Learning and transfer of complex motor skills in virtual reality: a perspective review

被引:0
作者
Danielle E. Levac
Meghan E. Huber
Dagmar Sternad
机构
[1] Northeastern University,Department of Physical Therapy, Movement and Rehabilitation Sciences
[2] Massachusetts Institute of Technology,Department of Mechanical Engineering
[3] Northeastern University,Biology, Electrical and Computer Engineering, and Physics
来源
Journal of NeuroEngineering and Rehabilitation | / 16卷
关键词
Sensorimotor control; Motor learning; Transfer; Complex skills; Virtual reality; Virtual environments; Rehabilitation; Variability; Redundancy;
D O I
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中图分类号
学科分类号
摘要
The development of more effective rehabilitative interventions requires a better understanding of how humans learn and transfer motor skills in real-world contexts. Presently, clinicians design interventions to promote skill learning by relying on evidence from experimental paradigms involving simple tasks, such as reaching for a target. While these tasks facilitate stringent hypothesis testing in laboratory settings, the results may not shed light on performance of more complex real-world skills. In this perspective, we argue that virtual environments (VEs) are flexible, novel platforms to evaluate learning and transfer of complex skills without sacrificing experimental control. Specifically, VEs use models of real-life tasks that afford controlled experimental manipulations to measure and guide behavior with a precision that exceeds the capabilities of physical environments. This paper reviews recent insights from VE paradigms on motor learning into two pressing challenges in rehabilitation research: 1) Which training strategies in VEs promote complex skill learning? and 2) How can transfer of learning from virtual to real environments be enhanced? Defining complex skills by having nested redundancies, we outline findings on the role of movement variability in complex skill acquisition and discuss how VEs can provide novel forms of guidance to enhance learning. We review the evidence for skill transfer from virtual to real environments in typically developing and neurologically-impaired populations with a view to understanding how differences in sensory-motor information may influence learning strategies. We provide actionable suggestions for practicing clinicians and outline broad areas where more research is required. Finally, we conclude that VEs present distinctive experimental platforms to understand complex skill learning that should enable transfer from therapeutic practice to the real world.
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[1]  
Sternad D(2014)Acquisition of novel and complex motor skills: stable solutions where intrinsic noise matters less Adv Exp Med Biol 826 101-124
[2]  
Huber ME(2002)Principles derived from the study of simple skills do not generalize to complex skill learning Psychon Bull Rev 9 185-211
[3]  
Kuznetsov N(2013)Method for enhancing real-world use of a more affected arm in chronic stroke: transfer package of constraint-induced movement therapy Stroke 44 1383-1388
[4]  
Wulf G(2018)An analysis of VR technology used in immersive simulations with a serious game perspective IEEE Comput Graph Appl 38 57-73
[5]  
Shea CH(2017)Effectiveness of virtual reality rehabilitation for children and adolescents with cerebral palsy: an updated evidence-based systematic review Physiotherapy 103 245-258
[6]  
Taub E(2016)Virtual reality in multiple sclerosis - a systematic review Mult Scler Relat Disord 8 107-112
[7]  
Uswatte G(2015)Exercise interventions improve postural control in children with cerebral palsy: a systematic review Dev Med Child Neurol 57 504-520
[8]  
Mark VW(2018)Advantages of virtual reality in the rehabilitation of balance and gait: systematic review Neurology 90 1017-1025
[9]  
Morris DM(2016)Effect of virtual reality training on balance and gait ability in patients with stroke: systematic review and meta-analysis Phys Ther 96 1905-1918
[10]  
Barman J(2011)Virtual reality in stroke rehabilitation: a meta-analysis and implications for clinicians Stroke 42 1380-1386