Travis L. Roberson, David S. McCall and Erik H. Ervin ... · Travis L. Roberson, David S. McCall...

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Water Reflectance Characteristics of Creeping Bentgrass and Hybrid Bermudagrass Grown in Various Soil Textures Travis L. Roberson, David S. McCall and Erik H. Ervin; College of Agriculture and Life Science, Virginia Tech, Blacksburg Va. Results and Discussion Objectives Literature Cited Materials and Methods Global water demand necessitates conservation efforts. U.S golf courses used over 2.2 x 10 9 m 3 of water in 2013, down 21.8% from 2005 (Anonymous 2015). There is still room for improvement. Previous research (Fig. 1) indicated a strong relationship between soil moisture and the water band index (WBI = R 900 /R 970 ) from creeping bentgrass (Agrostis stolonifera) (CBG) grown in a USGA specified root zone (McCall, 2016). Water absorption characteristics have not been quantified for CBG or hybrid bermudagrass (Cynodon transvaalensis x C. dactylon) (HBG) grown on various soil textures. 0 10 20 30 40 50 60 70 80 350 450 550 650 750 850 950 1050 REFLECTANCE (%) WAVELENGTH (NM) Field Capacity: 19.8% Limited Moisture: 10.9% Wilting: 7% Water Absorption Feature a Figure 1. (a) Spectral characteristics, from 350 to 1050nm, of ‘A4’ creeping bentgrass at three different moisture levels: field capacity, limited moisture, and wilting. (b) A zoomed in representation highlighting the water absorption feature between 900 to 1000 nm. (c) First derivative calculation of canopy reflectance between 900 to 1000nm. Future Research The WAF was found to be present for both ‘007’ creeping bentgrass and ‘Latitude 36’ bermudagrass (Fig. 3). Position of the WAF remains constant under varying soil textures (Fig. 3) Algorithms for first derivative may be useful for easier differentiation of water stress. Estimate number of days before dry-down occurs for types of soils based on volumetric water content. Explore detection of drought stress prior to symptom development using unique algorithms. Define a relationship between WBI and soil water content of CBG and HBG grown on various soil textures as an indicator of drought stress. Location: Virginia Tech Glade Road Research Facility, Blacksburg, VA Greenhouse Conditions: Temperature: 38.1°C, Humidity: 50% Experimental Design: Completely randomized design, 5 replications, 19.6 cm 2 plot size Treatments: ‘007’ CBG and ‘Latitude 36’ HB plugs were transplanted into conetainers (Stuewe & Sons) containing 350 cm 3 of different soils. Sand: ( 99.2% sand, 0.5% silt, 0.3% clay) * USGA: (97.8% sand, 0.8% silt, 1.4% clay) * Loam: ( 35.1% sand, 46.9% silt, 18 % clay) Silt loam: ( 22.9 % , 55.1% silt, 22% clay) * Fine loam: ( 32 % sand, 43.2 % silt, 24.8 % clay) Data shown in Fig. 3. Data Collection: Data was collected using a portable field radiometer (PSR-1100F, Spectral Evolution) fitted with a plant probe (2.5 cm spot size) over a spectral range of 400 to 1100nm directly from canopy surface. Soil moisture was collected using Field Scout TDR-300 fitted with 3.8cm probes. Conetainers were maintained at field capacity prior to data collection Figure 3. The water absorption feature (900-1000nm) present in (a) ‘007 creeping bentgrass and (b) ‘Latitude 36’ hybrid bermudagrass in three different soils. 32 37 42 47 52 57 800 850 900 950 1000 1050 REFLECTANCE (%) WAVELENGTH (NM) CBG: USGA specification CBG: Loam CBG: Fine Loam a 40 50 60 70 80 800 830 860 890 920 950 980 1010 1040 REFLECTANCE (%) WAVELENGTH NM Field Capacity: 19.8% Limited Moisture: 10.9% Wilting: 7% b -0.25 -0.2 -0.15 -0.1 -0.05 0 0.05 0.1 0.15 0.2 900 920 940 960 980 1000 FIRST DERIVATIVE CANOPY REFLECTANCE WAVELENGTH (NM) Field Capacity: 19.8% Limited Moisture: 10.9% Wilting: 7% c 32 36 40 44 48 52 56 800 850 900 950 1000 1050 REFLECTANCE (%) WAVELENGTH (NM) HBG: USGA specification HBG: Loam HBG: Fine Loam b Explore the water absorption spectral characteristic (900-1000nm) of CBG and HBG grown on various soil textures (Fig. 3). Develop unique algorithms (Fig. 1c) to enhance absorption characteristics within the water band that may be useful for predicting water deficiencies. The use of spectral characteristics to analyze the Water Absorption Feature (WAF) present within the near infrared range as a predictor of moisture stress. Figure 2. Conetainers of ‘007’creeping bentgrass (left) and ‘Latitude 36’ hybrid bermudagrass (right) for data collection Anonymous, 2015. Golf Course Environmental Profile. In. 2014 Water Use and Conservation Practices on U.S. Golf Courses. Lawrence, KS: Golf Course Superintendents Association of America, 30. (I.) McCall DS, X Zhang, DG Sullivan, SD Askew, and EH Ervin, Enhanced Soil Moisture Assessment using Narrowband Reflectance Vegetation Indices in Creeping Bentgrass. Crop Science, accepted for publication 2016

Transcript of Travis L. Roberson, David S. McCall and Erik H. Ervin ... · Travis L. Roberson, David S. McCall...

