Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Experimental Evaluation of Several Key Factors Affecting Root Biomass Estimation by 1500 MHz Ground-Penetrating Radar

Journal Article · · Remote Sensing
DOI:https://doi.org/10.3390/rs9121337· OSTI ID:2371592

Accurate quantification of coarse roots without disturbance represents a gap in our understanding of belowground ecology. Ground penetrating radar (GPR) has shown significant promise for coarse root detection and measurement, however root orientation relative to scanning transect direction, the difficulty identifying dead root mass, and the effects of root shadowing are all key factors affecting biomass estimation that require additional research. Specifically, many aspects of GPR applicability for coarse root measurement have not been tested with a full range of antenna frequencies. We tested the effects of multiple scanning directions, root crossover, and root versus soil moisture content in a sand-hill mixed oak community using a 1500 MHz antenna, which provides higher resolution than the oft used 900 MHz antenna. Combining four scanning directions produced a significant relationship between GPR signal reflectance and coarse root biomass (R2 = 0.75) (p < 0.01) and reduced variability encountered when fewer scanning directions were used. Additionally, significantly fewer roots were correctly identified when their moisture content was allowed to equalize with the surrounding soil (p < 0.01), providing evidence to support assertions that GPR cannot reliably identify dead root mass. The 1500 MHz antenna was able to identify roots in close proximity of each other as well as roots shadowed beneath shallower roots, providing higher precision than a 900 MHz antenna. As expected, using a 1500 MHz antenna eliminates some of the deficiency in precision observed in studies that utilized lower frequency antennas.

Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0008099
OSTI ID:
2371592
Alternate ID(s):
OSTI ID: 1499903
Journal Information:
Remote Sensing, Journal Name: Remote Sensing Journal Issue: 12 Vol. 9; ISSN 2072-4292; ISSN RSBSBZ
Publisher:
MDPI AGCopyright Statement
Country of Publication:
Switzerland
Language:
English

References (43)

Ecosystem carbon density and allocation across a chronosequence of longleaf pine forests journal January 2017
Allocation, within and between organs, and the dynamics of root length changes in two birch species journal January 1995
The role of fine and coarse roots in shallow slope stability and soil erosion control with a focus on root system architecture: a review journal March 2007
Estimating coarse root biomass with ground penetrating radar in a tree-based intercropping system journal June 2014
Scots pine root distribution derived from radial sap flow patterns in stems of large leaning trees journal November 2007
Limiting factors in the detection of tree roots using ground-penetrating radar journal December 2008
Application of ground penetrating radar for coarse root detection and quantification: a review journal October 2012
Root orientation can affect detection accuracy of ground-penetrating radar journal June 2013
Comment on: “root orientation can affect detection accuracy of ground-penetrating radar” journal May 2014
Ground-penetrating radar-based automatic reconstruction of three-dimensional coarse root system architecture journal June 2014
Calibrating the impact of root orientation on root quantification using ground-penetrating radar journal June 2015
Leaf litter thickness, but not plant species, can affect root detection by ground penetrating radar journal May 2016
Modeling tree root diameter and biomass by ground-penetrating radar journal November 2010
Protection of urban trees from trenching damage in compact city environments journal April 2003
Automatic detection of buried utilities and solid objects with GPR using neural networks and pattern recognition journal March 2000
Root dynamics and global change: seeking an ecosystem perspective: REVIEW Root dynamics and global change journal July 2000
The use of three geophysical methods for 3D images of total root volume of soil in urban environments journal December 2010
Preliminary use of ground-penetrating radar and electrical resistivity tomography to study tree roots in pine forests and poplar plantations journal January 2008
Detection of Cryptomeria japonica roots with ground penetrating radar journal July 2008
Dynamics of Coarse Root Production in a Young Plantation of Picea sitchensis journal January 1981
Geophysical imaging of root-zone, trunk, and moisture heterogeneity journal January 2007
Standard Soil Methods for Long-Term Ecological Research book October 1999
Mapping tree root systems with ground-penetrating radar journal February 1999
Use of ground-penetrating radar to study tree roots in the southeastern United States journal November 2001
Detection of tree roots and determination of root diameters by ground penetrating radar under optimal conditions journal December 2004
Detection and Discrimination of Land Mines in Ground-Penetrating Radar Based on Edge Histogram Descriptors and a Possibilistic $K$-Nearest Neighbor Classifier journal February 2009
Texture Features for Antitank Landmine Detection Using Ground Penetrating Radar journal July 2007
An Investigation of Using the Spectral Characteristics From Ground Penetrating Radar for Landmine/Clutter Discrimination journal April 2008
Estimating Tree-Root Biomass in Different Depths Using Ground-Penetrating Radar: Evidence from a Controlled Experiment journal June 2013
Architectural analysis of plant root systems. III. Studies on plants under field conditions journal June 1992
The effects of 11 yr of CO 2 enrichment on roots in a Florida scrub-oak ecosystem journal March 2013
Growth and physiology of loblolly pine in response to long-term resource management: defining growth potential in the southern United States journal April 2008
Ecosystem carbon stocks in Pinus palustris forests journal May 2014
Ground penetrating radar: a case study for estimating root bulking rate in cassava (Manihot esculenta Crantz) journal August 2017
Plant Roots book March 2002
Ground penetrating radar as remote sensing technique to investigate the root system architecture journal August 2014
EFFECT OF ELEVATED CO 2 ON COARSE-ROOT BIOMASS IN FLORIDA SCRUB DETECTED BY GROUND-PENETRATING RADAR journal May 2007
In Situ Root Volume Estimation Using Ground Penetrating Radar journal September 2017
Ground-penetrating Radar to Detect and Quantify Residual Root Fragments Following Peach Orchard Clearing journal January 2005
Utility of Ground-Penetrating Radar as a Root Biomass Survey Tool in Forest Systems journal January 2003
Monitoring Shallow Soil Water Content Under Natural Field Conditions Using the Early-Time GPR Signal Technique journal January 2013
Fractal geometry of bean root systems: correlations between spatial and fractal dimension journal January 1997
GPR frequency selection conference January 1994

Similar Records

Related Subjects