Frontiers in Plant Science (Aug 2024)
Design and implementation of a portable snapshot multispectral imaging crop-growth sensor
- Yongxian Wang,
- Yongxian Wang,
- Yongxian Wang,
- Yongxian Wang,
- Yongxian Wang,
- Yongxian Wang,
- Jingwei An,
- Jingwei An,
- Jingwei An,
- Jingwei An,
- Jingwei An,
- Jingwei An,
- Jianshuang Wu,
- Jianshuang Wu,
- Jianshuang Wu,
- Jianshuang Wu,
- Jianshuang Wu,
- Jianshuang Wu,
- Mingchao Shao,
- Mingchao Shao,
- Mingchao Shao,
- Mingchao Shao,
- Mingchao Shao,
- Mingchao Shao,
- Jiacheng Wang,
- Jiacheng Wang,
- Jiacheng Wang,
- Jiacheng Wang,
- Jiacheng Wang,
- Jiacheng Wang,
- Xia Yao,
- Xia Yao,
- Xia Yao,
- Xia Yao,
- Xia Yao,
- Xia Yao,
- Xiaohu Zhang,
- Xiaohu Zhang,
- Xiaohu Zhang,
- Xiaohu Zhang,
- Xiaohu Zhang,
- Xiaohu Zhang,
- Chongya Jiang,
- Chongya Jiang,
- Chongya Jiang,
- Chongya Jiang,
- Chongya Jiang,
- Chongya Jiang,
- Yongchao Tian,
- Yongchao Tian,
- Yongchao Tian,
- Yongchao Tian,
- Yongchao Tian,
- Yongchao Tian,
- Weixing Cao,
- Weixing Cao,
- Weixing Cao,
- Weixing Cao,
- Weixing Cao,
- Weixing Cao,
- Dong Zhou,
- Dong Zhou,
- Dong Zhou,
- Dong Zhou,
- Dong Zhou,
- Dong Zhou,
- Yan Zhu,
- Yan Zhu,
- Yan Zhu,
- Yan Zhu,
- Yan Zhu,
- Yan Zhu
Affiliations
- Yongxian Wang
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Yongxian Wang
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Yongxian Wang
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Yongxian Wang
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Yongxian Wang
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Yongxian Wang
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Jingwei An
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jingwei An
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Jingwei An
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Jingwei An
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Jingwei An
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Jingwei An
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Jianshuang Wu
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jianshuang Wu
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Jianshuang Wu
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Jianshuang Wu
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Jianshuang Wu
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Jianshuang Wu
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Mingchao Shao
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Mingchao Shao
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Mingchao Shao
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Mingchao Shao
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Mingchao Shao
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Mingchao Shao
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Jiacheng Wang
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Jiacheng Wang
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Jiacheng Wang
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Jiacheng Wang
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Jiacheng Wang
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Jiacheng Wang
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Xia Yao
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Xia Yao
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Xia Yao
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Xia Yao
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Xia Yao
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Xia Yao
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Xiaohu Zhang
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Xiaohu Zhang
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Xiaohu Zhang
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Xiaohu Zhang
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Xiaohu Zhang
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Xiaohu Zhang
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Chongya Jiang
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Chongya Jiang
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Chongya Jiang
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Chongya Jiang
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Chongya Jiang
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Chongya Jiang
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Yongchao Tian
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Yongchao Tian
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Yongchao Tian
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Yongchao Tian
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Yongchao Tian
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Yongchao Tian
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Weixing Cao
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Weixing Cao
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Weixing Cao
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Weixing Cao
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Weixing Cao
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Weixing Cao
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Dong Zhou
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Dong Zhou
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Dong Zhou
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Dong Zhou
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Dong Zhou
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Dong Zhou
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- Yan Zhu
- College of Agriculture, Nanjing Agricultural University, Nanjing, China
- Yan Zhu
- National Engineering and Technology Center for Information Agriculture, Ministry of Industry and Information Technology, Nanjing, China
- Yan Zhu
- Engineering Research Center of Smart Agriculture, Ministry of Education, Nanjing, China
- Yan Zhu
- Key Laboratory for Crop System Analysis and Decision Making, Ministry of Agriculture and Rural Affairs, Nanjing, China
- Yan Zhu
- Jiangsu Key Laboratory for Information Agriculture, Jiangsu Provincial Department of Science and Technology, Nanjing, China
- Yan Zhu
- Collaborative Innovation Center for Modern Crop Production Co-sponsored by Province and Ministry, Ministry of Education, Nanjing, China
- DOI
- https://doi.org/10.3389/fpls.2024.1416221
- Journal volume & issue
-
Vol. 15
Abstract
The timely and accurate acquisition of crop-growth information is a prerequisite for implementing intelligent crop-growth management, and portable multispectral imaging devices offer reliable tools for monitoring field-scale crop growth. To meet the demand for obtaining crop spectra information over a wide band range and to achieve the real-time interpretation of multiple growth characteristics, we developed a novel portable snapshot multispectral imaging crop-growth sensor (PSMICGS) based on the spectral sensing of crop growth. A wide-band co-optical path imaging system utilizing mosaic filter spectroscopy combined with dichroic mirror beam separation is designed to acquire crop spectra information over a wide band range and enhance the device’s portability and integration. Additionally, a sensor information and crop growth monitoring model, coupled with a processor system based on an embedded control module, is developed to enable the real-time interpretation of the aboveground biomass (AGB) and leaf area index (LAI) of rice and wheat. Field experiments showed that the prediction models for rice AGB and LAI, constructed using the PSMICGS, had determination coefficients (R²) of 0.7 and root mean square error (RMSE) values of 1.611 t/ha and 1.051, respectively. For wheat, the AGB and LAI prediction models had R² values of 0.72 and 0.76, respectively, and RMSE values of 1.711 t/ha and 0.773, respectively. In summary, this research provides a foundational tool for monitoring field-scale crop growth, which is important for promoting high-quality and high-yield crops.
Keywords
- crop growth monitoring
- portable snapshot multispectral imaging crop-growth sensor
- wide band co-optical path imaging system
- mosaic filter spectroscopy
- field experiments
- prediction models