Human Gait Analysis and Classification Based on Neural Networks and Fuzzy Logic

Author:

Pauk Jolanta1,Derlatka Marcin1,Długosz Rafał2,Kolasa Marta3

Affiliation:

1. Bialystok University of Technology

2. University of Neuchâtel

3. University of Technology and Life Sciences

Abstract

Human gait analysis and classification is the process of identifying individuals by their walking manners. Computerized gait analysis using neural networks and fuzzy logic has become an integral part of the treatment decision-making process. Authors proposed the integration of kinetic data, more specifically power joints in combination with neural networks and fuzzy logic. It is a relatively new addition to other types of data including temporal and stride parameters. The performance of our approach was verified in laboratory for motion analysis. The obtained results are satisfying.

Publisher

Trans Tech Publications, Ltd.

Subject

Condensed Matter Physics,General Materials Science,Atomic and Molecular Physics, and Optics

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Novel Methods of AI-Based Gait Analysis in Post-Stroke Patients;Applied Sciences;2023-05-20

2. A type-2 fuzzy index to assess high heeled gait deviations using spatial-temporal parameters;Computer Methods in Biomechanics and Biomedical Engineering;2021-06-28

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