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...

Full description

Bibliographic Details
Main Authors: Chin-Ying Yang, Ming-Der Yang, Wei-Cheng Tseng, Yu-Chun Hsu, Guan-Sin Li, Ming-Hsin Lai, Dong-Hong Wu, Hsiu-Ying Lu
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Sensors
Subjects:
UAV
Online Access:https://www.mdpi.com/1424-8220/20/18/5354
id doaj-74839919b70749898179174a68b760b1
record_format Article
spelling 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
work_keys_str_mv AT chinyingyang assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
AT mingderyang assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
AT weichengtseng assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
AT yuchunhsu assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
AT guansinli assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
AT minghsinlai assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
AT donghongwu assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
AT hsiuyinglu assessmentofricedevelopmentalstageusingtimeseriesuavimageryforvariableirrigationmanagement
_version_ 1724567317300379648