soil composition, soil variability, and proximal soil sensing … · 2015-08-21 · proximal...

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SOIL SCIENCE TEXAS A&M UNIVERSITY SOIL SCIENCE TEXAS A&M UNIVERSITY ARPA-E Workshop Novel Methods for Phytosequestration July 23-24, 2015 SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING OF SOILS CRISTINE MORGAN | PROFESSOR OF SOIL SCIENCE DEPARTMENT OF SOIL & CROP SCIENCES

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Page 1: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

SOIL SCIENCE

TEXAS A&M UNIVERSITY

ARPA-E Workshop

Novel Methods for

Phytosequestration

July 23-24, 2015

SOIL COMPOSITION, SOIL VARIABILITY, AND

PROXIMAL SOIL SENSING OF SOILS

CRISTINE MORGAN | PROFESSOR OF SOIL SCIENCE

DEPARTMENT OF SOIL & CROP SCIENCES

Page 2: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Outline

o Introduction to soil properties & composition

o Current tools for proximal sensing

o Spatial Variability, Precision/Accuracy

Page 3: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Soil as a 3 + 1 phase system

Solids

Liquids

Gas

+ Roots

Imaging the soil requires discrimination

between the soil phases

Page 4: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Fundamental soil properties

Solids

Bulk Density/Porosity

Soil Minerals (Physical)

•Particle Size Distribution

•Mineralogy of silicate clays

•Mineralogy of size-fractions

Soil Minerals (Chemical)

•Cation Exchange Capacity

•Exchangeable Cations and Ions

•pH

Organic Carbon

Liquids

Water-filled pore space

Water-filled pore space as a

function of matric potential

Extractable water chemistry

Gasses

Air-filled pore space as a

function of water content or

potential

Gas Composition

Page 5: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Fundamental soil properties

Soil Minerals (Physical)

Particle Size Distribution

sand 2.0 to 0.05 mm

silt 0.05 to 0.002 mm

clay < 0.002 m

Any Fraction: Carbonates, Gypsum, Salts

Clay Fraction: Silicate clays (2:1 and 1:1 clay silicates)

Page 6: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Fundamental soil properties

Soil Minerals (Chemical)

• Cation Exchange Capacity

• Sandy Soil 3 to 5 meq 100g -1

• Clayey Soil 30 to 40 meq 100 g-1

• pH

5.5 to 8.5 (Temperate Agricultural Soil)

Page 7: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Soil Organic Carbon

0.5 to 4 % Soil Organic C in topsoil of majority of temperate agricultural soil

Fundamental soil properties

Page 8: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Organization of Soil in the Field

Soil Structure: Related to the arrangement

and organization of the soil

phases

Affects: Pore-network connectivity,

tortuosity

Bulk Soil

Bulk Density 1.0 to 1.62 g cm-3

root limiting ~ 1.3/1.5 1.7-for sure!

Porosity 0.62 to 0.38 % pores by vol.

root limiting ~ 0.38-0.35

Courtesy of the NCSU Soil Science Flickr Stream

Page 9: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Proximal Sensing

High resolution surface (x,y) mapping High resolution profile mapping (z)

Surfing Diving

0 20 40 60

100

80

60

40

20

0

Clay content, %So

il d

ep

th, cm

e.g. Waiser et al. 2007; Ackerson et al. 2015

e.g. Christy, 2008; Bricklemyer and Brown 2010

Image from Veris Technologies

Proximal Sensing: non destructive, field-located sensing of soil properties

Page 10: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY Field Measurements:

Electromagnetic Induction

ECa = ECliquid phase + ECsolid phase

Page 11: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY Field Measurements:

Penetrometer Mounted VisNIR DRS

0

0.1

0.2

0.3

0.4

0.5

0.6

350 700 1050 1400 1750 2100 2450

Wavelength

Re

fle

cta

nc

e

Clay Content (RMSE 5 %)

Organic Carbon (RMSE 0.5 %)

Inorganic Carbon (RMSE 0.8 % )

Page 12: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Field Measurements:Electrical Resistivity Tomography

Page 13: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Case study: ERT in Vertisols

Cracking soils

Non destructive/temporal measurements of

1. Soil water content

2. Crack volume and location

Page 14: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Laboratory Data

Field Data

ERT and Soil Water Content

Poor contrasts between soils at

different water contentAckerson et al., 2014

Page 15: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

R² = 0.5019

0

0.02

0.04

0.06

0.08

0.1

0.12

0.14

0.4 0.6 0.8 1R

esis

tivity

[Ωm

]

105

104

101

102

103

Cra

ck P

oro

sity [

m3m

-3]

Relative Resistivity

ERT and Cracking

Strong contrast

between cracks & soil

Ackerson, 2014

Page 16: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Spatial Variability

Soil properties vary at all spatial scales

Soil properties that affect soil organic C at the watershed (km) and field (m) scale include

- Texture (particle Size distribution)

- Topography characteristics (wetness index/drainage)

- Soil condition

Page 17: SOIL COMPOSITION, SOIL VARIABILITY, AND PROXIMAL SOIL SENSING … · 2015-08-21 · Proximal Sensing High resolution surface (x,y) mapping High resolution profile mapping (z) Surfing

SOIL SCIENCE

TEXAS A&M UNIVERSITY

Summary

The efficacy of imaging or sensor technology is soil dependent

Electromagnetic Induction: good for spatial structure of soil change

VisNIR: good for point-profile measurements e.g. soil organic C spatial variability and stock (precision is 0.5 % SOC)

ERT: good for monitoring change over time

Soil function in the field determines the efficacy of ERT

- Poor measurement of water content

- Good measurement of cracking