Author Login IJIRT Partner Network (IPN) Login

Parkinson’s disease detection and monitoring system based on tremors and abnormal gait using Machine Learning

  • Unique Paper ID: 162981
  • Volume: 10
  • Issue: 11
  • PageNo: 541-545
  • Abstract:
  • This work presents a tremor and aberrant gait analysis-based Parkinson's disease (PD) identification and monitoring system. Using wearable device accelerometer and gyroscope data, the suggested approach uses feature extraction to capture minute movements that are linked to Parkinson's disease. In real-time applications, the K-Nearest Neighbors (KNN), Support-Vector Machine and Logistic regression classifier are implemented due to ease of use and effectiveness. The KNN algorithm demonstrates its effectiveness as a dependable diagnostic tool by achieving outstanding accuracy, having been trained on a dataset containing both PD and non-PD cases. Furthermore, the system serves as an uninterrupted tool that enables us to trace the advancement of a disease in real time. As a result, this makes it easier to modify treatment plans in a timely manner, which greatly enhances patient care thus providing overall health benefits. It serves as a non-invasive yet affordable option for early screening of Parkinson's disease. The lead time due to screening helps in early diagnosis and also provides individualized treatment plan which is a combination of wearable sensor technologies and machine learning.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 10
  • Issue: 11
  • PageNo: 541-545

Parkinson’s disease detection and monitoring system based on tremors and abnormal gait using Machine Learning

Related Articles

Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry