Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation Management
Rice is one of the three major crops in the world and is the major crop in Asia. Climate change and water resource shortages may result in decreases in rice yields and possible food shortage crises. In this study, water-saving farming management was tested, and IOT field water level monitoring was u...
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doaj-74839919b70749898179174a68b760b12020-11-25T03:32:35ZengMDPI AGSensors1424-82202020-09-01205354535410.3390/s20185354Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation ManagementChin-Ying Yang0Ming-Der Yang1Wei-Cheng Tseng2Yu-Chun Hsu3Guan-Sin Li4Ming-Hsin Lai5Dong-Hong Wu6Hsiu-Ying Lu7Department of Agronomy, National Chung Hsing University, Taichung 40227, TaiwanDepartment of Civil Engineering, and Innovation and Development Center of Sustainable Agriculture, National Chung Hsing University, Taichung 40227, TaiwanDepartment of Civil Engineering, and Innovation and Development Center of Sustainable Agriculture, National Chung Hsing University, Taichung 40227, TaiwanDepartment of Civil Engineering, and Innovation and Development Center of Sustainable Agriculture, National Chung Hsing University, Taichung 40227, TaiwanDepartment of Agronomy, National Chung Hsing University, Taichung 40227, TaiwanCrop Science Division, Taiwan Agricultural Research Institute, Taichung 41362, TaiwanDepartment of Agronomy, National Chung Hsing University, Taichung 40227, TaiwanMiaoli District Agricultural Research and Extension Station, Miaoli 36346, TaiwanRice is one of the three major crops in the world and is the major crop in Asia. Climate change and water resource shortages may result in decreases in rice yields and possible food shortage crises. In this study, water-saving farming management was tested, and IOT field water level monitoring was used to regulate water inflow automatically. Plant height (PH) is an important phenotype to be used to determine difference in rice growth periods and yields using water-saving irrigation. An unmanned aerial vehicle (UAV) with an RGB camera captured sequential images of rice fields to estimate rice PH compared with PH measured on site for estimating rice growth stages. The test results, with two crop harvests in 2019, revealed that with adequate image calibration, the correlation coefficient between UAV-PH and field-PH was higher than 0.98, indicating that UAV images can accurately determine rice PH in the field and rice growth phase. The study demonstrated that water-saving farming is effective, decreasing water usage for the first and second crops of 2019 by 53.5% and 21.7%, respectively, without influencing the growth period and final yield. Coupled with an automated irrigation system, rice farming can be adaptive to water shortage situations.https://www.mdpi.com/1424-8220/20/18/5354UAVimage processingirrigationplant height |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Chin-Ying Yang Ming-Der Yang Wei-Cheng Tseng Yu-Chun Hsu Guan-Sin Li Ming-Hsin Lai Dong-Hong Wu Hsiu-Ying Lu |
spellingShingle |
Chin-Ying Yang Ming-Der Yang Wei-Cheng Tseng Yu-Chun Hsu Guan-Sin Li Ming-Hsin Lai Dong-Hong Wu Hsiu-Ying Lu Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation Management Sensors UAV image processing irrigation plant height |
author_facet |
Chin-Ying Yang Ming-Der Yang Wei-Cheng Tseng Yu-Chun Hsu Guan-Sin Li Ming-Hsin Lai Dong-Hong Wu Hsiu-Ying Lu |
author_sort |
Chin-Ying Yang |
title |
Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation Management |
title_short |
Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation Management |
title_full |
Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation Management |
title_fullStr |
Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation Management |
title_full_unstemmed |
Assessment of Rice Developmental Stage Using Time Series UAV Imagery for Variable Irrigation Management |
title_sort |
assessment of rice developmental stage using time series uav imagery for variable irrigation management |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2020-09-01 |
description |
Rice is one of the three major crops in the world and is the major crop in Asia. Climate change and water resource shortages may result in decreases in rice yields and possible food shortage crises. In this study, water-saving farming management was tested, and IOT field water level monitoring was used to regulate water inflow automatically. Plant height (PH) is an important phenotype to be used to determine difference in rice growth periods and yields using water-saving irrigation. An unmanned aerial vehicle (UAV) with an RGB camera captured sequential images of rice fields to estimate rice PH compared with PH measured on site for estimating rice growth stages. The test results, with two crop harvests in 2019, revealed that with adequate image calibration, the correlation coefficient between UAV-PH and field-PH was higher than 0.98, indicating that UAV images can accurately determine rice PH in the field and rice growth phase. The study demonstrated that water-saving farming is effective, decreasing water usage for the first and second crops of 2019 by 53.5% and 21.7%, respectively, without influencing the growth period and final yield. Coupled with an automated irrigation system, rice farming can be adaptive to water shortage situations. |
topic |
UAV image processing irrigation plant height |
url |
https://www.mdpi.com/1424-8220/20/18/5354 |
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