@article{ART002814887},
author={Lee, Hyunjo and Han-Jin Cho and Chae Cheol Joo},
title={A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2022},
volume={27},
number={2},
pages={171-177},
doi={10.9708/jksci.2022.27.02.171}
TY - JOUR
AU - Lee, Hyunjo
AU - Han-Jin Cho
AU - Chae Cheol Joo
TI - A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture
JO - Journal of The Korea Society of Computer and Information
PY - 2022
VL - 27
IS - 2
PB - The Korean Society Of Computer And Information
SP - 171
EP - 177
SN - 1598-849X
AB - In this paper, we propose a service method that can provide insight into multi-source agricultural data, way to cluster environmental factor which supports data analysis according to time flow, and curate crop environmental factors. The proposed curation service consists of four steps: collection, preprocessing, storage, and analysis. First, in the collection step, the service system collects and organizes multi-source agricultural data by using an OpenAPI-based web crawler. Second, in the preprocessing step, the system performs data smoothing to reduce the data measurement errors. Here, we adopt the smoothing method for each type of facility in consideration of the error rate according to facility characteristics such as greenhouses and open fields. Third, in the storage step, an agricultural data integration schema and Hadoop HDFS-based storage structure are proposed for large-scale agricultural data. Finally, in the analysis step, the service system performs DTW-based time series classification in consideration of the characteristics of agricultural digital data. Through the DTW-based classification, the accuracy of prediction results is improved by reflecting the characteristics of time series data without any loss. As a future work, we plan to implement the proposed service method and apply it to the smart farm greenhouse for testing and verification.
KW - Digital agriculture;Agricultural data;Curation;Clustering;Agricultural environment data
DO - 10.9708/jksci.2022.27.02.171
ER -
Lee, Hyunjo, Han-Jin Cho and Chae Cheol Joo. (2022). A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture. Journal of The Korea Society of Computer and Information, 27(2), 171-177.
Lee, Hyunjo, Han-Jin Cho and Chae Cheol Joo. 2022, "A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture", Journal of The Korea Society of Computer and Information, vol.27, no.2 pp.171-177. Available from: doi:10.9708/jksci.2022.27.02.171
Lee, Hyunjo, Han-Jin Cho, Chae Cheol Joo "A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture" Journal of The Korea Society of Computer and Information 27.2 pp.171-177 (2022) : 171.
Lee, Hyunjo, Han-Jin Cho, Chae Cheol Joo. A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture. 2022; 27(2), 171-177. Available from: doi:10.9708/jksci.2022.27.02.171
Lee, Hyunjo, Han-Jin Cho and Chae Cheol Joo. "A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture" Journal of The Korea Society of Computer and Information 27, no.2 (2022) : 171-177.doi: 10.9708/jksci.2022.27.02.171
Lee, Hyunjo; Han-Jin Cho; Chae Cheol Joo. A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture. Journal of The Korea Society of Computer and Information, 27(2), 171-177. doi: 10.9708/jksci.2022.27.02.171
Lee, Hyunjo; Han-Jin Cho; Chae Cheol Joo. A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture. Journal of The Korea Society of Computer and Information. 2022; 27(2) 171-177. doi: 10.9708/jksci.2022.27.02.171
Lee, Hyunjo, Han-Jin Cho, Chae Cheol Joo. A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture. 2022; 27(2), 171-177. Available from: doi:10.9708/jksci.2022.27.02.171
Lee, Hyunjo, Han-Jin Cho and Chae Cheol Joo. "A study on Digital Agriculture Data Curation Service Plan for Digital Agriculture" Journal of The Korea Society of Computer and Information 27, no.2 (2022) : 171-177.doi: 10.9708/jksci.2022.27.02.171