Small-scale characterization of vine plant root water uptake via 3-D electrical resistivity tomography and mise-à-la-masse method
Abstract
The investigation of plant roots is inherently difficult and often neglected.Being out of sight, roots are often out of mind. Nevertheless, roots play a key rolein the exchange of mass and energy between soil and the atmosphere, in addition tothe many practical applications in agriculture. In this paper, we propose amethod for roots imaging based on the joint use of two electricalnoninvasive methods: electrical resistivity tomography (ERT) andmise-à-la-masse (MALM). The approach is based on the key assumption that theplant root system acts as an electrically conductive body, so that injectingelectrical current into the plant stem will ultimately result in the injectionof current into the subsoil through the root system, and particularly throughthe root terminations via hair roots. Evidence from field data, showing thatvoltage distribution is very different whether current is injected into thetree stem or in the ground, strongly supports this hypothesis. The proposedprocedure involves a stepwise inversion of both ERT and MALM data thatultimately leads to the identification of electrical resistivity (ER)distribution and of the current injection root distribution in thethree-dimensional soil space. This, in turn, is a proxy to the active (hair)root density in the ground. We tested the proposed procedure on syntheticdata and, more importantly, on fieldmore »
- Authors:
-
- Univ. degli Studi di Padova, Padova (Italy)
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States); Univ. Bordeaux Montaigne, Pessac (France)
- Univ. Bordeaux Montaigne, Pessac (France)
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1542331
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Hydrology and Earth System Sciences (Online)
- Additional Journal Information:
- Journal Name: Hydrology and Earth System Sciences (Online); Journal Volume: 22; Journal Issue: 10; Journal ID: ISSN 1607-7938
- Publisher:
- European Geosciences Union (EGU)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 58 GEOSCIENCES; 54 ENVIRONMENTAL SCIENCES; 60 APPLIED LIFE SCIENCES
Citation Formats
Mary, Benjamin, Peruzzo, Luca, Boaga, Jacopo, Schmutz, Myriam, Wu, Yuxin, Hubbard, Susan S., and Cassiani, Giorgio. Small-scale characterization of vine plant root water uptake via 3-D electrical resistivity tomography and mise-à-la-masse method. United States: N. p., 2018.
Web. doi:10.5194/hess-22-5427-2018.
Mary, Benjamin, Peruzzo, Luca, Boaga, Jacopo, Schmutz, Myriam, Wu, Yuxin, Hubbard, Susan S., & Cassiani, Giorgio. Small-scale characterization of vine plant root water uptake via 3-D electrical resistivity tomography and mise-à-la-masse method. United States. https://doi.org/10.5194/hess-22-5427-2018
Mary, Benjamin, Peruzzo, Luca, Boaga, Jacopo, Schmutz, Myriam, Wu, Yuxin, Hubbard, Susan S., and Cassiani, Giorgio. Tue .
"Small-scale characterization of vine plant root water uptake via 3-D electrical resistivity tomography and mise-à-la-masse method". United States. https://doi.org/10.5194/hess-22-5427-2018. https://www.osti.gov/servlets/purl/1542331.
@article{osti_1542331,
title = {Small-scale characterization of vine plant root water uptake via 3-D electrical resistivity tomography and mise-à-la-masse method},
author = {Mary, Benjamin and Peruzzo, Luca and Boaga, Jacopo and Schmutz, Myriam and Wu, Yuxin and Hubbard, Susan S. and Cassiani, Giorgio},
abstractNote = {The investigation of plant roots is inherently difficult and often neglected.Being out of sight, roots are often out of mind. Nevertheless, roots play a key rolein the exchange of mass and energy between soil and the atmosphere, in addition tothe many practical applications in agriculture. In this paper, we propose amethod for roots imaging based on the joint use of two electricalnoninvasive methods: electrical resistivity tomography (ERT) andmise-à-la-masse (MALM). The approach is based on the key assumption that theplant root system acts as an electrically conductive body, so that injectingelectrical current into the plant stem will ultimately result in the injectionof current into the subsoil through the root system, and particularly throughthe root terminations via hair roots. Evidence from field data, showing thatvoltage distribution is very different whether current is injected into thetree stem or in the ground, strongly supports this hypothesis. The proposedprocedure involves a stepwise inversion of both ERT and MALM data thatultimately leads to the identification of electrical resistivity (ER)distribution and of the current injection root distribution in thethree-dimensional soil space. This, in turn, is a proxy to the active (hair)root density in the ground. We tested the proposed procedure on syntheticdata and, more importantly, on field data collected in a vineyard, where theestimated depth of the root zone proved to be in agreement with literature onsimilar crops. The proposed noninvasive approach is a step forward towards abetter quantification of root structure and functioning.},
doi = {10.5194/hess-22-5427-2018},
journal = {Hydrology and Earth System Sciences (Online)},
number = 10,
volume = 22,
place = {United States},
year = {Tue Oct 23 00:00:00 EDT 2018},
month = {Tue Oct 23 00:00:00 EDT 2018}
}
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Works referenced in this record:
Influence of Soil on Root Distribution: Implications for Quality of Tocai Friulano Berries and Wine
journal, June 2015
- Tomasi, D.; Battista, F.; Gaiotti, F.
- American Journal of Enology and Viticulture, Vol. 66, Issue 3
The Electrical Resistivity Log as an Aid in Determining Some Reservoir Characteristics
journal, December 1942
- Archie, G. E.
- Transactions of the AIME, Vol. 146, Issue 01
The groundwater–land-surface–atmosphere connection: Soil moisture effects on the atmospheric boundary layer in fully-coupled simulations
journal, December 2007
- Maxwell, Reed M.; Chow, Fotini Katopodes; Kollet, Stefan J.
- Advances in Water Resources, Vol. 30, Issue 12
A mechanistic model for electrical conduction in soil–root continuum: a virtual rhizotron study
journal, July 2018
- Rao, Sathyanarayan; Meunier, Félicien; Ehosioke, Solomon
- Biogeosciences Discussions
The holistic rhizosphere: integrating zones, processes, and semantics in the soil influenced by roots
journal, March 2016
- York, Larry M.; Carminati, Andrea; Mooney, Sacha J.
- Journal of Experimental Botany, Vol. 67, Issue 12
Noninvasive Monitoring of Soil Static Characteristics and Dynamic States: A Case Study Highlighting Vegetation Effects on Agricultural Land
journal, January 2012
- Cassiani, Giorgio; Ursino, Nadia; Deiana, Rita
- Vadose Zone Journal, Vol. 11, Issue 3
Reciprocity theorems in geoelectric and geoelectromagnetic work
journal, October 1988
- Parasnis, D. S.
- Geoexploration, Vol. 25, Issue 3
Three-dimensional monitoring of soil water content in a maize field using Electrical Resistivity Tomography
text, January 2013
- Beff, L.; Günther, T.; Vandoorne, B.
- Munich : EGU
Data And Results For Manuscript "Small Scale Characterization Of Vine Plant Root Water Uptake Via 3D Electrical Resistivity Tomography And Mise-À-La-Masse Method"
dataset, January 2018
- Mary, Benjamin
- Zenodo
Geophysical imaging of root-zone, trunk, and moisture heterogeneity
journal, January 2007
- Attia al Hagrey, Said
- Journal of Experimental Botany, Vol. 58, Issue 4
Monitoring Soil-plant Interactions in an Apple Orchard Using 3D Electrical Resistivity Tomography
journal, January 2013
- Boaga, Jacopo; Rossi, Matteo; Cassiani, Giorgio
- Procedia Environmental Sciences, Vol. 19
Three-Dimensional Electric Mise-A-La-Masse Survey of an Irregular Lead-Zinc-Copper Deposit in Central Sweden *
journal, September 1967
- Parasnis, D. S.
- Geophysical Prospecting, Vol. 15, Issue 3
Applications and limitations of rhizotrons and minirhizotrons for root studies
journal, December 1990
- Taylor, H. M.; Upchurch, D. R.; McMichael, B. L.
- Plant and Soil, Vol. 129, Issue 1
Multi-frequency electrical impedance tomography as a non-invasive tool to characterize and monitor crop root systems
journal, January 2017
- Weigand, Maximilian; Kemna, Andreas
- Biogeosciences, Vol. 14, Issue 4
Analysis of Root Growth by Impedance Spectroscopy (EIS)
journal, December 2005
- Ozier-Lafontaine, Harry; Bajazet, Thierry
- Plant and Soil, Vol. 277, Issue 1-2
Electrical Conductivities in Oil-Bearing Shaly Sands
journal, June 1968
- Waxman, M. H.; Smits, L. J. M.
- Society of Petroleum Engineers Journal, Vol. 8, Issue 02
Spectral Induced Polarisation – a Geophysical Method for Archaeological Prospection in Peatlands
journal, June 2006
- Weller, Andreas; Nordsiek, Sven; Bauerochse, Andreas
- Journal of Wetland Archaeology, Vol. 6, Issue 1
Estimation of the spatial variability of root water uptake of maize and sorghum at the field scale by electrical resistivity tomography
journal, January 2009
- Srayeddin, Iyad; Doussan, Claude
- Plant and Soil, Vol. 319, Issue 1-2
Electrical measurement of tree root absorbing surfaces by the earth impedance method: 2. Verification based on allometric relationships and root severing experiments
journal, September 2006
- Cermak, J.; Ulrich, R.; Stanek, Z.
- Tree Physiology, Vol. 26, Issue 9
Methods of studying root systems
journal, January 1981
- Wells, T. C. E.
- Biological Conservation, Vol. 19, Issue 2
Three-Dimensional Electrical Resistivity Tomography to Monitor Root Zone Water Dynamics
journal, January 2011
- Garré, S.; Javaux, M.; Vanderborght, J.
- Vadose Zone Journal, Vol. 10, Issue 1
Electrical resistance tomography
journal, May 2004
- Daily, William; Ramirez, Abelardo; Binley, Andrew
- The Leading Edge, Vol. 23, Issue 5
Electrical properties of temperate forest trees: a review and quantitative comparison with vines
journal, March 2015
- Gora, Evan M.; Yanoviak, Stephen P.
- Canadian Journal of Forest Research, Vol. 45, Issue 3
Three-dimensional monitoring of soil water content in a maize field using Electrical Resistivity Tomography
journal, January 2013
- Beff, L.; Günther, T.; Vandoorne, B.
- Hydrology and Earth System Sciences, Vol. 17, Issue 2
Characterization of Soil Water Content Variability and Soil Texture using GPR Groundwave Techniques
journal, September 2010
- Grote, K.; Anger, C.; Kelly, B.
- Journal of Environmental & Engineering Geophysics, Vol. 15, Issue 3
Electrical Resistances of Corn Root Segments
journal, February 1976
- Anderson, W. P.; Higinbotham, Noe
- Plant Physiology, Vol. 57, Issue 2
Plant-soil interactions in salt marsh environments: Experimental evidence from electrical resistivity tomography in the Venice Lagoon: PLANT-SOIL INTERACTIONS IN SALT-MARSH
journal, September 2014
- Boaga, Jacopo; D'Alpaos, Andrea; Cassiani, Giorgio
- Geophysical Research Letters, Vol. 41, Issue 17
Monitoring of root-zone water content in the laboratory by 2D geoelectrical tomography
journal, December 2008
- Werban, Ulrike; Attia al Hagrey, Said; Rabbel, Wolfgang
- Journal of Plant Nutrition and Soil Science, Vol. 171, Issue 6
Electrical imaging of soil water availability to grapevine: a benchmark experiment of several machine-learning techniques
journal, March 2016
- Brillante, L.; Bois, B.; Mathieu, O.
- Precision Agriculture, Vol. 17, Issue 6
Advancements in Root Growth Measurement Technologies and Observation Capabilities for Container-Grown Plants
journal, July 2015
- Judd, Lesley; Jackson, Brian; Fonteno, William
- Plants, Vol. 4, Issue 3
An iterative particle filter approach for coupled hydro-geophysical inversion of a controlled infiltration experiment
journal, February 2015
- Manoli, Gabriele; Rossi, Matteo; Pasetto, Damiano
- Journal of Computational Physics, Vol. 283
Monitoring and modelling of soil–plant interactions: the joint use of ERT, sap flow and eddy covariance data to characterize the volume of an orange tree root zone
journal, January 2015
- Cassiani, G.; Boaga, J.; Vanella, D.
