Instantaneous and non-destructive relative water content estimation from deep learning applied to resonant ultrasonic spectra of plant leaves

[1]  J. Peguero-Pina,et al.  Non-contact ultrasonic resonant spectroscopy resolves the elastic properties of layered plant tissues , 2018, Applied Physics Letters.

[2]  María Romero,et al.  Vineyard water status estimation using multispectral imagery from an UAV platform and machine learning algorithms for irrigation scheduling management , 2018, Comput. Electron. Agric..

[3]  Ian Stavness,et al.  Deep Plant Phenomics: A Deep Learning Platform for Complex Plant Phenotyping Tasks , 2017, Front. Plant Sci..

[4]  H. Medrano,et al.  The Application of Leaf Ultrasonic Resonance to Vitis vinifera L. Suggests the Existence of a Diurnal Osmotic Adjustment Subjected to Photosynthesis , 2016, Front. Plant Sci..

[5]  Tomas Gómez Álvarez-Arenas,et al.  Ultrasonic Sensing of Plant Water Needs for Agriculture , 2016, Sensors.

[6]  Darko Stefanovic,et al.  Deep Neural Networks Based Recognition of Plant Diseases by Leaf Image Classification , 2016, Comput. Intell. Neurosci..

[7]  Yogan Monnier,et al.  The Impact of Competition and Allelopathy on the Trade-Off between Plant Defense and Growth in Two Contrasting Tree Species , 2016, Front. Plant Sci..

[8]  Marcel Salathé,et al.  Using Deep Learning for Image-Based Plant Disease Detection , 2016, Front. Plant Sci..

[9]  Geoffrey E. Hinton,et al.  Deep Learning , 2015, Nature.

[10]  M. D. Fariñas,et al.  Ultrasonic assessment of the elastic functional design of component tissues of Phormium tenax leaves. , 2014, Journal of the mechanical behavior of biomedical materials.

[11]  T. G. Gomez Alvarez-Arenas,et al.  Monitoring plant response to environmental stimuli by ultrasonic sensing of the leaves. , 2014, Ultrasound in medicine & biology.

[12]  J. Peguero-Pina,et al.  Ultrasonic spectroscopy allows a rapid determination of the relative water content at the turgor loss point: a comparison with pressure-volume curves in 13 woody species. , 2013, Tree physiology.

[13]  T. G. Gomez Alvarez-Arenas.  Air-Coupled Piezoelectric Transducers with Active Polypropylene Foam Matching Layers , 2013, Sensors.

[14]  J. Peguero-Pina,et al.  Shear waves in vegetal tissues at ultrasonic frequencies , 2013 .

[15]  Tomas E. Gomez Alvarez-Arenas,et al.  Microwave l-band (1730MHz) accurately estimates the relative water content in poplar leaves. A comparison with a near infrared water index (R1300/R1450) , 2011 .

[16]  J. Peguero-Pina,et al.  Air-coupled broadband ultrasonic spectroscopy as a new non-invasive and non-contact method for the determination of leaf water status. , 2010, Journal of experimental botany.

[17]  Tomas E. Gomez Alvarez-Arenas,et al.  Simultaneous determination of the ultrasound velocity and the thickness of solid plates from the analysis of thickness resonances using air-coupled ultrasound , 2010 .

[18]  J. Peguero-Pina,et al.  Noncontact and noninvasive study of plant leaves using air-coupled ultrasounds , 2009 .

[19]  J. Peguero-Pina,et al.  Determination of plant leaves water status using air-coupled ultrasounds , 2009, 2009 IEEE International Ultrasonics Symposium.

[20]  Haibo He,et al.  Learning from Imbalanced Data , 2009, IEEE Transactions on Knowledge and Data Engineering.

[21]  John R. Miller,et al.  Imaging chlorophyll fluorescence with an airborne narrow-band multispectral camera for vegetation stress detection , 2009 .

[22]  E. Bamberg,et al.  A novel, non-invasive, online-monitoring, versatile and easy plant-based probe for measuring leaf water status , 2008, Journal of experimental botany.

[23]  Ismael Moya,et al.  Photochemistry, remotely sensed physiological reflectance index and de-epoxidation state of the xanthophyll cycle in Quercus coccifera under intense drought , 2008, Oecologia.

[24]  Pablo J. Zarco-Tejada,et al.  Monitoring yield and fruit quality parameters in open-canopy tree crops under water stress. Implications for ASTER , 2007 .

[25]  H. Jones,et al.  Exploring thermal imaging variables for the detection of stress responses in grapevine under different irrigation regimes. , 2006, Journal of experimental botany.

[26]  T.E.G. Alvarez-Arenas,et al.  Acoustic impedance matching of piezoelectric transducers to the air , 2004, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[27]  V. Vallejo,et al.  Cavitation, stomatal conductance, and leaf dieback in seedlings of two co-occurring Mediterranean shrubs during an intense drought. , 2003, Journal of experimental botany.

[28]  J. Camarero,et al.  Functional groups in Quercus species derived from the analysis of pressure–volume curves , 2002, Trees.

[29]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[30]  John O. Outwater,et al.  Ball Tonometry: A Rapid, Nondestructive Method for Measuring Cell Turgor Pressure in Thin-Walled Plant Cells , 2000, Journal of Plant Growth Regulation.

[31]  H. Jones,et al.  The role of solute accumulation, osmotic adjustment and changes in cell wall elasticity in drought tolerance in Ziziphus mauritiana (Lamk.) , 1998 .

[32]  T. Mcburney,et al.  The Relationship Between Leaf Thickness and Plant Water Potential , 1992 .

[33]  M. Gullo,et al.  Drought avoidance strategy in Ceratonia siliqua L., a mesomorphic-leaved tree in the xeric mediterranean area , 1986 .

[34]  Neil C. Turner,et al.  Techniques and experimental approaches for the measurement of plant water status , 1981, Plant and Soil.

[35]  Chak-Kuen Wong,et al.  An Efficient Method for Weighted Sampling Without Replacement , 1980, SIAM J. Comput..

[36]  B. Slavík,et al.  Methods of Studying Plant Water Relations , 1974 .

[37]  Andy Liaw,et al.  Classification and Regression by randomForest , 2007 .

[38]  T. G. Gomez Alvarez-Arenas,et al.  Acoustic impedance matching of piezoelectric transducers to the air. , 2004, IEEE transactions on ultrasonics, ferroelectrics, and frequency control.

[39]  Hilde van der Togt,et al.  Publisher's Note , 2003, J. Netw. Comput. Appl..

[40]  A. Búrquez.  Leaf Thickness and Water Deficit in Plants: A Tool for Field Studies , 1987 .

[41]  P. Jarvis,et al.  Water in Tissues and Cells , 1982 .

[42]  T. T. Kozlowski,et al.  Determination of water deficits in plant tissues. , 1968 .