HYPERSPECTRAL MONITORING OF PLANT WATER CONTENT IN WINTER WHEAT (TRITICUMAESTIVUM L.) AFTER DROUGHT STRESS

被引:0
作者
Xie, Y. K. [1 ,2 ,3 ]
Ma, X. P. [1 ,2 ]
Jing, B. H. [3 ]
Qian, P. Y. [1 ,2 ]
Qiu, Y. T. [1 ,2 ]
Chen, H. M. [1 ,2 ]
机构
[1] Taiyuan Normal Univ, Inst Geog Sci, Jinzhong, Peoples R China
[2] Shanxi Key Lab Earth Surface Proc & Resource Ecol, Jinzhong, Peoples R China
[3] Shanxi Agr Univ, Coll Agr, Taigu, Peoples R China
来源
APPLIED ECOLOGY AND ENVIRONMENTAL RESEARCH | 2025年
关键词
winter wheat; drought; hyperspectral; water content; preprocessing; PLSR; SELECTION;
D O I
10.15666/aeer/2302_33213334
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Winter wheat (Triticum aestivum L.) is an important food crop with high economic and social value. Frequent drought disasters in northern China, have a negative influence on the growth and development of winter wheat, thus the risk of diseases and pests is increased, and yield and quality are reduced. We took winter wheat treated with different water stress as the research object, collected the plant water content (PWC) at different growth stages and hyperspectral remote sensing data, and carried out logarithmic (Lg R), first derivative (R') and logarithmic first derivative (Lg R') transformation of the raw spectrum (R) of winter wheat. We established the spectral prediction model of PWC by analyzing the quantitative relationship between the spectral data of winter wheat under different mathematical transformations and the PWC in the range of 350-2500 nm. The results showed that the prediction model of PWC based on lg R' had the highest accuracy, which can provide an effective basis for rapid and non-destructive monitoring of winter wheat moisture.
引用
收藏
页数:14
相关论文
共 50 条
[31]   Combining spectral and texture features of UAV hyperspectral images for leaf nitrogen content monitoring in winter wheat [J].
Zhang, Juanjuan ;
Cheng, Tao ;
Shi, Lei ;
Wang, Weiwei ;
Niu, Zhen ;
Guo, Wei ;
Ma, Xinming .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2022, 43 (07) :2335-2356
[32]   REACTION OF SELECTED TYPES OF PLANT GROWTH REGULATOR FOR WATER STRESS ON WINTER WHEAT [J].
Baranyiova, Irena ;
Klem, Karel .
MENDELNET 2015, 2015, :405-408
[33]   MONITORING OF WATER USE, DROUGHT AND YIELD IMPACTS OF WINTER WHEAT USING IMAGINERY FROM SATELLITES [J].
Jurecka, Frantisek ;
Anderson, Martha ;
Hlavinka, Petr ;
Semeradova, Daniela ;
Trnka, Miroslav ;
Hain, Christopher ;
Gao, Feng ;
Yang, Yun ;
Zalud, Zdenek .
MENDELNET 2015, 2015, :54-59
[34]   Canopy Vegetation Indices from In situ Hyperspectral Data to Assess Plant Water Status of Winter Wheat under Powdery Mildew Stress [J].
Feng, Wei ;
Qi, Shuangli ;
Heng, Yarong ;
Zhou, Yi ;
Wu, Yapeng ;
Liu, Wandai ;
He, Li ;
Li, Xiao .
FRONTIERS IN PLANT SCIENCE, 2017, 8
[35]   Monitoring of drought stress and transpiration rate using proximal thermal and hyperspectral imaging in an indoor automated plant phenotyping platform [J].
Mertens, Stien ;
Verbraeken, Lennart ;
Sprenger, Heike ;
De Meyer, Sam ;
Demuynck, Kirin ;
Cannoot, Bernard ;
Merchie, Julie ;
De Block, Jolien ;
Vogel, Jonathan T. ;
Bruce, Wesley ;
Nelissen, Hilde ;
Maere, Steven ;
Inze, Dirk ;
Wuyts, Nathalie .
PLANT METHODS, 2023, 19 (01)
[36]   Monitoring of drought stress and transpiration rate using proximal thermal and hyperspectral imaging in an indoor automated plant phenotyping platform [J].
Stien Mertens ;
Lennart Verbraeken ;
Heike Sprenger ;
Sam De Meyer ;
Kirin Demuynck ;
Bernard Cannoot ;
Julie Merchie ;
Jolien De Block ;
Jonathan T. Vogel ;
Wesley Bruce ;
Hilde Nelissen ;
Steven Maere ;
Dirk Inzé ;
Nathalie Wuyts .
Plant Methods, 19
[37]   Comparison of new hyperspectral index and machine learning models for prediction of winter wheat leaf water content [J].
Zhang, Juanjuan ;
Zhang, Wen ;
Xiong, Shuping ;
Song, Zhaoxiang ;
Tian, Wenzhong ;
Shi, Lei ;
Ma, Xinming .
PLANT METHODS, 2021, 17 (01)
[38]   Comparison of new hyperspectral index and machine learning models for prediction of winter wheat leaf water content [J].
Juanjuan Zhang ;
Wen Zhang ;
Shuping Xiong ;
Zhaoxiang Song ;
Wenzhong Tian ;
Lei Shi ;
Xinming Ma .
Plant Methods, 17
[39]   Breeding Driven Enrichment of Genetic Variation for Key Yield Components and Grain Starch Content Under Drought Stress in Winter Wheat [J].
Koua, Ahossi Patrice ;
Oyiga, Benedict Chijioke ;
Baig, Mirza Majid ;
Leon, Jens ;
Ballvora, Agim .
FRONTIERS IN PLANT SCIENCE, 2021, 12
[40]   Combined Effect of Drought Stress and Elevated Atmospheric CO2 Concentration on the Yield Parameters and Water Use Properties of Winter Wheat (Triticum aestivum L.) Genotypes [J].
Varga, B. ;
Vida, G. ;
Varga-Laszlo, E. ;
Hoffmann, B. ;
Veisz, O. .
JOURNAL OF AGRONOMY AND CROP SCIENCE, 2017, 203 (03) :192-205