Hypovigilance Detection for UCAV Operators Based on a Hidden Markov Model
المؤلفون المشاركون
Shin, Dongmin
Kwon, Namyeon
Lee, Sungjun
Choi, Yerim
Park, Jonghun
Shin, Yongwook
Ryo, Chuh Yeop
المصدر
Computational and Mathematical Methods in Medicine
العدد
المجلد 2014، العدد 2014 (31 ديسمبر/كانون الأول 2014)، ص ص. 1-13، 13ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2014-05-20
دولة النشر
مصر
عدد الصفحات
13
التخصصات الرئيسية
الملخص EN
With the advance of military technology, the number of unmanned combat aerial vehicles (UCAVs) has rapidly increased.
However, it has been reported that the accident rate of UCAVs is much higher than that of manned combat aerial vehicles.
One of the main reasons for the high accident rate of UCAVs is the hypovigilance problem which refers to the decrease in vigilance levels of UCAV operators while maneuvering.
In this paper, we propose hypovigilance detection models for UCAV operators based on EEG signal to minimize the number of occurrences of hypovigilance.
To enable detection, we have applied hidden Markov models (HMMs), two of which are used to indicate the operators’ dual states, normal vigilance and hypovigilance, and, for each operator, the HMMs are trained as a detection model.
To evaluate the efficacy and effectiveness of the proposed models, we conducted two experiments on the real-world data obtained by using EEG-signal acquisition devices, and they yielded satisfactory results.
By utilizing the proposed detection models, the problem of hypovigilance of UCAV operators and the problem of high accident rate of UCAVs can be addressed.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Choi, Yerim& Kwon, Namyeon& Lee, Sungjun& Shin, Yongwook& Ryo, Chuh Yeop& Park, Jonghun…[et al.]. 2014. Hypovigilance Detection for UCAV Operators Based on a Hidden Markov Model. Computational and Mathematical Methods in Medicine،Vol. 2014, no. 2014, pp.1-13.
https://search.emarefa.net/detail/BIM-481337
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Choi, Yerim…[et al.]. Hypovigilance Detection for UCAV Operators Based on a Hidden Markov Model. Computational and Mathematical Methods in Medicine No. 2014 (2014), pp.1-13.
https://search.emarefa.net/detail/BIM-481337
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Choi, Yerim& Kwon, Namyeon& Lee, Sungjun& Shin, Yongwook& Ryo, Chuh Yeop& Park, Jonghun…[et al.]. Hypovigilance Detection for UCAV Operators Based on a Hidden Markov Model. Computational and Mathematical Methods in Medicine. 2014. Vol. 2014, no. 2014, pp.1-13.
https://search.emarefa.net/detail/BIM-481337
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-481337
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر