KJCKorea
Journal Central

@article{ART003028422},
author={Sim, Hyun and Hyunwook Kim},
title={Development of AI-based Smart Agriculture Early Warning System},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2023},
volume={28},
number={12},
pages={67-77},
doi={10.9708/jksci.2023.28.12.067}

TY - JOUR
AU - Sim, Hyun
AU - Hyunwook Kim
TI - Development of AI-based Smart Agriculture Early Warning System
JO - Journal of The Korea Society of Computer and Information
PY - 2023
VL - 28
IS - 12
PB - The Korean Society Of Computer And Information
SP - 67
EP - 77
SN - 1598-849X
AB - This study represents an innovative research conducted in the smart farm environment, developing a deep learning-based disease and pest detection model and applying it to the Intelligent Internet of Things (IoT) platform to explore new possibilities in the implementation of digital agricultural environments. The core of the research was the integration of the latest ImageNet models such as Pseudo-Labeling, RegNet, EfficientNet, and preprocessing methods to detect various diseases and pests in complex agricultural environments with high accuracy. To this end, ensemble learning techniques were applied to maximize the accuracy and stability of the model, and the model was evaluated using various performance indicators such as mean Average Precision (mAP), precision, recall, accuracy, and box loss. Additionally, the SHAP framework was utilized to gain a deeper understanding of the model's prediction criteria, making the decision-making process more transparent. This analysis provided significant insights into how the model considers various variables to detect diseases and pests.
KW - Smart Farm;Disease detection;IoT;Computer Vision;Environmental detection;Early warning system
DO - 10.9708/jksci.2023.28.12.067
ER -

Sim, Hyun and Hyunwook Kim. (2023). Development of AI-based Smart Agriculture Early Warning System. Journal of The Korea Society of Computer and Information, 28(12), 67-77.

Sim, Hyun and Hyunwook Kim. 2023, "Development of AI-based Smart Agriculture Early Warning System", Journal of The Korea Society of Computer and Information, vol.28, no.12 pp.67-77. Available from: doi:10.9708/jksci.2023.28.12.067

Sim, Hyun, Hyunwook Kim "Development of AI-based Smart Agriculture Early Warning System" Journal of The Korea Society of Computer and Information 28.12 pp.67-77 (2023) : 67.

Sim, Hyun, Hyunwook Kim. Development of AI-based Smart Agriculture Early Warning System. 2023; 28(12), 67-77. Available from: doi:10.9708/jksci.2023.28.12.067

Sim, Hyun and Hyunwook Kim. "Development of AI-based Smart Agriculture Early Warning System" Journal of The Korea Society of Computer and Information 28, no.12 (2023) : 67-77.doi: 10.9708/jksci.2023.28.12.067

Sim, Hyun; Hyunwook Kim. Development of AI-based Smart Agriculture Early Warning System. Journal of The Korea Society of Computer and Information, 28(12), 67-77. doi: 10.9708/jksci.2023.28.12.067

Sim, Hyun; Hyunwook Kim. Development of AI-based Smart Agriculture Early Warning System. Journal of The Korea Society of Computer and Information. 2023; 28(12) 67-77. doi: 10.9708/jksci.2023.28.12.067

Sim, Hyun, Hyunwook Kim. Development of AI-based Smart Agriculture Early Warning System. 2023; 28(12), 67-77. Available from: doi:10.9708/jksci.2023.28.12.067

Sim, Hyun and Hyunwook Kim. "Development of AI-based Smart Agriculture Early Warning System" Journal of The Korea Society of Computer and Information 28, no.12 (2023) : 67-77.doi: 10.9708/jksci.2023.28.12.067