@article{ART002908050},
author={Jisu Lee and Yoo-Jin Moon},
title={Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2022},
volume={27},
number={12},
pages={267-275},
doi={10.9708/jksci.2022.27.12.267}

TY - JOUR
AU - Jisu Lee
AU - Yoo-Jin Moon
TI - Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease
JO - Journal of The Korea Society of Computer and Information
PY - 2022
VL - 27
IS - 12
PB - The Korean Society Of Computer And Information
SP - 267
EP - 275
SN - 1598-849X
AB - This paper proposed a Deep Neural Network Model system utilizing Keras for predicting air pollution risk of the cardiovascular disease through the effect of each component of air on the harmful virus using past air information, with analyzing 18,000 data sets of the Seoul Open Data Plaza. By experiments, the model performed tasks with higher accuracy when using methods of sigmoid, binary_crossentropy, adam, and accuracy through 3 hidden layers with each 8 nodes, resulting in 88.92% accuracy. It is meaningful in that any respiratory disease can utilize the risk prediction system if there are data on the effects of each component of air pollution and fine dust on oil-borne diseases. It can be further developed to provide useful information to companies that produce masks and air purification products.
KW - Deep neural network;Keras;Cardiovascular disease;Air pollution;Risk prediction
DO - 10.9708/jksci.2022.27.12.267
ER -

Jisu Lee and Yoo-Jin Moon. (2022). Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease. Journal of The Korea Society of Computer and Information, 27(12), 267-275.

Jisu Lee and Yoo-Jin Moon. 2022, "Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease", Journal of The Korea Society of Computer and Information, vol.27, no.12 pp.267-275. Available from: doi:10.9708/jksci.2022.27.12.267

Jisu Lee, Yoo-Jin Moon "Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease" Journal of The Korea Society of Computer and Information 27.12 pp.267-275 (2022) : 267.

Jisu Lee, Yoo-Jin Moon. Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease. 2022; 27(12), 267-275. Available from: doi:10.9708/jksci.2022.27.12.267

Jisu Lee and Yoo-Jin Moon. "Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease" Journal of The Korea Society of Computer and Information 27, no.12 (2022) : 267-275.doi: 10.9708/jksci.2022.27.12.267

Jisu Lee; Yoo-Jin Moon. Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease. Journal of The Korea Society of Computer and Information, 27(12), 267-275. doi: 10.9708/jksci.2022.27.12.267

Jisu Lee; Yoo-Jin Moon. Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease. Journal of The Korea Society of Computer and Information. 2022; 27(12) 267-275. doi: 10.9708/jksci.2022.27.12.267

Jisu Lee, Yoo-Jin Moon. Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease. 2022; 27(12), 267-275. Available from: doi:10.9708/jksci.2022.27.12.267

Jisu Lee and Yoo-Jin Moon. "Air Pollution Risk Prediction System Utilizing Deep Learning Focused on Cardiovascular Disease" Journal of The Korea Society of Computer and Information 27, no.12 (2022) : 267-275.doi: 10.9708/jksci.2022.27.12.267