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Issue No.04 - Fourth Quarter (2012 vol.5)
pp: 376-383
Sunil K. Agrawal , University of Delaware, Newark
Xi Chen , University of Delaware, Newark
Christina Ragonesi , University of Delaware, Newark
James C. Galloway , University of Delaware, Newark
ABSTRACT
The broader goal of our research is to train infants with special needs to safely and purposefully drive a mobile robot to explore the environment. The hypothesis is that these impaired infants will benefit from mobility in their early years and attain childhood milestones, similar to their healthy peers. In this paper, we present an algorithm and training method using a force-feedback joystick with an “assist-as-needed” paradigm for driving training. In this “assist-as-needed” approach, if the child steers the joystick outside a force tunnel centered on the desired direction, the driver experiences a bias force on the hand. We show results with a group study on typically developing toddlers that such a haptic guidance algorithm is superior to training with a conventional joystick. We also provide a case study on two special needs children, under three years old, who learn to make sharp turns during driving, when trained over a five-day period with the force-feedback joystick using the algorithm.
INDEX TERMS
Driver training, Training, Force feedback, Robot kinematics, Haptic interfaces, Mobile robots, driver training, Haptic guidance, force-feedback joystick, force tunnels
CITATION
Sunil K. Agrawal, Xi Chen, Christina Ragonesi, James C. Galloway, "Training Toddlers Seated on Mobile Robots to Steer Using Force-Feedback Joystick", IEEE Transactions on Haptics, vol.5, no. 4, pp. 376-383, Fourth Quarter 2012, doi:10.1109/TOH.2011.67
REFERENCES
[1] J.J. Campos, D.I. Anderson, M.A. Barbu-Roth, E.M. Hubbard, M.J. Hertenstein, and D. Witherington, "Travel Broadens the Mind," Infancy, vol. 1, no. 2, pp. 149-219, 2000.
[2] D.I. Anderson, J.J. Campos, D.E. Anderson, T.D. Thomas, D.C. Witherington, I. Uchiyama, and M.A. Barbru-Roth, "The Flip Side of Perception-Action Coupling: Locomotor Experience and the Ontogeny of Visual-Postural Coupling," Human Movement Science, vol. 20, nos. 4/5, pp. 461-487, 2001.
[3] J. Wu et al., "Exploring Effects of Different Treadmill Interventions on Walking Onset and Gait Patterns in Infants with Down Syndrome," Developmental Medicine and Child Neurology, vol. 49, no. 11, pp. 839-45, 2007.
[4] C. Butler, "Effects of Powered Mobility on Self-initiated Behaviors of Very Young Children with Locomotor Disability," Developmental Medicine and Child Neurology, vol 28, no. 3, pp. 325-32, 1986.
[5] D. Teft, P. Guerette, and J. Furumasu, "Cognitive Predictors of Young Children's Readiness for Powered Mobility," Developmental Medicine and Child Neurology, vol. 41, no. 10, pp. 665-70, 1999.
[6] J.C. Galloway, J.C. Ryu, and S.K. Agrawal, "Babies Driving Robots: Self-Generated Mobility in Very Young Infants," Intelligent Service Robotics, vol. 1, no. 2, pp. 123-134, 2008.
[7] A. Lynch, "Robot Assisted Mobility for Very Young Infants," PhD thesis, Univ. of Delaware, 2009.
[8] C. Ragonesi, X. Chen, S.K. Agrawal, and J.C. Galloway, "Power Mobility and Socialization in Preschool: A Case Report on a Child with Cerebral Palsy," Pediatric Physical Therapy, vol. 22, no. 3, pp. 322-329, 2010.
[9] C.T. Ramey and S.L. Ramey, "Early Intervention and Early Experience," Am. Psychologist, vol. 53, no. 2, pp. 109-120, 1998.
[10] S. Han and J. Lee, "Tele-Operation of a Mobile Robot Using a Force Reflection Joystick with a Single Hall Sensor," Proc. IEEE 16th Int'l Conf. Robot & Human Interactive Comm., Aug. 2007.
[11] X. Wang, G. Seet, M. Lau, E. Low, and K.C. Tan, "Exploiting Force Feedback in Pilot Training and Control of an Underwater Robotics Vehicle: An Implementation in LabVIEW," OCEANS '00: Proc. MTS/IEEE Conf. and Exhibition, vol. 3, pp. 2037-2042, 2000.
