Motor learning affects car-to-driver handover in automated vehicles

被引:105
作者
Russell, Holly E. B. [1 ]
Harbott, Lene K. [1 ]
Nisky, Ilana [2 ,3 ]
Pan, Selina [1 ]
Okamura, Allison M. [1 ]
Gerdes, J. Christian [1 ]
机构
[1] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA
[2] Ben Gurion Univ Negev, Dept Biomed Engn, IL-8410501 Beer Sheva, Israel
[3] Ben Gurion Univ Negev, Zlotowski Ctr Neurosci, IL-8410501 Beer Sheva, Israel
关键词
DYNAMICS; ERROR; ADAPTATION; MEMORY;
D O I
10.1126/scirobotics.aah5682
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Vehicles in the foreseeable future will be required to transition between autonomous driving (without human involvement) and full human control. During this transition period, the human, who has not been actively engaged in the driving process, must resume the motor control necessary to steer the car. The in-car study presented here demonstrates that when human drivers are presented with a steering behavior that is different from the last time they were in control, specifically the ratio of hand wheel angle to road wheel angle (emulating a change in vehicle speed), they undergo a significant period of adaptation before they return to their previous steering behavior. However, drivers do not require an adaptation period to return to previous driving behavior after changes in steering torque. These findings have implications for the design of vehicles that transition from automated to manual driving and for understanding of human motor control in real-world tasks.
引用
收藏
页数:9
相关论文
共 37 条
[1]   Haptic shared control: smoothly shifting control authority? [J].
Abbink, David A. ;
Mulder, Mark ;
Boer, Erwin R. .
COGNITION TECHNOLOGY & WORK, 2012, 14 (01) :19-28
[2]  
[Anonymous], 16 INT IEEE C INT TR
[3]   Designing Steering Feel for Steer-by-Wire Vehicles Using Objective Measures [J].
Balachandran, Avinash ;
Gerdes, J. Christian .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2015, 20 (01) :373-383
[4]   A spatial explicit strategy reduces error but interferes with sensorimotor adaptation [J].
Benson, Bryan L. ;
Anguera, Joaquin A. ;
Seidler, Rachael D. .
JOURNAL OF NEUROPHYSIOLOGY, 2011, 105 (06) :2843-2851
[5]  
Bobier C. G., 2009, 21 INT S DYN VEH ROA
[6]   Motor Memory Is Encoded as a Gain-Field Combination of Intrinsic and Extrinsic Action Representations [J].
Brayanov, Jordan B. ;
Press, Daniel Z. ;
Smith, Maurice A. .
JOURNAL OF NEUROSCIENCE, 2012, 32 (43) :14951-14965
[7]   The central nervous system stabilizes unstable dynamics by learning optimal impedance [J].
Burdet, E ;
Osu, R ;
Franklin, DW ;
Milner, TE ;
Kawato, M .
NATURE, 2001, 414 (6862) :446-449
[8]   Environmental Consistency Determines the Rate of Motor Adaptation [J].
Castro, Luis Nicolas Gonzalez ;
Hadjiosif, Alkis M. ;
Hemphill, Matthew A. ;
Smith, Maurice A. .
CURRENT BIOLOGY, 2014, 24 (10) :1050-1061
[9]   Size of Error Affects Cerebellar Contributions to Motor Learning [J].
Criscimagna-Hemminger, Sarah E. ;
Bastian, Amy J. ;
Shadmehr, Reza .
JOURNAL OF NEUROPHYSIOLOGY, 2010, 103 (04) :2275-2284
[10]   The coordination of movement: optimal feedback control and beyond [J].
Diedrichsen, Joern ;
Shadmehr, Reza ;
Ivry, Richard B. .
TRENDS IN COGNITIVE SCIENCES, 2010, 14 (01) :31-39