Procedural generation of challenges for personalized gait rehabilitation

Silong Lyu, Rafael Bidarra

Research output: Chapter in Book/Conference proceedings/Edited volumeConference contributionScientificpeer-review

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Abstract

Conventional gait rehabilitation methods have the risk of alienating the patient due to their monotonous nature, thus negatively impacting the effectiveness of gait training. Modern technologies can help provide patients with better support, safety and immersive experience during training. However, physiotherapists cannot be required to master those technologies, nor to spend much time designing a more varied and engaging treatment for each patient. In this paper, we argue that adaptive gamified gait rehabilitation based on procedural content generation (PCG) can effectively support physiotherapists in achieving such customized outcomes. We propose a generic adaptation scheme to steer the generation of movement challenge levels based on player modeling and therapists' intervention. Our approach features two difficulty adjustment strategies: parameter progression schemes and integration of multiple therapy goals. These strategies are applicable to the personalization of a wide range of gait rehabilitation goals. We implemented this approach in a standalone prototype for supporting gait training with the RYSEN system, a three-dimensional overground body weight support system. From our assessment with physiotherapists, we conclude that our PCG-based adaptive method effectively assists therapists in (i) offering a broad diversity in gait exercises to a wide group of patients, and (ii) dynamically tailoring challenge levels for a variety of gait tasks.

Original languageEnglish
Title of host publicationProceedings of the 18th International Conference on the Foundations of Digital Games, FDG 2023
EditorsPhil Lopes, Filipe Luz, Antonios Liapis, Henrik Engstrom
PublisherAssociation for Computing Machinery (ACM)
Number of pages11
ISBN (Electronic)978-1-4503-9856-5
DOIs
Publication statusPublished - 2023
Event18th International Conference on the Foundations of Digital Games, FDG 2023 - Lisbon, Portugal
Duration: 11 Apr 202314 Apr 2023

Publication series

NameACM International Conference Proceeding Series

Conference

Conference18th International Conference on the Foundations of Digital Games, FDG 2023
Country/TerritoryPortugal
CityLisbon
Period11/04/2314/04/23

Bibliographical note

Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care
Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

Keywords

  • Gait rehabilitation
  • Game adaptivity
  • Games for health
  • Player model
  • Procedural content generation

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