A Comprehensive Approach to Predict Chronic Impairment of the Pulmonary System Through the Application of Artificial Neural Network Algorithm

COPD is a respiratory condition with airflow restriction and increased inflammation in the air passages. It is the main reason for sickness and death around the world, where it requires sophisticated diagnostic instruments. This research examines how Artificial Neural Networks (ANN) can be used to predict COPD. The clinical dataset has been trained and validated, ANN achieved over 93.75 Percent accuracy. Our findings show that the ANN model is effective in aiding early COPD detection, which could enhance clinical decision making and patient results.

Authors

Publication Details

Journal
International Journal of Recent Technology and Engineering (IJRTE)
Published
2024-11-28
DOI
https://doi.org/10.35940/ijrte.d8170.13041124
Primary Topic
Network Security and Intrusion Detection
Type
article
Field-Weighted Citation Impact
0.00
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article

A Comprehensive Approach to Predict Chronic Impairment of the Pulmonary System Through the Application of Artificial Neural Network Algorithm

M. A., R. Adisree.
International Journal of Recent Technology and Engineering (IJRTE)
Network Security and Intrusion Detection
article

A Comprehensive Approach to Predict Chronic Impairment of the Pulmonary System Through the Application of Artificial Neural Network Algorithm

M. A., R. Adisree.
article en

Abstract

COPD is a respiratory condition with airflow restriction and increased inflammation in the air passages. It is the main reason for sickness and death around the world, where it requires sophisticated diagnostic instruments. This research examines how Artificial Neural Networks (ANN) can be used to predict COPD. The clinical dataset has been trained and validated, ANN achieved over 93.75 Percent accuracy. Our findings show that the ANN model is effective in aiding early COPD detection, which could enhance clinical decision making and patient results.

International Journal of Recent Technology and Engineering (IJRTE)Vol. 13(4)
Peace, Justice and strong institutions
Openalex Percentile: Top 75%
Network Security and Intrusion Detection
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