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

被引:14
|
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
来源
IEEE ACCESS | 2020年 / 8卷
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
相关论文
共 50 条
  • [1] Multisensory Robotic Therapy to Promote Natural Emotional Interaction for Children with ASD
    Bevil, Rachael
    Azzi, Paul
    Spadafora, Matthew
    Park, Chung Hyuk
    Jeon, Myounghoon
    Kim, Hyung Jung
    Lee, JongWon
    Raihan, Kazi
    Howard, Ayanna M.
    [J]. ELEVENTH ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN ROBOT INTERACTION (HRI'16), 2016, : 571 - 571
  • [2] ADULTS AS DISCRIMINATIVE STIMULI FOR DIFFERENT REINFORCEMENT CONTINGENCIES WITH RETARDED CHILDREN
    REDD, WH
    BIRNBRAUER, JS
    [J]. JOURNAL OF EXPERIMENTAL CHILD PSYCHOLOGY, 1969, 7 (03) : 440 - +
  • [3] Task Detection of ASD Children by Analyzing Robotic Enhanced and Standard Human Therapy
    Saha, Purnata
    Tapotee, Malisha Islam
    Ahad, Md Atiqur Rahman
    [J]. 13TH INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND UBIQUITOUS NETWORK (ICMU2021), 2021,
  • [4] Comparing stress and arousal systems in response to different social contexts in children with ASD
    Corbett, Blythe A.
    Muscatello, Rachael A.
    Baldinger, Charles
    [J]. BIOLOGICAL PSYCHOLOGY, 2019, 140 : 119 - 130
  • [5] Effect of Different Visual Stimuli on Joint Attention of ASD Children Using NAO Robot
    Ali, Sara
    Mehmood, Faisal
    Ayaz, Yasar
    Asgher, Umer
    Khan, Muhammad Jawad
    [J]. ADVANCES IN NEUROERGONOMICS AND COGNITIVE ENGINEERING, 2020, 953 : 490 - 499
  • [6] COMPARING THE EFFECTIVENESS OF ACUTE PAIN THERAPY IN CHILDREN WITH LEUKAEMIA
    Adamchuk, Nataliia
    Artomova, Nataliia
    Kazmirchuk, Oksana
    [J]. PEDIATRIC BLOOD & CANCER, 2022, 69 : S620 - S621
  • [7] Robot Selection in Robotic Intervention for ASD Children
    Ishak, Nor Izzati
    Yusof, Hazlina Md.
    Sidek, Shahrul Na'im
    Rusli, Nazreen
    [J]. 2018 IEEE-EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES), 2018, : 156 - 160
  • [8] Comparing the Effectiveness of Physical Exercise Intervention and Melatonin Supplement in Improving Sleep Quality in Children with ASD
    Tse, Andy C. Y.
    Lee, Paul H.
    Sit, Cindy H. P.
    Poon, Eric Tsz-chun
    Sun, F.
    Pang, Chi-Ling
    Cheng, James C. H.
    [J]. JOURNAL OF AUTISM AND DEVELOPMENTAL DISORDERS, 2023,
  • [9] Sharing Worlds: Design of a Real-Time Attention Classifier for Robotic Therapy of ASD Children
    Santos, Laura
    Silva, Barbara
    Maddaloni, Filippo
    Geminiani, Alice
    Caglio, Arianna
    Annunziata, Silvia
    Olivieri, Ivana
    Barata, Catarina
    Santos-Victor, Jose
    Pedrocchi, Alessandra
    [J]. 2022 INTERNATIONAL CONFERENCE ON REHABILITATION ROBOTICS (ICORR), 2022,
  • [10] Robotic Task Complexity and Collaborative Behavior of Children with ASD
    Prummer, Franziska
    Hellendoorn, Annika
    van den Berghe, Rianne
    Petersen, Hans
    Ploeger, Erik
    van Keulen, Hanno
    [J]. PROCEEDINGS OF THE 2022 17TH ACM/IEEE INTERNATIONAL CONFERENCE ON HUMAN-ROBOT INTERACTION (HRI '22), 2022, : 997 - 1001