A smart and home-based telerehabilitation tool for patients with neuromuscular disorder

Conference or workshop item


Manna, Soumya K., Hannan, M. A., Azhar, B., Smith, D. and Islam, T. 2022. A smart and home-based telerehabilitation tool for patients with neuromuscular disorder. IEEE. https://doi.org/10.1109/iecbes54088.2022.10079410
AuthorsManna, Soumya K., Hannan, M. A., Azhar, B., Smith, D. and Islam, T.
Description

More than fourteen million people suffer from neuromuscular diseases, including strokes, spinal cord injuries, Parkinson's disease, etc. To return to normal life sooner, a rigorous rehabilitation process is needed. In hospitals, physiotherapists and neurological experts prescribe specific neurorehabilitation exercises. In most cases, patients need to schedule an appointment to receive treatment in a hospital or to have physiotherapists visit them at home. The number of neuromuscular patients has increased, resulting in longer hospital waiting times. In particular, during COVID-19, patients were not allowed to visit hospitals or have physiotherapists visit them due to government restrictions. Online guides for personalised and custom rehabilitation therapy for joint spasticity and stiffness are also not available. This paper reports the development of an IoT-based prototype system that monitors and records joint movements using sensory footwear (consisting of FSR and IMU sensors) and Kinect sensors. In addition, a prototype web portal is also being developed to record performance data during exercises at home and interact with clinicians remotely. A pilot study has been conducted with six healthy individuals and test results show that there is a strong correlation between Kinect data and FSR data in terms of coordination between joint movements.

KeywordsTelerehabilitation; Neuromuscular patient; Wearable sensors; Kinect sensor; Correlation coefficient
Year2022
Conference7th IEEE-EMBS Conference on Biomedical Engineering and Sciences
Digital Object Identifier (DOI)https://doi.org/10.1109/iecbes54088.2022.10079410
Official URLhttps://iecbes.org/index.php
References

[1] M. Lloyd, “Over 10,000 people waiting over a year for neurological services, Neurological Alliance analysis reveals,” The Neurological Alliance, Jul. 12, 2021. https://www.neural.org.uk/news/over-10000-people-waiting-over-a-year... (accessed Oct. 07, 2022).
[2] A. Patel, V. Berdunov, Z. Quayyum, D. King, M. Knapp and R. Wittenberg, "Estimated societal costs of stroke in the UK based on a discrete event simulation", Age and Ageing, vol. 49, no. 2, pp. 270-276, 2019. Available: 10.1093/ageing/afz162.
[3] G. Iacobucci, "Swedish company launches NHS partnership in bid to enter GP app market", BMJ, p. k4596, 2018. Available: 10.1136/bmj.k4596..
[4] S. Armstrong, "The apps attempting to transfer NHS 111 online", BMJ, p. k156, 2018. Available: 10.1136/bmj.k156..
[5] W. Tao, T. Liu, R. Zheng and H. Feng, "Gait Analysis Using Wearable Sensors", Sensors, vol. 12, no. 2, pp. 2255-2283, 2012. Available: 10.3390/s120202255.
[6] C. Tan, "Is remote rehabilitation after stroke as effective as conventional therapy?", Neurology, vol. 95, no. 17, pp. e2462-e2464, 2020. Available: 10.1212/wnl.0000000000010839.
[7] H. Sarsak, "Telerehabilitation services: a successful paradigm for occupational therapy clinical services?", International Physical Medicine & Rehabilitation Journal, vol. 5, no. 2, 2020. Available: 10.15406/ipmrj.2020.05.00237.
[8] D. Anton, I. Berges, J. Bermúdez, A. Goñi and A. Illarramendi, "A Telerehabilitation System for the Selection, Evaluation and Remote Management of Therapies", Sensors, vol. 18, no. 5, p. 1459, 2018. Available: 10.3390/s18051459.
[9] G. Fortino, and R. Gravina, “A cloud-assisted wearable system for physical rehabilitation”. In ICTs for Improving Patients Rehabilitation Research Techniques, Springer, Berlin, Heidelberg, pp. 168-182, 2014.
[10] lady ada, “Force Sensitive Resistor (FSR),” Adafruit Learning System, Jul. 29, 2012. https://learn.adafruit.com/force

Additional information

Publications router: Date 2022-12-07 of type 'publication_date' with format 'print' included in notification
Publications router: Date 2022-12-07 of type 'ppub' included in notification
Publications router: Date 2022-12-07 of type 'issued' included in notification

Journal2022 IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES)
PublisherIEEE
Publication dates
Print07 Dec 2022
Publication process dates
Deposited17 Oct 2022
Output statusPublished
Permalink -

https://repository.canterbury.ac.uk/item/92w89/a-smart-and-home-based-telerehabilitation-tool-for-patients-with-neuromuscular-disorder

  • 92
    total views
  • 0
    total downloads
  • 2
    views this month
  • 0
    downloads this month

