@article{ART002536985},
author={Dong-Hoon Lee and Lee Bong Kyu},
title={A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network},
journal={Journal of Software Assessment and Valuation},
issn={2092-8114},
year={2019},
volume={15},
number={2},
pages={59-66},
doi={10.29056/jsav.2019.12.08}
TY - JOUR
AU - Dong-Hoon Lee
AU - Lee Bong Kyu
TI - A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network
JO - Journal of Software Assessment and Valuation
PY - 2019
VL - 15
IS - 2
PB - Korea Software Assessment and Valuation Society
SP - 59
EP - 66
SN - 2092-8114
AB - Since Jeju is the absolute weight of agriculture and tourism, the analysis of precipitation is more important than other regions. Currently, some numerical models are used for analysis of precipitation of Jeju Island using observation data from meteorological satellites. However, since precipitation changes are more diverse than other regions, it is difficult to obtain satisfactory results using the existing numerical models. In this paper, we propose a Jeju precipitation pattern analysis method using the texture analysis method based on Convolution Neural Network (CNN). The proposed method converts the water vapor image and the temperature information of the area of Jeju Island from the weather satellite into texture images. Then converted images are fed into the CNN to analyse the precipitation patterns of Jeju Island. We implement the proposed method and show the effectiveness of the proposed method through experiments.
KW - Precipitation;Convolution NN (Neural Network);Texture;weather satellite;Jeju
DO - 10.29056/jsav.2019.12.08
ER -
Dong-Hoon Lee and Lee Bong Kyu. (2019). A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network. Journal of Software Assessment and Valuation, 15(2), 59-66.
Dong-Hoon Lee and Lee Bong Kyu. 2019, "A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network", Journal of Software Assessment and Valuation, vol.15, no.2 pp.59-66. Available from: doi:10.29056/jsav.2019.12.08
Dong-Hoon Lee, Lee Bong Kyu "A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network" Journal of Software Assessment and Valuation 15.2 pp.59-66 (2019) : 59.
Dong-Hoon Lee, Lee Bong Kyu. A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network. 2019; 15(2), 59-66. Available from: doi:10.29056/jsav.2019.12.08
Dong-Hoon Lee and Lee Bong Kyu. "A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network" Journal of Software Assessment and Valuation 15, no.2 (2019) : 59-66.doi: 10.29056/jsav.2019.12.08
Dong-Hoon Lee; Lee Bong Kyu. A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network. Journal of Software Assessment and Valuation, 15(2), 59-66. doi: 10.29056/jsav.2019.12.08
Dong-Hoon Lee; Lee Bong Kyu. A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network. Journal of Software Assessment and Valuation. 2019; 15(2) 59-66. doi: 10.29056/jsav.2019.12.08
Dong-Hoon Lee, Lee Bong Kyu. A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network. 2019; 15(2), 59-66. Available from: doi:10.29056/jsav.2019.12.08
Dong-Hoon Lee and Lee Bong Kyu. "A Study on the Analysis of Jeju Island Precipitation Patterns using the Convolution Neural Network" Journal of Software Assessment and Valuation 15, no.2 (2019) : 59-66.doi: 10.29056/jsav.2019.12.08