Comparison of four chemometric techniques for estimating leaf nitrogen concentrations in winter wheat (Triticum Aestivum) based on hyperspectral features

Journal of Applied Spectroscopy

Volumn 83, Issue 2, 2016, Pages 240-247

  Li, Zh ^a,b,c   Nie, Ch ^b,c   Wei, Ch ^a   Xu, X ^b,c   Song, X ^b,c   Wang, J ^a,d  

^a ZHEJIANG UNIVERSITY   (China)

^b NATIONAL ENGINEERING RESEARCH CENTER FOR INFORMATION TECHNOLOGY IN AGRICULTURE   (China)

^c AGRO ENVIRONMENTAL PROTECTION INSTITUTE   (China)

^d INSTITUTE OF PLANT AND ENVIRONMENT PROTECTION   (China)

Author keywords

Artificial neural network; Hyperspectral remote sensing; Partial least squares regression; Stepwise multiple linear regression; Support vector machines

Indexed keywords

EID: 84966586598     PISSN: 00219037     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10812-016-0276-3     Document Type: Article

References (20)

1. X. Xu, C. Zhao, J. Wang, J. Zhang, and X. Song, Precis. Agric., 15, 227–240 (2014).
2. P. Miphokasap, K. Honda, C. Vaiphasa, M. Souris, and M. Nagai, Remote Sens., 4, 1651–1670 (2012).
3. W. Feng, X. Yao, Y. Zhu, Y. C. Tian, and W. X. Cao, Eur. J. Agron., 28, 394–404 (2008).
4. C. Zhang, J. M. Kovacs, M. P. Wachowiak, and F. Flores-Verdugo, Remote Sens., 5, 891–908 (2013).
5. X. G. Xu, C. J. Zhao, J. H. Wang, C. J. Li, and X. D. Yang, J. Infrared Millim. W., 32, 351–358 (2013).
6. P. M. Hansen and J. K. Schjoerring, Remote Sens. Environ., 86, 542–553 (2003).
7. P. J. Curran, Remote Sens. Environ., 30, 271–278 (1989).
8. I. Herrmann, A. Karnieli, D. J. Bonfil, Y. Cohen, and V. Alchanatis, Int. J. Remote Sens., 31, 5127–5143 (2010).
9. S. Jacquemoud, W. Verhoef, F. Baret, C. Bacour, P. J. Zarco-Tejada, G. P. Asner, C. François, and S. L. Ustin, Remote Sens. Environ., 113, S56–S66 (2009).
10. Y. C. Tian, X. Yao, J. Yang, W. X. Cao, D. B. Hannaway, and Y. Zhu, Field Crop. Res., 120, 299–310 (2011).
11. P. Miphokasap, K. Honda, C. Vaiphasa, M. Souris, and M. Nagai, Remote Sens., 4, 1651–1670 (2012).
12. Y. Karimi, S. O. Prasher, R. M. Patel, and S. H. Kim, Comput. Electron. Agr., 51, 99–109 (2006).
13. C. Zhao, Z. Wang, J. Wang, W. Huang, and T. Guo, New Zeal. J. Crop Hort., 39, 251–262 (2011).
14. O. Mutanga and A. K. Skidmore, Int. J. Appl. Earth Obs, 5, 87–96 (2004).
15. C. Atzberger, M. Guérif, F. Baret, and W. Werner, Comput. Electron. Agric., 73, 165–173 (2010).
16. X. Li, Y. Zhang, Y. Bao, J. Luo, X. Jin, X. Xu, X. Song, and G. Yang, Remote Sens., 6, 6221–6241 (2014).
17. P. M. Hansen, J. R. Jørgensen, and A. Thomsen, J. Agr. Sci., 139, 307–318 (2002).
18. Y. Zhao, J. Nan, F. Cui, and L. Guo, J. Zhejiang Univ. Sci. A, 8, 1482–1487 (2007).
19. S. S. Durbha, R. L. King, and N. H. Younan, Remote Sens. Environ., 107, 348–361 (2007).
20. P. Janssen and P. Heuberger, Ecol. Model., 83, 55–66 (1995).