Export as

Related outputs

Impact of CDIO framework pedagogical approach adoption on the student learning and experience
Nortcliffe, A., Matei, G., Malik, M., Manna, S., Sheikholeslami, G. and James, H. 2024. Impact of CDIO framework pedagogical approach adoption on the student learning and experience.
Design of IoT-based smart energy meter for e-billing and prepaid electricity
Sinha, D., Bhrahmachary, S., Bhattacharya, S., Chaudhuri, N., Manna, S. and Bandyopadhyay, C. 2024. Design of IoT-based smart energy meter for e-billing and prepaid electricity. https://doi.org/10.1007/978-981-97-3485-6_22
Bio-inspired soft pneumatic gripper for agriculture harvesting
Clark, A., Goodsell-Carpenter, L., Buckow, P., Hewett, D., White, F., Imam, A., Naz, N., Robinson, B., Manna, S. and Ahmed, A. 2024. Bio-inspired soft pneumatic gripper for agriculture harvesting.
A qualitative review of educational robots for STEM: Technical features and impacts
Manna, Soumya Kanti, Azhar, M. A. Hannan Bin and Greace, Ann 2024. A qualitative review of educational robots for STEM: Technical features and impacts. in: Proceedings of the International Convention MIPRO IEEE.
Utilization of ChatGPT in CDIO projects to enhance the literacy of international students
Manna, S., Williams, S., Richmond-Fuller, A. and Nortcliffe, A. 2024. Utilization of ChatGPT in CDIO projects to enhance the literacy of international students.
Innovative assistive device to enhance wrist drop treatment in patients
Trainer, C., Manna, S. and Azhar, H. 2024. Innovative assistive device to enhance wrist drop treatment in patients. in: Costin, H-N., Magjarević, R. and Petroiu, G. G. (ed.) Advances in Digital Health and Medical Bioengineering: Proceedings of the 11th International Conference on E-Health and Bioengineering, EHB-2023, November 9–10, 2023, Bucharest, Romania – Volume 2: Health Technology Assessment, Biomedical Signal Processing, Medicine and Informatics Cham Springer. pp. 489-497
Tele-controlled upper arm exoskeleton for post-stroke recovery
Manna, S., Khan, A., Dilley, O. and Azhar, H. 2024. Tele-controlled upper arm exoskeleton for post-stroke recovery. in: Costin, H-N, Magjarević, R. and Petroiu, G. G. (ed.) Advances in Digital Health and Medical Bioengineering Cham Springer. pp. 478-488
Investigating security issues (multilayer attacks) on IoT devices using machine learning
Al Sukhni, B., Manna, S., Dave, J. and Zhang, L. 2024. Investigating security issues (multilayer attacks) on IoT devices using machine learning.
Safeguarding IoMT: Semi-automated Intrusion Detection System (SAIDS) for detecting multilayer attacks
Al Sukhni, B., Manna, S., Dave, J. and Zhang, L. 2024. Safeguarding IoMT: Semi-automated Intrusion Detection System (SAIDS) for detecting multilayer attacks.
Transformer-based Models for Enhanced Amur Tiger Re-Identification
Bai, Xufeng, Islam, Tasmina and Bin Azhar, M A Hannan 2024. Transformer-based Models for Enhanced Amur Tiger Re-Identification. in: 2024 IEEE 22nd World Symposium on Applied Machine Intelligence and Informatics (SAMI) IEEE.
Breaking barriers: A novel framework to evaluate usability of accessibility applications
Azhar, H., Islam, T. and Marczak, J. 2023. Breaking barriers: A novel framework to evaluate usability of accessibility applications. in: 36th International BCS Human-Computer Interaction Conference British Computer Society. pp. 23-33
An interactive web portal for customised telerehabilitation in neurological care
Hannan Bin Azhar, M A, Mészáros, Zoltán, Islam, Tasmina and Manna, Soumya K. 2023. An interactive web portal for customised telerehabilitation in neurological care. in: 2023 IEEE 22nd International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom) IEEE. pp. 1814-1821
Exploring optimal set of features in machine learning for improving IoT multilayer security
Al Sukhni, B., Manna, S., Dave, J. and Zhang, Leishi 2023. Exploring optimal set of features in machine learning for improving IoT multilayer security. 2023 IEEE 9th World Forum on Internet of Things (WF-IoT). https://doi.org/10.1109/wf-iot58464.2023.10539376
Integration of graduate employability skills through industry outsourced CDIO project
Manna, S., Joyce, N. and Nortcliffe, A. 2023. Integration of graduate employability skills through industry outsourced CDIO project. in: Lyng, R., Bennedsen, J., Bettaied, L., Bodsberg, N. R., Edstrom, K., Guojonsdottir, M. S., Roslof, J., Solbjord, O. K. and Oien, G. (ed.) The 19th CDIO International Conference: Proceedings - Full Papers NTNU SEED. pp. 425-435
Optimal locations and computational frameworks of FSR and IMU sensors for measuring gait abnormalities
