Automatic Identification of Respiratory Diseases from Stethoscope Lung Sound Signals Using Machine Learning Classifiers
Pulmonary abnormalities encompass various lethal diseases. Chronic obstructive pulmonary disease (COPD) and pneumonia are treatable pulmonic illnesses with early diagnosis and proper prevention. Pneumonia is a pulmonary abnormality that can be caused by viruses, bacteria, or fungi. COPD subjects are
2025-06-28 16:25:26 - Adil Khan
Automatic Identification of Respiratory Diseases from Stethoscope Lung Sound Signals Using Machine Learning Classifiers
Project Area of Specialization Biomedical EngineeringProject SummaryPulmonary abnormalities encompass various lethal diseases. Chronic obstructive pulmonary disease (COPD) and pneumonia are treatable pulmonic illnesses with early diagnosis and proper prevention. Pneumonia is a pulmonary abnormality that can be caused by viruses, bacteria, or fungi. COPD subjects are also vulnerable to a high risk of pneumonia. The subjects who develop pneumonia are more likely to die. In this project, we will design a system for the detection of various pulmonary diseases using machine learning techniques.
Project Objectives1-Algorithm Design & Testing on the Publically available authentic database.
2- Algorithm Implementation on the self-collected database.
3- Prototype Hardware Design.
Project Implementation MethodThe use of eSteth for signal collection & then for the hardware we use the raspberry pi. Firstly we will implement all on the MATLAB & then for hardware we will go with Python Language.
Benefits of the ProjectThe project can be used in the biomedical field for the identification & classification of respiratory diseases. The FYP hardware like eSteth and Raspberry Pi will be helpful for biomedical students in their Signal Processing Lab.
Technical Details of Final DeliverableRaspberry Pi 3B+ =20,000/-
eSteth Lite-Digital Stethoscope=15,000/-
Touch LCD, HDMI Cables, Keyboard & Mouse = 20,000/-
Total Budget= 55,000/-
Final Deliverable of the Project Hardware SystemCore Industry HealthOther IndustriesCore Technology Artificial Intelligence(AI)Other TechnologiesSustainable Development Goals Good Health and Well-Being for PeopleRequired Resources| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| Total in (Rs) | 65000 | |||
| Raspberry Pi 3B+ | Equipment | 1 | 20000 | 20000 |
| eSteth | Equipment | 1 | 15000 | 15000 |
| LCD Touch Screen | Equipment | 1 | 25000 | 25000 |
| HDMI Cables, Charger, SD Card, SD card Reader, Sound Card and others | Miscellaneous | 1 | 5000 | 5000 |