Comparing the Effectiveness of Different Reinforcement Stimuli in a Robotic Therapy for Children With ASD

被引:18
作者
Ali, Sara [1 ]
Mehmood, Faisal [1 ]
Ayaz, Yasar [1 ,2 ]
Khan, Muhammad Jawad [1 ]
Sadia, Haleema [3 ]
Nawaz, Raheel [4 ]
机构
[1] Natl Univ Sci & Technol, SMME, Islamabad 44000, Pakistan
[2] NCAI, Lahore, Pakistan
[3] Autism Resource Ctr, Islamabad 44000, Pakistan
[4] Manchester Metropolitan Univ, Sch Comp Math & Digital Technol, Manchester M15 6BH, Lancs, England
关键词
Autism spectrum disorder (ASD); reinforcement stimulus; robotic therapy; joint attention; AUTISM SPECTRUM DISORDER; REPETITIVE BEHAVIORS; INTERVENTIONS; INDIVIDUALS; IMITATION; STATES; PLAY;
D O I
10.1109/ACCESS.2020.2965204
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent research has shown reliability in robotic therapies for improvement in core impairments of autism. To improve the efficiency of communication using robots, this study evaluates the effectiveness of three different stimuli in a robotic intervention for children with autism spectrum disorder. Three different reinforcement stimuli presented in least-to-most (LTM) order introduced in this therapy using NAO robot are: visual (color variation), auditory and motion cues. The therapy was tested on 12 ASD children, 4 out of 12 children fall under mild category whereas 8 fall under the minimal category of autism. The experimentationwas conducted for 2 months. Total 8 experiments were conducted with 1 trial per week. Total 12 cues were given per trial, 4 cues corresponding to each category. In total 96 cues were given per subject, 32 cues from each category. The results indicate a general trend for linking a particular autism category with the most effective stimulus for that category. It can be concluded that visual cue (color variation) is the most effective reinforcement stimulus for children with minimal autism as 8 out of 8 i.e., 100% were more responsive to visual cues whereas for children with mild autism category, 3 out of 4 i.e., 75% are more receptive towards the motion stimulus. The parameters used for assessment were joint attention and the time eye contact is maintained. Single factor ANOVA was used for the statistical analysis of results with alpha is 0.05 and p-value 0.0342, F value is 3.7456 and F critical value is 3.2834. The test was performed on 96 (8x12) trails in total, therefore ensuring the significance and reliability of our results.
引用
收藏
页码:13128 / 13137
页数:10
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