TY - JOUR
T1 - Time-domain and frequency-domain reflectometry type soil moisture sensor performance and soil temperature effects in fine- And coarse-textured soils
AU - Zhu, Yan
AU - Irmak, Suat
AU - Jhala, Amit J.
AU - Vuran, Mehmet C.
AU - Diotto, Adriano
N1 - Funding Information:
This project was partially supported by a grant obtained from the National Science Foundation (NSF) under the project number DBI-1331895. Dr. Suat Irmak acknowledges NSF and his current and former research team members who assisted in this project. This research is partially based upon work that is supported by the National Institute of Food and Agriculture, U.S. Department of Agriculture, Dr. Irmak’s Hatch Project, under the Project Number NEB-21-155.
Publisher Copyright:
© 2019 American Society of Agricultural and Biological Engineers.
PY - 2019
Y1 - 2019
N2 - The performances of six time-domain reflectometry (TDR) and frequency-domain reflectometry (FDR) type soil moisture sensors were investigated for measuring volumetric soil-water content ( θ v) in two different soil types. Soilspecific calibration equations were developed for each sensor using calibrated neutron probe-measured θ v. Sensors were also investigated for their performance response in measuring θ v to changes in soil temperature. The performance of all sensors was significantly different (P<0.05) than the neutron probe-measured θ v, with the same sensor also exhibiting variation between soils. In the silt loam soil, the 5TE sensor had the lowest root mean squared error (RMSE) of 0.041 m3/m3, indicating the best performance among all sensors investigated. The performance ranking of the other sensors from high performance to low was: TDR300 (High Clay Mode), CS616 (H) and 10HS, SM150, TDR300 (Standard Mode), and CS616 (V) (H: Horizontal installation and V: Vertical installation). In the loamy sand, the CS616 (H) performed best with an RMSE of 0.014 m3/m3 and the performance ranking of other sensors was: 5TE, CS616 (V), TDR300 (S), SM150, and 10HS. When θ v was near or above field capacity, the performance error of most sensors increased. Most sensors exhibited a linear response to increase in soil temperature. Most sensors exhibited substantial sensitivity to changes in soil temperature and the θ v response of the same sensor to high vs. normal soil temperatures differed significantly between the soils. All sensors underestimated θ v in high temperature range in both soils. The ranking order of the magnitude of change in θ v in response to 1°C increase in soil temperature (from the lowest to the greatest impact of soil temperature on sensor performance) in silt loam soil was: SM150, 5TE, TDR300 (S), 10HS, CS620, CS616 (H), and CS616 (V). The ranking order from lower to higher sensitivity to soil temperature changes in loamy sand was: 10HS, CS616 (H), 5TE, CS616 (V), SM150, and TDR300 (S). When the data from all sensors and soils are pooled, the overall average of change in θ v for a 1°C increase in soil temperature was 0.21 m3/m3 in silt loam soil and -0.052 m3/m3 in loamy sand. When all TDR- and FDR-type sensors were pooled separately for both soils, the average change in θ v for a 1°C increase in soil temperature for the TDR- and FDR-type sensors was 0.1918 and -0.0273 m3/m3, respectively, indicating that overall TDRtype sensors are more sensitive to soil temperature changes than FDR-type sensors when measuring θ v .
AB - The performances of six time-domain reflectometry (TDR) and frequency-domain reflectometry (FDR) type soil moisture sensors were investigated for measuring volumetric soil-water content ( θ v) in two different soil types. Soilspecific calibration equations were developed for each sensor using calibrated neutron probe-measured θ v. Sensors were also investigated for their performance response in measuring θ v to changes in soil temperature. The performance of all sensors was significantly different (P<0.05) than the neutron probe-measured θ v, with the same sensor also exhibiting variation between soils. In the silt loam soil, the 5TE sensor had the lowest root mean squared error (RMSE) of 0.041 m3/m3, indicating the best performance among all sensors investigated. The performance ranking of the other sensors from high performance to low was: TDR300 (High Clay Mode), CS616 (H) and 10HS, SM150, TDR300 (Standard Mode), and CS616 (V) (H: Horizontal installation and V: Vertical installation). In the loamy sand, the CS616 (H) performed best with an RMSE of 0.014 m3/m3 and the performance ranking of other sensors was: 5TE, CS616 (V), TDR300 (S), SM150, and 10HS. When θ v was near or above field capacity, the performance error of most sensors increased. Most sensors exhibited a linear response to increase in soil temperature. Most sensors exhibited substantial sensitivity to changes in soil temperature and the θ v response of the same sensor to high vs. normal soil temperatures differed significantly between the soils. All sensors underestimated θ v in high temperature range in both soils. The ranking order of the magnitude of change in θ v in response to 1°C increase in soil temperature (from the lowest to the greatest impact of soil temperature on sensor performance) in silt loam soil was: SM150, 5TE, TDR300 (S), 10HS, CS620, CS616 (H), and CS616 (V). The ranking order from lower to higher sensitivity to soil temperature changes in loamy sand was: 10HS, CS616 (H), 5TE, CS616 (V), SM150, and TDR300 (S). When the data from all sensors and soils are pooled, the overall average of change in θ v for a 1°C increase in soil temperature was 0.21 m3/m3 in silt loam soil and -0.052 m3/m3 in loamy sand. When all TDR- and FDR-type sensors were pooled separately for both soils, the average change in θ v for a 1°C increase in soil temperature for the TDR- and FDR-type sensors was 0.1918 and -0.0273 m3/m3, respectively, indicating that overall TDRtype sensors are more sensitive to soil temperature changes than FDR-type sensors when measuring θ v .
KW - Capacitance
KW - Frequency-domain reflectometry
KW - Soil moisture
KW - Time-domain reflectometry
UR - http://www.scopus.com/inward/record.url?scp=85071841100&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85071841100&partnerID=8YFLogxK
U2 - 10.13031/aea.12908
DO - 10.13031/aea.12908
M3 - Article
AN - SCOPUS:85071841100
SN - 0883-8542
VL - 35
SP - 117
EP - 134
JO - Applied Engineering in Agriculture
JF - Applied Engineering in Agriculture
IS - 2
ER -