Page 1: Travis L. Roberson, David S. McCall and Erik H. Ervin ... · Travis L. Roberson, David S. McCall and Erik H. Ervin; College of Agriculture and Life Science, Virginia Tech, Blacksburg

Water Reflectance Characteristics of Creeping Bentgrass and Hybrid Bermudagrass Grown in Various Soil Textures

Travis L. Roberson, David S. McCall and Erik H. Ervin;

College of Agriculture and Life Science, Virginia Tech, Blacksburg Va.

Results and Discussion

Objectives

Literature Cited

Materials and Methods

• Global water demand necessitates conservation efforts.

• U.S golf courses used over 2.2 x 109 m3 of water in 2013, down 21.8% from 2005

(Anonymous 2015). There is still room for improvement.

• Previous research (Fig. 1) indicated a strong relationship between soil moisture and

the water band index (WBI = R900/R970) from creeping bentgrass (Agrostis

stolonifera) (CBG) grown in a USGA specified root zone (McCall, 2016).

• Water absorption characteristics have not been quantified for CBG or hybrid

bermudagrass (Cynodon transvaalensis x C. dactylon) (HBG) grown on various

soil textures.

0

10

20

30

40

50

60

70

80

350 450 550 650 750 850 950 1050

REF

LEC

TAN

CE

(%)

WAVELENGTH (NM)

Field Capacity: 19.8% Limited Moisture: 10.9% Wilting: 7%

Water Absorption Feature

a

Figure 1. (a) Spectral characteristics, from 350 to 1050nm, of ‘A4’ creeping bentgrass at

three different moisture levels: field capacity, limited moisture, and wilting. (b) A

zoomed in representation highlighting the water absorption feature between 900 to 1000

nm. (c) First derivative calculation of canopy reflectance between 900 to 1000nm.

Future Research

• The WAF was found to be present for both ‘007’ creeping bentgrass and ‘Latitude 36’

bermudagrass (Fig. 3).

• Position of the WAF remains constant under varying soil textures (Fig. 3)

• Algorithms for first derivative may be useful for easier differentiation of water stress.

• Estimate number of days before dry-down occurs for types of soils based on

volumetric water content.

• Explore detection of drought stress prior to symptom development using unique

algorithms.

• Define a relationship between WBI and soil water content of CBG and HBG grown

on various soil textures as an indicator of drought stress.

Location: Virginia Tech Glade Road Research Facility, Blacksburg, VA

Greenhouse Conditions: Temperature: 38.1°C, Humidity: 50%

Experimental Design: Completely randomized design, 5 replications, 19.6 cm2 plot

size

Treatments: ‘007’ CBG and ‘Latitude 36’ HB plugs were transplanted into conetainers

(Stuewe & Sons) containing 350 cm3 of different soils.

Sand: ( 99.2% sand, 0.5% silt, 0.3% clay)*USGA: (97.8% sand, 0.8% silt, 1.4% clay)*Loam: ( 35.1% sand, 46.9% silt, 18 % clay)

Silt loam: ( 22.9 % , 55.1% silt, 22% clay)*Fine loam: ( 32 % sand, 43.2 % silt, 24.8 % clay)

• Data shown in Fig. 3.

Data Collection: Data was collected using a portable field radiometer (PSR-1100F,

Spectral Evolution) fitted with a plant probe (2.5 cm spot size) over a spectral range of

400 to 1100nm directly from canopy surface. Soil moisture was collected using Field

Scout TDR-300 fitted with 3.8cm probes. Conetainers were maintained at field

capacity prior to data collection

Figure 3. The water absorption feature (900-1000nm) present in (a) ‘007 creeping bentgrass and (b)

‘Latitude 36’ hybrid bermudagrass in three different soils.

32

37

42

47

52

57

800 850 900 950 1000 1050

REF

LEC

TAN

CE

(%)

WAVELENGTH (NM)

CBG: USGA specification CBG: Loam CBG: Fine Loama

40

50

60

70

80

800 830 860 890 920 950 980 1010 1040

REF

LEC

TAN

CE

(%)

WAVELENGTH NM

Field Capacity: 19.8% Limited Moisture: 10.9% Wilting: 7%b

-0.25

-0.2

-0.15

-0.1

-0.05

0

0.05

0.1

0.15

0.2

900 920 940 960 980 1000

FIR

ST D

ERIV

ATI

VE

CA

NO

PY

REF

LEC

TAN

CE

WAVELENGTH (NM)

Field Capacity: 19.8% Limited Moisture: 10.9% Wilting: 7%c

32

36

40

44

48

52

56

800 850 900 950 1000 1050

REF

LEC

TAN

CE

(%)

WAVELENGTH (NM)

HBG: USGA specification HBG: Loam HBG: Fine Loamb

• Explore the water absorption spectral characteristic (900-1000nm) of CBG and

HBG grown on various soil textures (Fig. 3).

• Develop unique algorithms (Fig. 1c) to enhance absorption characteristics within the

water band that may be useful for predicting water deficiencies.

• The use of spectral characteristics to analyze the Water Absorption Feature (WAF)

present within the near infrared range as a predictor of moisture stress.

Figure 2. Conetainers of ‘007’creeping bentgrass (left) and ‘Latitude 36’ hybrid

bermudagrass (right) for data collection

• Anonymous, 2015. Golf Course Environmental Profile. In. 2014 Water Use and Conservation Practices on

U.S. Golf Courses. Lawrence, KS: Golf Course Superintendents Association of America, 30. (I.)

• McCall DS, X Zhang, DG Sullivan, SD Askew, and EH Ervin, Enhanced Soil Moisture Assessment using

Narrowband Reflectance Vegetation Indices in Creeping Bentgrass. Crop Science, accepted for publication

2016