- Hydrology and Earth System Sciences, Vol. 19, Issue 5
Complex resistivity measurements on oak
journal, November 2010
- Martin, Tina
- European Journal of Wood and Wood Products, Vol. 70, Issue 1-3
Use of small scale electrical resistivity tomography to identify soil-root interactions during deficit irrigation
journal, January 2018
- Vanella, D.; Cassiani, G.; Busato, L.
- Journal of Hydrology, Vol. 556
Electrical measurement of the absorption surfaces of tree roots by the earth impedance method: 1. Theory
journal, September 2006
- Aubrecht, L.; Stanek, Z.; Koller, J.
- Tree Physiology, Vol. 26, Issue 9
Sap flow and daily electric potential variations in a tree trunk
journal, November 2006
- Gibert, Dominique; Le Mouël, Jean-Louis; Lambs, Luc
- Plant Science, Vol. 171, Issue 5
High-resolution imaging of a vineyard in south of France using ground-penetrating radar, electromagnetic induction and electrical resistivity tomography
journal, March 2012
- André, Frédéric; van Leeuwen, Cornelis; Saussez, Stéphanie
- Journal of Applied Geophysics, Vol. 78
Ecological Importance of Root/Shoot Ratios
journal, November 1966
- Monk, Carl
- Bulletin of the Torrey Botanical Club, Vol. 93, Issue 6
A Quantitative Study of the Roots and Root Hairs of a Winter Rye Plant (Secale Cereale)
journal, July 1937
- Dittmer, Howard J.
- American Journal of Botany, Vol. 24, Issue 7
In-situ root extent measurements by electrical capacitance methods
journal, June 1995
- Dalton, F. N.
- Plant and Soil, Vol. 173, Issue 1
Coupled inverse modeling of a controlled irrigation experiment using multiple hydro-geophysical data
journal, August 2015
- Rossi, Matteo; Manoli, Gabriele; Pasetto, Damiano
- Advances in Water Resources, Vol. 82
Soil–plant interaction monitoring: Small scale example of an apple orchard in Trentino, North-Eastern Italy
journal, February 2016
- Cassiani, Giorgio; Boaga, Jacopo; Rossi, Matteo
- Science of The Total Environment, Vol. 543
Spatial and temporal monitoring of soil water content with an irrigated corn crop cover using surface electrical resistivity tomography: SOIL WATER STUDY USING ELECTRICAL RESISTIVITY
journal, May 2003
- Michot, Didier; Benderitter, Yves; Dorigny, Abel
- Water Resources Research, Vol. 39, Issue 5
Detection of buried tree root samples by using geoelectrical measurements: a laboratory experiment
journal, September 2010
- Zanetti, C.; Weller, A.; Vennetier, M.
- Plant and Soil, Vol. 339, Issue 1-2
Time-lapse Mise-á-la-Masse measurements and modeling for tracer test monitoring in a shallow aquifer
journal, June 2018
- Perri, Maria Teresa; De Vita, Pantaleone; Masciale, Rita
- Journal of Hydrology, Vol. 561
In situ detection of tree root distribution and biomass by multi-electrode resistivity imaging
journal, August 2008
- Amato, M.; Basso, B.; Celano, G.
- Tree Physiology, Vol. 28, Issue 10
Localization of self-potential sources in volcano-electric effect with complex continuous wavelet transform and electrical tomography methods for an active volcano: VOLCANO-ELECTRIC ANALYSIS BY CCWT AND DOP
journal, June 2004
- Saracco, Ginette; Labazuy, Philippe; Moreau, Frédérique
- Geophysical Research Letters, Vol. 31, Issue 12
Distribution of grapevine roots and salt under drip and full-ground cover microjet irrigation systems
journal, December 1994
- Stevens, RobM.; Douglas, Tim
- Irrigation Science, Vol. 15, Issue 4
Mapping tree root system in dikes using induced polarization: Focus on the influence of soil water content
journal, December 2016
- Mary, Benjamin; Saracco, Ginette; Peyras, Laurent
- Journal of Applied Geophysics, Vol. 135
On transient electric potential variations in a standing tree and atmospheric electricity
journal, February 2010
- Le Mouël, Jean-Louis; Gibert, Dominique; Poirier, Jean-Paul
- Comptes Rendus Geoscience, Vol. 342, Issue 2
Water uptake can occur through woody portions of roots and facilitates localized embolism repair in grapevine
journal, February 2018
- Cuneo, Italo F.; Knipfer, Thorsten; Mandal, Pratiti
- New Phytologist, Vol. 218, Issue 2
Plant Water Relations: Some Physical Aspects
journal, June 1966
- Philip, J. R.
