Pengembangan Game Terapi Bagi Anak Autisme Berbasis Motion Capture dengan Metode Optimasi Kalman Filter

Authors

  • Nikolas Antoni DM Universitas Duta Bangsa Surakarta
  • Rudi Susanto Universitas Duta Bangsa Surakarta
  • Ridwan Dwi Irawan Universitas Duta Bangsa Surakarta

DOI:

https://doi.org/10.29408/jit.v7i2.26113

Keywords:

Autisme, Motion capture, Kalman Filter, Therapy Games

Abstract

Children with autism spectrum disorder often face challenges in developing motor skills and social interaction abilities. This research aimed to develop an interactive motion capture-based therapy game that could assist autistic children in practicing their motor skills through an enjoyable play experience. The Kalman Filter optimization method was employed to enhance the accuracy and quality of motion detection in the motion capture process. The development of this therapy game involved consultations with therapists, psychologists, and relevant experts in designing game activities tailored to the needs of autistic children. Motion capture technology was utilized to capture the children's body movements in real-time, while the Kalman Filter algorithm was implemented to filter and optimize the acquired motion data. The game interface was designed to be simple, featuring attractive visual objects, bright colors, and familiar sounds. The testing results demonstrated that the application of the Kalman Filter method could increase motion detection accuracy up to 90%, ensuring a more responsive and immersive play experience for the children. This therapy game proved effective in improving motor skills, body coordination, as well as motivation and engagement of autistic children in the therapy process. This research contributes to the development of an enjoyable and effective interactive therapy solution to assist autistic children in developing essential skills for daily life

References

Abdul Aziz, N.A.A., Ahmad Fauzi, M.F., Shahriman, M.S., Yunus, F. dan Ghazali, A.S. The potential of full-body motion tracking technology in enhancing social skills for children with autism spectrum disorder. International Journal on Advanced Science, Engineering and Information Technology, 8(4-2), pp.1668-1675, 2019.

Malinverni, L., Mora-Guiard, J., Padillo, V., Valero, L., Hervás, A., & Pares, N. An inclusive design approach for developing video games for children with Autism Spectrum Disorder. Computers in Human Behavior, 71, 535–549, 2019.

Liu, T. Developing gross motor skills for children with autism spectrum disorder. Journal of Physical Education, Recreation & Dance, 90(4), pp.8-13, 2019.

Liu, Y.C., Chung, C.C. dan Chen, C.L. Effects of Physical Activities on Motor Proficiency in Children with Autism Spectrum Disorder: A Systematic Review. International journal of environmental research and public health, 19(3), p.1220, 2022.

Dowd, A.M., McGinley, J.L., Taffe, J.R. dan Rinehart, N.J. Do planning and visual integration difficulties underpin motor dysfunction in autism? A kinematic study of young children with autism. Journal of autism and developmental disorders, 42(8), pp.1539-1548, 2019.

Chen, C.H., Lee, I.J. and Lin, L.Y. Augmented reality-based video-modeling storybook of nonverbal facial cues for children with autism spectrum disorder to improve their perceptions and judgments of facial expressions and emotions. Computers in Human Behavior, 55, pp.477-485. 2019.

Meere, Martin, and Sean McKeever. "Virtual reality and the autism spectrum." International Conference on Cyberworlds (CW). IEEE, 2020.

Lee, J.H., Lim, C.Y., Guan, C.T., Fung, C.C., Cheung, Y.K., Tung, A.K., & Ho, C.S. Designing an interactive movement-based game therapy for children with autism using Kinect motion capture. Computers in Human Behavior, 114, 106566, 2021.

Chen, W., Zhang, J., Gonzalez, A., Li, Y., Ou, Z., & Huang, H. Optimizing marker tracking for autism motion-capture based therapy games using Kalman filter. Medicine in Novel Technology and Devices, 5, 100031, 2021.

Williams, T., Soraghan, C., Matthews, H., & Markham, C. Developing a movement-input virtual reality game for therapy in autism. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 27(6), 1240-1247, 2021.

Pradipta, A., Safrianas, S., & Novianti, D. Aplikasi Terapi Anak Autis Menggunakan Teknologi Kinect. Jurnal Informatika, 6(1), 89-96, 2019.

Wijaya, I. D., Pramono, S. H., & Winanjuar, H. Sistem Monitoring Gerak Berbasis Kinect untuk Terapi Anak Autis. Jurnal Teknologi dan Sistem Komputer, 7(3), 125-130, 2019.

Maenner, M.J., Shaw, K.A., Baio, J., Washington, A., Patrick, M., DiRienzo, M., Christensen, D.L., Wiggins, L.D., Pettygrove, S., Andrews, J.G. and Lopez, M. Prevalence of autism spectrum disorder among children aged 8 years-autism and developmental disabilities monitoring network, 11 sites, United States, 2016. MMWR Surveillance Summaries, 69(4), p.1, 2020.

Arthanti, R.D., Hidayat, A.A. and Badrujaman, A. Improvement of motoric ability in autism spectrum disorder with sports therapy. Indonesian Journal of Disability Studies, 6(2), 2019.

Widia, P. and Hervina, W. The effectiveness of Xbox Kinect game interventions to improve social skills for children with autism spectrum disorder. International Journal of Developmental Disabilities, pp.1-10, 2020.

Apriyanto, D., Ernastuti, Ernastuti, & Haryanto. Motion capture technology with kinect xbox one for dance learning media. Journal of Physics: Conference Series, 1175(1), 012052, 2019.

Pratama, L.D., Hidayat, W. and Sunaryono, D., August. Augmented Reality Game Design For Children With Autism Spectrum Disorder (ASD) In Improving Gross Motor Skill. In 2019 International Seminar on Application for Technology of Information and Communication (iSemantic) (pp. 463-468). IEEE, 2019.

Pratomo, I., Kurniawan, F., Suwa, H. and Nishida, T. Enhancing the Accuracy of Microsoft Kinect Sensor Data Using Kalman Filter and Hermite Spline Interpolation. International Journal on Advanced Science, Engineering and Information Technology, 9(1), pp.315-322, 2019.

Welch, G., Bishop, G. and Grochow, K. The Kalman filter [lecture notes]. IEEE Control Systems Magazine, 40(3), pp.28-58, 2020.

Ristyawati, I.K.E., Sudhita, I.W.R., & Aribowo, A.S. Literature Review sebagai Metode Penelitian dalam Bidang Pendidikan. Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran, 6(3), 390-398, 2020.

Purnama, A., Novalia, M., & Hasanah, U. Dokumentasi sebagai Metode Pengumpulan Data pada Penelitian Kualitatif. Jurnal Dedikasi Pendidikan, 4(1), 620-629, 2020.

Alzhrani, A. et al. Agile Software Development Methodologies: Strength and Weakness. International Journal of Advanced Computer Science and Applications, 11(6), 2020.

Kurniawan, D. E., & Purnama, J. Rancang Bangun Game Edukasi Pengenalan Emosi Untuk Anak Autis Menggunakan Metode Multimedia Development Life Cycle. Jurnal Informatika Universitas Pamulang, 5(1), 53-60, 2020.

Susanto R, Husen MN, Lajis A, Lestari W, Hasanah H. The effectiveness of making a portable laboratory integrated with local wisdom using a project-based learning approach to improve student learning outcomes. InAIP Conference Proceedings 2023 Jun 14 (Vol. 2751, No. 1). AIP Publishing.

Susanto R, Husen MN, Lajis A. The Product Development of Portable Laboratory Integrated with Local Wisdom (PL-ILW) by Undergraduate Student. In2022 16th International Conference on Ubiquitous Information Management and Communication (IMCOM) 2022 Jan 3 (pp. 1-5). IEEE.

A. Sudianto, L. K. Wijaya, J. Jumawal, and M. Mahpuz, “Penerapan Aplikasi Warung Media Berbasis Android Guna Meningkatkan Promosi dan Penjualan”, INFOTEK, vol. 7, no. 1, pp. 267–275, Jan. 2024.

A. Sudianto, H. Sunaryo, S. Suhartini, H. Ahmadi, H. Harianto, and L. Samsu, “Design And Build Of Web-Based Sasak Encyclopedia As An Effort In Preserving Sasak Language,” Aug. 2022. Accessed: Jul. 18, 2023. [Online]. Available: https://iocscience.org/ejournal/index.php/mantik/article/view/2631

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Published

24-07-2024

How to Cite

Antoni DM, N. ., Rudi Susanto, & Ridwan Dwi Irawan. (2024). Pengembangan Game Terapi Bagi Anak Autisme Berbasis Motion Capture dengan Metode Optimasi Kalman Filter. Infotek: Jurnal Informatika Dan Teknologi, 7(2), 456–466. https://doi.org/10.29408/jit.v7i2.26113

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