Title :
Soil Type Characterization for Moisture Measurement by Impedance Spectroscopy
Author :
Tetyuev, A. ; Kanoun, O. ; Tränkler, H.R.
Author_Institution :
Inst. for Meas. & Autom., Bundeswehr Univ., Munich
Abstract :
Soil moisture sensor systems need extensive calibration processes because of the strong dependence on soil properties. Therefore a suitable method for in-situ soil characterization is required. Using impedance spectroscopy, more information can be extracted from real and imaginary part of the complex admittance for several frequencies at the same moisture value. In this paper, an automatic measurement set-up was developed. It allows keeping similar conditions of the soil during measurements. Data consistency was investigated by means of the Kramers-Kronig relation after compensation of cable effects. For soil type characterization suitable signal features were extracted and subjected to principal component analysis (PCA) via singular value decomposition (SVD). The results are correlated with soil composition. The first two principal components were sufficient for classification of unknown soil type by the k-nearest neighbor method
Keywords :
electric impedance measurement; moisture measurement; principal component analysis; singular value decomposition; soil; Kramers-Kronig relation; cable effects; data consistency; impedance spectroscopy; k-nearest neighbor method; moisture measurement; principal component analysis; singular value decomposition; soil moisture sensor systems; soil properties; soil type characterization; Admittance; Calibration; Data mining; Electrochemical impedance spectroscopy; Moisture measurement; Principal component analysis; Sensor systems; Soil measurements; Soil moisture; Soil properties; Impedance Spectroscopy; Principal Components Analysis; Single Value Decomposition; Soil Moisture Measurement; k-nearest neighbor method;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 2006. IMTC 2006. Proceedings of the IEEE
Conference_Location :
Sorrento
Print_ISBN :
0-7803-9359-7
Electronic_ISBN :
1091-5281
DOI :
10.1109/IMTC.2006.328148