- Annual Review of Plant Physiology, Vol. 17, Issue 1
Effects of lightning on trees: A predictive model based on in situ electrical resistivity
journal, September 2017
- Gora, Evan M.; Bitzer, Phillip M.; Burchfield, Jeffrey C.
- Ecology and Evolution, Vol. 7, Issue 20
Complex resistivity tomography (CRT) for fungus detection on standing oak trees
journal, July 2013
- Martin, Tina; Günther, Thomas
- European Journal of Forest Research, Vol. 132, Issue 5-6
Benchmarking electrical methods for rapid estimation of root biomass
journal, June 2016
- Postic, François; Doussan, Claude
- Plant Methods, Vol. 12, Issue 1
Improvement of coarse root detection using time and frequency induced polarization: from laboratory to field experiments
journal, May 2017
- Mary, Benjamin; Abdulsamad, Feras; Saracco, Ginette
- Plant and Soil, Vol. 417, Issue 1-2
Partial root-zone drying irrigation in orange orchards: Effects on water use and crop production characteristics
journal, January 2017
- Consoli, S.; Stagno, F.; Vanella, D.
- European Journal of Agronomy, Vol. 82
Signaling role of action potential in higher plants
journal, March 2008
- Pyatygin, S. S.; Opritov, V. A.; Vodeneev, V. A.
- Russian Journal of Plant Physiology, Vol. 55, Issue 2
Characterization of a dismissed landfill via electrical resistivity tomography and mise-à-la-masse method
journal, November 2013
- De Carlo, Lorenzo; Perri, Maria Teresa; Caputo, Maria Clementina
- Journal of Applied Geophysics, Vol. 98
Effects of Liquid-phase Electrical Conductivity, Water Content, and Surface Conductivity on Bulk Soil Electrical Conductivity1
journal, January 1976
- Rhoades, J. D.; Raats, P. A. C.; Prather, R. J.
- Soil Science Society of America Journal, Vol. 40, Issue 5
An Evaluation of Different Methods to Investigate Root System Architecture of Urban Trees in Situ: I. Ground-Penetrating Radar
journal, January 2002
- Stokes, Alexia; Fourcaud, Thierry; Hruska, Jiri
- Arboriculture & Urban Forestry, Vol. 28, Issue 1
Effects of lightning on trees: A predictive model based on in situ electrical resistivity
journal, September 2017
- Gora, Evan M.; Bitzer, Phillip M.; Burchfield, Jeffrey C.
- Ecology and Evolution, Vol. 7, Issue 20
Estimation of the spatial variability of root water uptake of maize and sorghum at the field scale by electrical resistivity tomography
journal, January 2009
- Srayeddin, Iyad; Doussan, Claude
- Plant and Soil, Vol. 319, Issue 1-2
Detection of buried tree root samples by using geoelectrical measurements: a laboratory experiment
journal, September 2010
- Zanetti, C.; Weller, A.; Vennetier, M.
- Plant and Soil, Vol. 339, Issue 1-2
Electrical imaging of soil water availability to grapevine: a benchmark experiment of several machine-learning techniques
journal, March 2016
- Brillante, L.; Bois, B.; Mathieu, O.
- Precision Agriculture, Vol. 17, Issue 6
Monitoring Soil-plant Interactions in an Apple Orchard Using 3D Electrical Resistivity Tomography
journal, January 2013
- Boaga, Jacopo; Rossi, Matteo; Cassiani, Giorgio
- Procedia Environmental Sciences, Vol. 19
The location of infinite electrodes in pole–pole electrical surveys: consequences for 2D imaging
journal, June 1999
- Robain, Henri; Albouy, Yves; Dabas, Michel
- Journal of Applied Geophysics, Vol. 41, Issue 4
Geophysical imaging of root-zone, trunk, and moisture heterogeneity
journal, January 2007
- Attia al Hagrey, Said
- Journal of Experimental Botany, Vol. 58, Issue 4
Electrical measurement of tree root absorbing surfaces by the earth impedance method: 2. Verification based on allometric relationships and root severing experiments
journal, September 2006
- Cermak, J.; Ulrich, R.; Stanek, Z.
