کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
383097 660801 2014 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Alcohol consumption detection through behavioural analysis using intelligent systems
ترجمه فارسی عنوان
تشخیص مصرف الکل توسط تجزیه و تحلیل رفتاری با استفاده از سیستم های هوشمند
کلمات کلیدی
ابزار دقیق، تحلیل خودکار رفتاری، محتوای الکل خون، سیستم های هوشمند رابط کامپیوتر انسانی، شبکه های عصبی مصنوعی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی


• We instrumented a realistic driving simulator and monitored users behaviour.
• We generated features and associated those to various BAC values.
• We were able to classify drunk and sober example from 1 subject.
• With multiple subjects we could estimate the BAC.
• The system is generic and should adapt well to other problems.

We describe in this paper a new methodology for blood alcohol content (BAC) estimation of a subject. Rather than using external devices to determine the BAC value of a subject, we perform a behaviour analysis of this subject using intelligent systems. We monitor the user’s actions in an ordinary task and label those data to various measured BAC values. The obtained data-set is then used to train learning systems to detect alcoholic consumption and perform BAC estimation. We obtain good results on a mono-user base, and lower results with multiple users. We improve the results by combining multiple classifiers and regression algorithms.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 41, Issue 5, April 2014, Pages 2574–2581
نویسندگان
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