Negative Emotions Recognition While Driving Using Electroencephalogram Signal

Publish Year: 1400
نوع سند: مقاله ژورنالی
زبان: English
View: 195

This Paper With 28 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

JR_IJTE-9-1_004

تاریخ نمایه سازی: 17 مهر 1400

Abstract:

The role of the human factor has been confirmed as the number one cause of driving crashes and emotions are known as one of the most important factors of driver distraction. Although biological signals have a great potential for detecting emotions, so far few studies have been conducted to use these signals to develop emotion recognition systems while driving. Therefore, in this paper an electroencephalography (EEG) based classification model presents for recognizing low-valence high-arousal (LVHA) emotions (known as negative emotions) of drivers. For this purpose, two driving tests were designed in a driving simulator, one for driving under normal conditions and the other for driving in the negative emotional state. ۱۸ people participated in these tests and the activity of four channels of their brain signals was recorded during the tests. The energies of delta, theta, alpha, beta, and gamma frequency bands, and the total signal energy along with gender were employed as inputs for classification models and emotional state was considered as output. Different models were used for subject-independent classification, among which the neural network classifier with an accuracy of ۹۵% had the best performance. The results of the analysis showed that all channels are effective in increasing the accuracy of classifiers; also, gender has a relative impact on the accuracy of classification models. Assessing the effects of different frequency bands revealed that alpha and gamma bands have a greater effect on the accuracy of models than do other bands. At the end, different combinations of EEG channels were used to recognize negative emotions while driving, and the results indicated that using only two channels can help recognize these emotions with an accuracy of ۸۹%. 

Keywords:

Emotion Recognition , negative emotions recognition while driving , Advanced Driver Assistant Systems (ADAS) , driving simulator study , promoting traffic safety

Authors

Naser Habibifar

Industrial Engineering School, K. N. Toosi University of Technology, Tehran, Iran

Hamed Salmanzadeh

Industrial Engineering school, K. N. Toosi University of Technology, Tehran, Iran

مراجع و منابع این Paper:

لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :
  • Abou Elassad, Z. E., Mousannif, H., Al Moatassime, H. and ...
  • Agrafioti, F., Hatzinakos, D. and Anderson, A. K. (۲۰۱۲) “ECG ...
  • Al Machot, F., Mosa, A. H., Dabbour, K., Fasih, A., ...
  • Ali, M., Al Machot, F., Mosa, A. H. and Kyamakya, ...
  • Ali, M., Al Machot, F., Haj Mosa, A., Jdeed, M., ...
  • Ali, Y., Sharma, A., Haque, M. M., Zheng, Z. and ...
  • Alkinani, M. H., Khan, W. Z. and Arshad, Q. (۲۰۲۰) ...
  • Modeling Driver’s Hazard Perception using Driver s Personality Characteristics [مقاله ژورنالی]
  • Asadamraji, M., Saffarzadeh, M., Ross, V., Borujerdian, A., Ferdosi, T. ...
  • Atkinson, J., & Campos, D. (۲۰۱۶) “Improving BCI-based emotion recognition ...
  • Azman, A., Raman, K. J., Mhlanga, I. A. J., Ibrahim, ...
  • Basu, S., Jana, N., Bag, A., Mahadevappa, M., Mukherjee, J., ...
  • Bradley, M. M., & Lang, P. J. Affective norms for ...
  • Braun, M., Schubert, J., Pfleging, B. and Alt, F. (۲۰۱۹) ...
  • Bustamante, E. A., & Spain, R. D. (۲۰۰۸) “Measurement invariance ...
  • Cai, H., & Lin, Y. (۲۰۱۱) “Modeling of operators' emotion ...
  • Cao, A., Chintamani, K. K., Pandya, A. K. and Ellis, ...
  • Casson, A. J., Yates, D. C., Smith, S. J., Duncan, ...
  • Chen, L.-l., Zhang, A. and Lou, X.-g. (۲۰۱۹) “Cross-subject driver ...
  • Cheng, B., & Liu, G. (۲۰۰۸) “Emotion recognition from surface ...
  • Cunningham, M. L., & Regan, M. A. (۲۰۱۶) “The impact ...
  • Davidson, R. J. (۱۹۹۲) “Anterior cerebral asymmetry and the nature ...
  • Davidson, R. J., & Fox, N. A. (۱۹۸۲) “Asymmetrical brain ...
  • Ekman, P. (۱۹۹۲) “An argument for basic emotions”, Cognition & ...
  • Fuller, R. (۲۰۰۰) “The task-capability interface model of the driving ...
  • Fuller, R. (۲۰۰۵) “Towards a general theory of driver behaviour”, ...
  • Ganesh, S., Chinchani, A. M., Bhushan, A., Kanchan, D. and ...
  • García, H. F., Álvarez, M. A. and Orozco, Á. A. ...
  • Gómez-Herrero, G., De Clercq, W., Anwar, H., Kara, O., Egiazarian, ...
  • Gong, P., Ma, H. T. and Wang, Y. (۲۰۱۶) “Emotion ...
  • Gorunescu, F. (۲۰۱۱). ”Data Mining: Concepts, models and techniques”, Springer ...
  • Grier, R. A. (۲۰۱۵) “How high is high? A meta-analysis ...
  • Guendil, Z., Lachiri, Z., Maaoui, C. and Pruski, A. (۲۰۱۵) ...
  • Guo, H.-W., Huang, Y.-S., Lin, C.-H., Chien, J.-C., Haraikawa, K. ...
  • Han, J., Pei, J. and Kamber, M. (۲۰۱۱). ”Data mining: ...
  • Hart, S. (۱۹۸۸). Development of NASA-TLX: Results of empirical and ...
  • Hart, S. G. (۲۰۰۶) “NASA-task load index (NASA-TLX); ۲۰ years ...
  • Hayley, A. C., de Ridder, B., Stough, C., Ford, T. ...
  • Ille, N., Berg, P. and Scherg, M. (۲۰۰۲) “Artifact correction ...
  • Izquierdo-Reyes, J., Ramirez-Mendoza, R. A., Bustamante-Bello, M. R., Navarro-Tuch, S. ...
  • Jeon, M. (۲۰۱۶) “Don’t cry while you’re driving: sad driving ...
  • Jeon, M., & Walker, B. N. (۲۰۱۱) “What to detect? ...
  • Jeon, M., Yim, J.-B. and Walker, B. N. (۲۰۱۱) “An ...
  • Jeon, M., Walker, B. N. and Yim, J.-B. (۲۰۱۴) “Effects ...
  • Jerritta, S., Murugappan, M., Nagarajan, R. and Wan, K. (۲۰۱۱) ...
  • Karimi, S., Aghabayk, K., Abrari Vajari, M. and Stephens, A. ...
  • Katsis, C. D., Katertsidis, N., Ganiatsas, G. and Fotiadis, D. ...
  • Kaye, S.-A., Lewis, I. and Freeman, J. (۲۰۱۸) “Comparison of ...
  • Evaluation of the effect of driving education and training programs on modification of driver's dangerous behaviors [مقاله ژورنالی]
  • Kim, J. (۲۰۰۷). ”Bimodal emotion recognition using speech and physiological ...
  • Kim, J., & André, E. (۲۰۰۸) “Emotion recognition based on ...
  • Kolodyazhniy, V., Kreibig, S. D., Gross, J. J., Roth, W. ...
  • Koornstra, M. J. (۲۰۰۹) “Risk-adaptation theory”, Transportation research part F: ...
  • Lan, Z., Sourina, O., Wang, L. and Liu, Y. (۲۰۱۶) ...
  • Lang, P. J., Bradley, M. M. and Cuthbert, B. N. ...
  • Li, X., Song, D., Zhang, P., Yu, G., Hou, Y. ...
  • Lin, Y.-P., Wang, C.-H., Jung, T.-P., Wu, T.-L., Jeng, S.-K., ...
  • Lisetti, C. L., & Nasoz, F. (۲۰۰۴) “Using noninvasive wearable ...
  • Liu, J., Meng, H., Nandi, A. and Li, M. (۲۰۱۶) ...
  • Maaoui, C., & Pruski, A. (۲۰۱۰). ”Emotion recognition through physiological ...
  • Mantouka, E., Barmpounakis, E., Vlahogianni, E. and Golias, J. (۲۰۲۰) ...
  • Masood, N., & Farooq, H. (۲۰۱۹) “Investigating EEG patterns for ...
  • Mihajlović, V., Grundlehner, B., Vullers, R. and Penders, J. (۲۰۱۵) ...
  • Minhad, K. N., Ali, S. H. M. and Reaz, M. ...
  • Mirmohamadsadeghi, L., Yazdani, A. and Vesin, J.-M. (۲۰۱۶) “Using cardio-respiratory ...
  • Monajati, M., Abbasi, S. H., Shabaninia, F. and Shamekhi, S. ...
  • Murugappan, M. (۲۰۱۴) “Frequency band localization on multiple physiological signals ...
  • Petrantonakis, P. C., & Hadjileontiadis, L. J. (۲۰۱۰) “Emotion recognition ...
  • Samara, A., Menezes, M. L. R. and Galway, L. (۲۰۱۶) ...
  • Schmidt-Daffy, M. (۲۰۱۳) “Fear and anxiety while driving: Differential impact ...
  • Sheikholeslami, S., Boroujerdian, A. M. and Asadamraji, M. (۲۰۲۰) “A ...
  • Shin, D., Shin, D. and Shin, D. (۲۰۱۷) “Development of ...
  • Soleymani, M., Villaro-Dixon, F., Pun, T. and Chanel, G. (۲۰۱۷) ...
  • Taylor, D. (۱۹۶۴) “DRIVERS'GALVANIC SKIN RESPONSE AND THE RISK OF ...
  • Valenza, G., Lanata, A. and Scilingo, E. P. (۲۰۱۲) “The ...
  • Valenza, G., Citi, L., Lanatá, A., Scilingo, E. P. and ...
  • Vilaca, A., Cunha, P. and Ferreira, A. L. (۲۰۱۷) “Systematic ...
  • Vlakveld, W., Doumen, M. and van der Kint, S. (۲۰۲۱) ...
  • Wan, P., Wu, C. and Ma, X. (۲۰۱۴) “A study ...
  • Wang, F., Zhong, S.-h., Peng, J., Jiang, J. and Liu, ...
  • Wen, W., Liu, G., Cheng, N., Wei, J., Shangguan, P. ...
  • Wong, W. M., Tan, A. W., Loo, C. K. and ...
  • Wu, C.-K., Chung, P.-C. and Wang, C.-J. (۲۰۱۲) “Representative segment-based ...
  • Yerkes, R. M., & Dodson, J. D. (۱۹۰۸) “The relation ...
  • Zhang, J., Chen, M., Hu, S., Cao, Y. and Kozma, ...
  • Zheng, W.-L., & Lu, B.-L. (۲۰۱۵) “Investigating critical frequency bands ...
  • Zheng, W.-L., Zhu, J.-Y. and Lu, B.-L. (۲۰۱۷) “Identifying stable ...
  • Zheng, W. (۲۰۱۶) “Multichannel EEG-based emotion recognition via group sparse ...
  • Zong, C., & Chetouani, M. (۲۰۰۹) “Hilbert-Huang transform based physiological ...
  • Zuckerman, M. (۲۰۰۷). ”Sensation seeking and risky behavior”, American Psychological ...
  • نمایش کامل مراجع