
by: Bian, QingXiang, et al.
Published: (2024)
by: Bian, QingXiang, et al.
Published: (2024)
Integration of CNN and LSTM networks for behavior feature recognition: an analysis
by: Aris, Teh Noranis Mohd, et al.
Published: (2024)
by: Aris, Teh Noranis Mohd, et al.
Published: (2024)
Risk factors of fatigue: a systematic review among transportation drivers
by: Che Hasan, Nurul Atikah, et al.
Published: (2021)
by: Che Hasan, Nurul Atikah, et al.
Published: (2021)
Ecology and physiology of Eleusine indica seeds
by: Chin, H. F., et al.
Published: (1979)
by: Chin, H. F., et al.
Published: (1979)
Risk factors and evaluation of occupational fatigue among logistic truck drivers in Malaysia
by: Hasan, Atikah, et al.
Published: (2022)
by: Hasan, Atikah, et al.
Published: (2022)
Similar Items
-
Air Quality Prediction Using RNN and LSTM
by: Keerthana, G., et al.
Published: (2024) -
Development Of A Computer-Controlled Automated Storage And Retrieval System
by: Jantan, Sa'diah
Published: (2008) -
Enhancing driver fatigue detection accuracy in on-road driving systems using an LSTM-DNN hybrid model with modified Z-Score and morlet wavelet
by: Rafiuddin, Abdubrani, et al.
Published: (2024) -
Optimizing NARX-RNN Performance to Predict Precious Metal Futures market
by: Stephanie,, et al.
Published: (2022) -
A PERCLOS-based Driver Fatigue Detection based Driver Fatigue Detection
by: Kamarul Hawari, Ghazali, et al.
Published: (2012)