How do distracted and normal driving differ : an analysis of the ACAS naturalistic driving data
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2007-05-01
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Alternative Title:SAfety VEhicles using adaptive interface technology (SAVE-IT project) task 3C : performance
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Edition:1/05-5/07
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Abstract:To determine how distracted and normal driving differ, this report re-examines ; driving performance data from the advanced collision avoidance system (ACAS) field ; operational test (FOT), a naturalistic driving study (96 drivers, 136,792 miles). ; In terms of overall driving performance statistics, distraction (defined as 4 ; successive video frames where the driver’s head was not oriented to the forward ; scene) had almost no effect, except for decreasing mean throttle opening by 36% and ; mean speed by 6%. No consistent normal/distracted differences were found in the ; parameters that fit the distributions of steering wheel angle, heading, and speed (all ; double exponential) and throttle opening (gamma) for each road type by driver age ; combination. ; In contrast, logistic regression identified other statistics and factors that ; discriminated between normal and distracted driving. They included (a) turn signal ; use and age group for expressways, (b) gender and if the lead vehicle range ; exceeded 60 m for major roads, and (c) lane width, lane offset, and lead vehicle ; velocity for minor roads. ; Finally, in a supplemental analysis, throttle holds (1 - 4 s periods of essentially no ; throttle change suggesting the driver may not be attending to driving) were actually ; more common for normal driving when a single time window (1 s) by threshold change ; combination (4 %) was selected. However, when settings (time windows of 1 – 4 s, ; thresholds of 1 – 4 %) were tailored for each age group by road class combination, ; throttle holds could identify when the driver was distracted.
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Main Document Checksum:urn:sha-512:1b7a5209e1cc19bb0ab556ea0aef3e14ffd2541a662bf4f9419fd81f6b31d6c026ef69b6490177236c09476a51016e821bc8d3785378aa3abcdf3a6e1a225c60