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Ground Penetrating Radar for Belowground Phenotyping of High-biomass Grasses for Soil Carbon Sequestration

1 Dec 2021 · 10.21203/rs.3.rs-1041672/v1

Abstract

Abstract AimsMany governments and companies have committed to moving to net-zero emissions by 2030 or 2050 to tackle climate change, which require the development of new carbon capture and sequestration/storage (CCS) techniques. A proposed method of sequestration is to deposit carbon in soils as plant matter including root mass and root exudates. Adding perennial traits such as rhizomes to crops as part of a sequestration strategy would result in annual crop regrowth from rhizome meristems rather than requiring replanting from seeds which would in turn encourage no-till agricultural practices. Integrating these traits into productive agriculture requires a belowground phenotyping method compatible with high throughput breeding and selection methods (i.e., is rapid, inexpensive, reliable, and non-invasive), however none currently exist. MethodsGround penetrating radar (GPR) is a non-invasive subsurface sensing technology that shows potential as a phenotyping technique. In this study, a prototype GPR antenna array was used to scan roots of the perennial sorghum hybrid, PSH09TX15. A-scan level time-domain analyses and B-scan level time/frequency analyses using the continuous wavelet transform were utilized to extract features of interest from the acquired radargrams. ResultsOf six A-scan diagnostic indices examined, the standard deviation of signal amplitude correlated most significantly with belowground biomass. Time frequency analysis using the continuous wavelet transform yielded high correlations of B-scan features with belowground biomass. ConclusionThese results demonstrate that continued refinement of GPR data analysis workflows should yield a highly applicable phenotyping tool for breeding efforts in environments where selection is otherwise impractical on a large scale.

Plant phenotyping relevance

GPRを用いて根系・地下部バイオマスを非破壊推定するセンシングおよび解析ワークフローを開発・評価しており、植物表現型取得法が研究の中心です。

abstractIntegrating these traits into productive agriculture requires a belowground phenotyping method compatible with high throughput breeding and selection methods
abstractGround penetrating radar (GPR) is a non-invasive subsurface sensing technology that shows potential as a phenotyping technique.
abstractA-scan level time-domain analyses and B-scan level time/frequency analyses using the continuous wavelet transform were utilized to extract features of interest from the acquired radargrams.
abstractThese results demonstrate that continued refinement of GPR data analysis workflows should yield a highly applicable phenotyping tool for breeding efforts

Code and data availability

The preprint describes GPR scanning of sorghum troughs and custom analyses, but no public phenotype dataset, radargram data, images, or author code repository is deposited. The analysis software, GPR-Studio (Crop Phenomics LLC), is a commercial third-party tool, not an authors' public code asset. The only supplement ('

No evidence-backed public reproduction asset is currently recorded.

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