Manna, S., Azhar, H. and Greace, A. 2023. Optimal locations and computational frameworks of FSR and IMU sensors for measuring gait abnormalities. Heliyon. 9 (4), p. e15210. https://doi.org/10.1016/j.heliyon.2023.e15210
Spying on kids’ smart devices: Beware of security vulnerabilities!
Azhar, H., Smith, D. and Cain, A. 2023. Spying on kids’ smart devices: Beware of security vulnerabilities! in: Jahankhani, H. (ed.) Cybersecurity in the Age of Smart Societies Proceedings of the 14th International Conference on Global Security, Safety and Sustainability, London, September 2022 Springer. pp. 123-140
Machine learning-based solutions for securing IoT systems against multilayer attacks
Al Sukhni, B., Manna, S., Dave, J. and Zhang, L. 2022. Machine learning-based solutions for securing IoT systems against multilayer attacks. in: Singh Tomar, R., Verma, S., Kumar Chaurasia, B., Singh, V., Abawajy, J. H., Akashe, S., Hsiung, Pao-Ann and Prasad, R. (ed.) Communication, Networks and Computing Third International Conference, CNC 2022, Gwalior, India, December 8–10, 2022, Proceedings, Part I Cham Springer. pp. 140-153
Investigating the security issues of multi-layer IoT attacks using machine learning techniques
Al Sukhni, Badeea, Dave, Jugal M., Manna, Soumya K. and Zhang, Leishi 2022. Investigating the security issues of multi-layer IoT attacks using machine learning techniques. in: 2022 Human-Centered Cognitive Systems (HCCS) IEEE.
Investigating the security issues of multi-layer IoMT attacks using machine learning techniques
Al Sukhni, B., Manna, S., Dave, J. and Zhang, L. 2022. Investigating the security issues of multi-layer IoMT attacks using machine learning techniques.
Accuracy and repeatability study of an elbow exoskeleton for multistage exercises
Manna, Soumya K 2022. Accuracy and repeatability study of an elbow exoskeleton for multistage exercises. in: 2022 20th International Conference on Mechatronics - Mechatronika (ME) IEEE.
Evaluation of students’ performance in CDIO projects through blended learning
Manna, S., Battikh, N., Nortcliffe, A. and Camm, J. 2022. Evaluation of students’ performance in CDIO projects through blended learning.
A smart and secure IoMT tele-neurorehabilitation framework for post-stroke patients
Manna, S., Azhar, H. and Sakel, M. 2022. A smart and secure IoMT tele-neurorehabilitation framework for post-stroke patients. in: Bhaumik, S., Chattopadhyay, S., Chattopadhyay, T. and Bhattacharya, S. (ed.) Proceedings of International Conference on Industrial Instrumentation and Control ICI2C 2021 Singapore Springer. pp. 11-20
Enhancing hands-on skills under capstone CDIO project using blended learning approach
Manna, S., Battikh, N. and Camm, J. 2021. Enhancing hands-on skills under capstone CDIO project using blended learning approach . Sheffield
An inclusive student-led online class test during the pandemic
Manna, S. and Azhar, H. 2021. An inclusive student-led online class test during the pandemic . Assessment and Feedback Symposium 2021.
Post-pandemic digital education: Investigating smart workspaces within the higher education sector
Azhar, M A Hannan Bin, Lepore, Emily Louise and Islam, T. 2021. Post-pandemic digital education: Investigating smart workspaces within the higher education sector. Proceedings of the BCS 34th British HCI Conference 2021. 34, pp. 284-288. https://doi.org/10.14236/ewic/hci2021.30
Adaptive and flexible online learning during Covid19 lockdown
Manna, S., Nortcliffe, A., Sheikholeslami, G. and Richmond-Fuller, A. 2021. Adaptive and flexible online learning during Covid19 lockdown.
Developing engineering growth mindset through CDIO outreach activities
Manna, S., Nortcliffe, A. and Sheikholeslami, G. 2020. Developing engineering growth mindset through CDIO outreach activities. in: Proceedings of the 16th International CDIO Conference Gothenburg, Sweden CDIO.
Design of a game-based rehabilitation system using Kinect sensor
Manna, S. and Dubuy, V. N. 2019. Design of a game-based rehabilitation system using Kinect sensor. Minneapolis, MN, USA ASME.
Assessment of joint parameters in a Kinect sensor based rehabilitation game
Manna, S. and Dubey, V. N. 2019. Assessment of joint parameters in a Kinect sensor based rehabilitation game. Anaheim, California, USA ASME.
Rehabilitation strategy for post-stroke recovery using an innovative elbow exoskeleton
Manna, S. and Dubey, V. N. 2019. Rehabilitation strategy for post-stroke recovery using an innovative elbow exoskeleton. Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine. 233 (6), pp. 668-680. https://doi.org/10.1177/0954411919847058
A portable elbow exoskeleton for three stages of rehabilitation
Manna, S. and Dubey, V. N. 2019. A portable elbow exoskeleton for three stages of rehabilitation. Journal of Mechanisms and Robotics. 11 (6), p. 065002. https://doi.org/10.1115/1.4044535