- Tree Physiology, Vol. 26, Issue 9
In situ detection of tree root distribution and biomass by multielectrode resistivity imaging
journal, August 2008
- Amato, M.; Basso, B.; Celano, G.
- Tree Physiology, Vol. 28, Issue 8
Electrical Resistances of Corn Root Segments
journal, February 1976
- Anderson, W. P.; Higinbotham, Noe
- Plant Physiology, Vol. 57, Issue 2
Change of Electrical Conductivity With Temperature and the Relation of Osmotic Pressure to Electrical Conductivity and Ion Concentration for Soil Extracts1
journal, January 1949
- Campbell, R. B.; Bower, C. A.; Richards, L. A.
- Soil Science Society of America Journal, Vol. 13, Issue C
Three-Dimensional Electrical Resistivity Tomography to Monitor Root Zone Water Dynamics
journal, January 2011
- Garré, S.; Javaux, M.; Vanderborght, J.
- Vadose Zone Journal, Vol. 10, Issue 1
Advancements in Root Growth Measurement Technologies and Observation Capabilities for Container-Grown Plants
journal, July 2015
- Judd, Lesley; Jackson, Brian; Fonteno, William
- Plants, Vol. 4, Issue 3
An Evaluation of Different Methods to Investigate Root System Architecture of Urban Trees in Situ: I. Ground-Penetrating Radar
journal, January 2002
- Stokes, Alexia; Fourcaud, Thierry; Hruska, Jiri
- Arboriculture & Urban Forestry, Vol. 28, Issue 1
Monitoring and modelling of soil–plant interactions: the joint use of ERT, sap flow and eddy covariance data to characterize the volume of an orange tree root zone
journal, January 2015
- Cassiani, G.; Boaga, J.; Vanella, D.
- Hydrology and Earth System Sciences, Vol. 19, Issue 5
Root Distribution of Three Grapevine Rootstocks Grafted to Cabernet Sauvignon Grown on a Very Gravelly Clay Loam Soil in Oakville, California
journal, January 1994
- Morano, Lisa; Kliewer, W. Mark
- American Journal of Enology and Viticulture, Vol. 45, Issue 3
Grapevine Root System and Soil Characteristics in a Vineyard Maintained Long-term with or without Interrow Sward
journal, January 2003
- Morlat, René; Jacquet, Alain
- American Journal of Enology and Viticulture, Vol. 54, Issue 1
Data And Results For Manuscript "Small Scale Characterization Of Vine Plant Root Water Uptake Via 3D Electrical Resistivity Tomography And Mise-À-La-Masse Method"
dataset, January 2018
- Mary, Benjamin
- Zenodo
Works referencing / citing this record:
Electrical impedance tomography as a tool for phenotyping plant roots
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- Corona-Lopez, Diego D. J.; Sommer, Sarah; Rolfe, Stephen A.
- Plant Methods, Vol. 15, Issue 1
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text, January 2020
- Peruzzo, Luca; Chou, Chou; Wu, Yuxin
- RWTH Aachen University
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journal, November 2018
- Weigand, Maximilian; Kemna, Andreas
- Plant and Soil, Vol. 435, Issue 1-2
Induced polarization applied to biogeophysics: recent advances and future prospects
journal, October 2019
- Kessouri, P.; Furman, A.; Huisman, J. A.
- Near Surface Geophysics, Vol. 17, Issue 6
Assessing the extent of citrus trees root apparatus under deficit irrigation via multi-method geo-electrical imaging
journal, July 2019
- Mary, Benjamin; Vanella, Daniela; Consoli, Simona
- Scientific Reports, Vol. 9, Issue 1
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journal, April 2020
- Peruzzo, Luca; Chou, Chunwei; Wu, Yuxin
- Plant and Soil
Electrical impedance tomography as a tool for phenotyping plant roots
journal, May 2019
- Corona-Lopez, Diego D. J.; Sommer, Sarah; Rolfe, Stephen A.
- Plant Methods, Vol. 15, Issue 1