[12] F.J. Rujbio-Sierra, R.W. Stark, S. Thalhammer, and W.M. Heckl, "Force-Feedback Joystick as a Low-Cost Haptic Interface for an Atomic-Force-Microscopy Nanomanipulator," Applied Physics a Materials Science and Processing, vol. 76, pp. 903-906, 2003.
[13] R.C. Luo, C. Hu, T. Chen, and M. Lin, "Force Reflective Feedback Control for Intelligent Wheelchairs," Proc. IEEE/RSJ Int'l Conf. Intelligent Robots and Systems, 1999.
[14] S. Lee, G.S. Sukhatme, G.J. Kim, and C.M. Park, "Haptic Control of a Mobile Robot: A User Study," Proc. IEEE/RSJ Int'l Conf. Intelligent Robots and Systems, Oct. 2002.
[15] A. Fattouh, M. Sahnoun, and G. Bourhis, "Force Feedback Joystick Control of a Powered Wheelchair: Preliminary Study," Proc. IEEE Int'l Conf. Systems, Man and Cybernetics, 2004.
[16] G. Bourhis and M. Sahnoun, "Assisted Control Mode for a Smart Wheelchair," Proc. IEEE 10th Int'l Conf. Rehabilitation Robotics, June 2007.
[17] Y. Li, V. Patoglu, and M.K. O'Malley, "Negative Efficacy of Fixed Gain Error Reducing Shared Control for Training in Virtual Environments," ACM Trans. Applied Perception, vol. 6, no. 1, pp. 1-21, 2009.
[18] J. Liu, S. Cramer, and D. Reinkensmeyer, "Learning to Perform a New Movement with Robotic Assistance: Comparison of Haptic Guidance and Visual Demonstration," J. Neuroeng. and Rehabilitation, vol. 3, pp. 495-506, 2006.
[19] R.A. Schmidt and T.D. Lee, Motor Control and Learning: A Behavioral Emphasis, fourth ed. Human Kinetics, 2005.
[20] J. Bluteau, S. Coquillart, Y. Payan, and E. Gentaz, "Haptic Guidance Improves the Visuo-Manual Tracking of Trajectories," PLoS one, vol. 3, p. e1775, 2008.
[21] L. Marchal-Crespo and D. Reinkensmeyer, "Haptic Guidance Can Enhance Motor Learning of a Steering Task," J. Motor Behavior, vol. 40, no. 6, pp. 545-556, 2008.
[22] S.K. Banala, S.H. Kim, S.K. Agrawal, and J.P. Scholz, "Robot Assisted Gait Training with Active Leg Exoskeleton (ALEX)," IEEE Trans. Neural Systems and Rehabilitation Eng., vol. 17, no. 1, pp. 2-8, Feb. 2009.
[23] R. Riener, L. Lunenburger, S. Jezernik, M. Anderschitz, G. Colombo, and V. Dietz, "Patient-Cooperative Strategies for Robot-Aided Treadmill Training: First Experimental Results," IEEE Trans. Neural Systems and Rehabilitation Eng., vol. 12, no. 2, pp. 380-94, Sept. 2005.
[24] S.K. Agrawal, X. Chen, and J.C. Galloway, "Training Special Needs Infants to Drive Mobile Robots Using Force-feedback Joystick," Proc. IEEE Int'l Conf. Robotics and Automation, 2010.
[25] L. Marchal-Crespo, J. Furumasu, and D.J. Reinkensmeyer, "A Robotic Wheelchair Trainer: Design Overview and a Feasibility Study," J. Neuroeng. and Rehabilitation, vol. 7, p. 40, 2010.
[26] A. Bemporad, M. Di Marco, and A. Tesi, "Wall-Following Controllers for Sonar-Based Mobile Robots," Proc. IEEE 36th Conf. Decision and Control, 1997.
[27] H. Lilliefors, "On the Kolmogorov-Smirnov Test for Normality with Mean and Variance Unknown," J. Am. Statistical Assoc., vol. 62, pp. 399-402, 1967.
[28] L. Marchal-Crespo, S.A. Mc Hughen, S.C. Cramer, and D.J. Reinkensmeyer, "The Effect of Haptic Guidance, Aging, and Initial Skill Level on Motor Learning of a Steering Task," Experimental Brain Research, vol. 201, no. 2 pp. 209-220, 2010.
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