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近红外光谱校准模型转移方法的比较:基于在线近红外光谱中使用光纤透射探头校正光程差的案例研究

Comparison of methods for transfer of calibration models in near-infared spectroscopy: a case study based on correcting path length differences using fiber-optic transmittance probes in in-line near-infrared spectroscopy.

作者信息

Sahni Narinder Singh, Isaksson Tomas, Naes Tormod

机构信息

Mills DA, Research and Development, Sofienberggt. 19, P.O. Box 4644 Sof., N-0506 Oslo, Norway.

出版信息

Appl Spectrosc. 2005 Apr;59(4):487-95. doi: 10.1366/0003702053641522.

DOI:10.1366/0003702053641522
PMID:15901334
Abstract

This article addresses problems related to transfer of calibration models due to variations in distance between the transmittance fiber-optic probes. The data have been generated using a mixture design and measured at five different probe distances. A number of techniques reported in the literature have been compared. These include multiplicative scatter correction (MSC), path length correction (PLC), finite impulse response (FIR), orthogonal signal correction (OSC), piecewise direct standardization (PDS), and robust calibration. The quality of the predictions was expressed in terms of root mean square error of prediction (RMSEP). Robust calibration gave good calibration transfer results, while the other methods did not give acceptable results.

摘要

本文探讨了由于透射光纤探头之间距离变化而导致校准模型转移的相关问题。数据是通过混合设计生成的,并在五个不同的探头距离下进行测量。对文献中报道的多种技术进行了比较。这些技术包括乘法散射校正(MSC)、光程校正(PLC)、有限脉冲响应(FIR)、正交信号校正(OSC)、分段直接标准化(PDS)和稳健校准。预测质量用预测均方根误差(RMSEP)来表示。稳健校准给出了良好的校准转移结果,而其他方法则未给出可接受的结果。

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