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@article{ART002982394},
author={KHOEURN SAKSONITA and Jungsung Ha and Cho, Wan-sup and Phyoungjung Kim},
title={Development and Verification of an AI Model for Melon Import Prediction},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={7},
pages={29-37},
doi={10.9708/jksci.2023.28.07.029}

TY - JOUR
AU - KHOEURN SAKSONITA
AU - Jungsung Ha
AU - Cho, Wan-sup
AU - Phyoungjung Kim
TI - Development and Verification of an AI Model for Melon Import Prediction
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 7
PB - The Korean Society Of Computer And Information
SP - 29
EP - 37
SN - 1598-849X
AB - Due to climate change, interest in crop production and distribution is increasing, and attempts are being made to use bigdata and AI to predict production volume and control shipments and distribution stages. Prediction of agricultural product imports not only affects prices, but also controls shipments of farms and distributions of distribution companies, so it is important information for establishing marketing strategies. In this paper, we create an artificial intelligence prediction model that predicts the future import volume based on the wholesale market melon import volume data disclosed by the agricultural statistics information system and evaluate its accuracy. We create prediction models using three models: the Neural Prophet technique, the Ensembled Neural Prophet model, and the GRU model. As a result of evaluating the performance of the model by comparing two major indicators, MAE and RMSE, the Ensembled Neural Prophet model predicted the most accurately, and the GRU model also showed similar performance to the ensemble model. The model developed in this study is published on the web and used in the field for 1 year and 6 months, and is used to predict melon production in the near future and to establish marketing and distribution strategies.
KW - Time-series Forecasting;Neural Prophet Model;Ensemble Model;GRU Model;Performance comparison
DO - 10.9708/jksci.2023.28.07.029
ER -

KHOEURN SAKSONITA, Jungsung Ha, Cho, Wan-sup and Phyoungjung Kim. (2023). Development and Verification of an AI Model for Melon Import Prediction. Journal of The Korea Society of Computer and Information, 28(7), 29-37.

KHOEURN SAKSONITA, Jungsung Ha, Cho, Wan-sup and Phyoungjung Kim. 2023, "Development and Verification of an AI Model for Melon Import Prediction", Journal of The Korea Society of Computer and Information, vol.28, no.7 pp.29-37. Available from: doi:10.9708/jksci.2023.28.07.029

KHOEURN SAKSONITA, Jungsung Ha, Cho, Wan-sup, Phyoungjung Kim "Development and Verification of an AI Model for Melon Import Prediction" Journal of The Korea Society of Computer and Information 28.7 pp.29-37 (2023) : 29.

KHOEURN SAKSONITA, Jungsung Ha, Cho, Wan-sup, Phyoungjung Kim. Development and Verification of an AI Model for Melon Import Prediction. 2023; 28(7), 29-37. Available from: doi:10.9708/jksci.2023.28.07.029

KHOEURN SAKSONITA, Jungsung Ha, Cho, Wan-sup and Phyoungjung Kim. "Development and Verification of an AI Model for Melon Import Prediction" Journal of The Korea Society of Computer and Information 28, no.7 (2023) : 29-37.doi: 10.9708/jksci.2023.28.07.029

KHOEURN SAKSONITA; Jungsung Ha; Cho, Wan-sup; Phyoungjung Kim. Development and Verification of an AI Model for Melon Import Prediction. Journal of The Korea Society of Computer and Information, 28(7), 29-37. doi: 10.9708/jksci.2023.28.07.029

KHOEURN SAKSONITA; Jungsung Ha; Cho, Wan-sup; Phyoungjung Kim. Development and Verification of an AI Model for Melon Import Prediction. Journal of The Korea Society of Computer and Information. 2023; 28(7) 29-37. doi: 10.9708/jksci.2023.28.07.029

KHOEURN SAKSONITA, Jungsung Ha, Cho, Wan-sup, Phyoungjung Kim. Development and Verification of an AI Model for Melon Import Prediction. 2023; 28(7), 29-37. Available from: doi:10.9708/jksci.2023.28.07.029

KHOEURN SAKSONITA, Jungsung Ha, Cho, Wan-sup and Phyoungjung Kim. "Development and Verification of an AI Model for Melon Import Prediction" Journal of The Korea Society of Computer and Information 28, no.7 (2023) : 29-37.doi: 10.9708/jksci.2023.28.07.029