论文信息 - Using EAs for Error Prediction in Near Infrared Spectroscopy

Using EAs for Error Prediction in Near Infrared Spectroscopy

This paper presents an evolutionary approach to estimate the sugar concentration inside compound bodies based on spectroscopy measurements. New European regulation will shortly forbid the use of established chemical methods based on mercury to estimate the sugar concentration in sugar beet. Spectroscopy with a powerful regression technique called PLS (Partial Least Squares) may be used instead. We show that an evolutionary approach for selecting relevant wavelengths before applying PLS can lower the error and decrease the computation time. It is submitted that the results support the argument for replacing the PLS scheme with a GP technique.

Cyril Fonlupt | Denis Robilliard | El-Ghazali Talbi | Ludovic Duponchel | Sébastien Cahon

[1] Lutgarde M. C. Buydens,et al. Improvement of PLS model transferability by robust wavelength selection , 1998 .

[2] Keinosuke Fukunaga,et al. A Branch and Bound Algorithm for Feature Subset Selection , 1977, IEEE Transactions on Computers.

[3] M.J. Martin-Bautista,et al. A survey of genetic feature selection in mining issues , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[4] Alex Alves Freitas,et al. Discovering comprehensible classification rules by using Genetic Programming: a case study in a medical domain , 1999, GECCO.

[5] Jano I. van Hemert,et al. Adapting the Fitness Function in GP for Data Mining , 1999, EuroGP.

[6] Kenneth DeJong,et al. Robust feature selection algorithms , 1993, Proceedings of 1993 IEEE Conference on Tools with Al (TAI-93).

[7] Alex A. Freitas,et al. A Genetic Programming Framework for Two Data Mining Tasks: Classification and Generalized Rule Induction , 1997 .

[8] Erik D. Goodman,et al. Simultaneous Feature Extraction and Selection Using a Masking Genetic Algorithm , 1997 .

[9] H. Swierenga,et al. Comparison of Two Different Approaches toward Model Transferability in NIR Spectroscopy , 1998 .

[10] Huan Liu,et al. Towards an evolutionary algorithm: a comparison of two feature selection algorithms , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).