Estimation of soil properties using a combination of spectral and scalar sensor data

Conference Record - IEEE Instrumentation and Measurement Technology Conference

Volumn , Issue , 2006, Pages 729-734

  Christy, Colin D ^a   Dyer, Stephen A ^b  

^a Veris Technologies   (United States)

^b 129 Seaton Hall   (United States)

Author keywords

Locally weighted partial least squares regression (LWPLS); Sensors; Soil; Spectrophotometer

Indexed keywords

IN-SITU SPECTROPHOTOMETER; SCALAR SENSOR DATA; SOIL PROPERTIES;

AGRICULTURE; ELECTRIC CONDUCTIVITY; OPTIMIZATION; PH SENSORS; PROBLEM SOLVING; SPECTROPHOTOMETERS;

SOIL MECHANICS;

EID: 36049000527     PISSN: 10915281     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IMTC.2006.235963     Document Type: Conference Paper

References (11)

1. V.I. Adamchuk, J.W. Hummel, M.T. Morgan, and S.K. Upadhyaya,"On-the- go soil sensors for precision agriculture," Computers and Electronics in Agriculture, vol. 44, pp. 71-91, 2004.
2. S. Schaal, C.G. Atkeson, S. Vijayakumar, "Real-time robot learning with locally weighted statistical learning," in Proc. IEEE International Conference on Robotics and Automation, vol. 1, pp. 288-293, 2000.
3. S. Schaal, CG. Atkeson, S. Vijayakumar, "Scalable techniques from nonparametric statistics for real time robot learning," Applied Intelligence, vol. 17, no. 1, pp. 49-60, July-August, 2002.
4. D.W. Aha, "Lazy Learning", Artificial Intelligence Review, vol. 11, pp. 7-10, 1997.
5. S. Schaal, S. Vijayakumar, C.G. Atkeson, "Local dimensionality reduction," in Advances in Neural Information Processing Systems 10, M.I. Jordan, M.J. Kearns, and S.A. Solla, Eds. Cambridge, MA: MIT Press, 1998.
6. T. Naes, T. Isaksson, T. Fearn, and T. Davies, A User-Friendly Guide to Multivariate Calibration and Classification. Chichester, UK: NIR Publications, 2002.
7. C. Von Altrock, Fuzzy Logic & Neurofuzzy Applications Explained. Upper Saddle River, New Jersey: Prentice Hall, 1995.
8. C.W. Chang, D.A. Laird, M.J. Mausbach, C.R. Hurburgh, Jr., "Near-infrared reflectance spectroscopy - principal components regression analysis of soil properties," Soil Sci. Soc. Am. J., vol 65, pp. 480-490, 2001.
9. M.R. Ehsani, S.K. Upadhyaya, D. Slaughter, S. Shafii, and M. Pelletier, "A NIR technique for rapid determination of soil mineral nitrogen," Precision Agriculture, vol. I, pp. 217-234, 1999.
10. C Christy, P. Drummond, and D.A. Laird, "An on-the-go spectral reflectance sensor for soil," ASAE Paper No. 031044. St. Joseph, Michigan: ASAE, 2003.
11. K.D. Shepherd and M.G. Walsh, "Development of reflectance spectral libraries for characterization of soil properties," Soil Sci. Soc. Am. J., vol. 66, pp. 988-998, 2002.