Laser & Optoelectronics Progress, Volume. 61, Issue 4, 0400003(2024)
Research Progress on Influencing Factors and Correction Methods of Near Infrared Spectroscopy and Imaging
Figures & Tables(6)
Fig. 1. Detection flow chart of near infrared spectroscopy and imaging technology
Table 1. Application of near infrared spectroscopy and imaging technology under the influence of temperature
View tableTable 1. Application of near infrared spectroscopy and imaging technology under the influence of temperature
Detection method Object Detection index Modeling method Model-evaluation index Reference NIR Ashtree Water PLSR Rp=0.9128，RMSEP is 0.1774 Ref.［ 20 ］Animal fat Lard，Goat，Butter PLSR Ref.［ 21 ］Maize Protein content PLSR Rp=0.9100，RMSEP is 0.5580 Ref.［ 23 ］Glucose Solution concentration MLR SEP<0.3000 Ref.［ 24 ］Diesel Condensation point value PLSR Rp=0.6874，RMSEP is 8.7828 Ref.［ 25 ］HSI Rapeseed seedling Average spectral Fisher Acc is 88.68% Ref.［ 22 ］
Table 2. Application of near infrared spectroscopy and imaging technology under the influence of light
View tableTable 2. Application of near infrared spectroscopy and imaging technology under the influence of light
Detection method Object Detection index Modeling method Model-evaluation index Reference NIR Melon SSC Ref.［ 26 ］Potato SSC PLSR Rp=0.9140，RMSEP is 0.1320 Ref.［ 27 ］Apple SSC PLSR Rp=0.9499，RMSEP is 0.3010 Ref.［ 28 ］Apple SSC PLSR Rp=0.8400，RMSEP is 0.7300 Ref.［ 29 ］Apple SSC PLSR Rp=0.9910，RMSEP is 0.1490 Ref.［ 30 ］HSI Wood Texture feature S/B、DS Ref.［ 31 ］Citrus Thrip defect Ref.［ 32 ］
Table 3. Application of near infrared spectroscopy and imaging technology under the influence of water
View tableTable 3. Application of near infrared spectroscopy and imaging technology under the influence of water
Detection method Object Detection index Modeling method Model-evaluation index Reference NIR Soil Nitrogen content PLSR R=0.8100，SECV is 2.4000 Ref.［ 36 ］Engine oil Water PLSR RMSEP is 0.2419，R2=0.9930，RPD is 11.9884 Ref.［ 37 ］Black tea Water SVR Rp=0.9892，RMSEP is 0.0362，RPD is 6.5001 Ref.［ 38 ］Leaf Water MLR RPD is 1.3492，R2=0.6959，RMSE is 0.0220 Ref.［ 41 ］Brazil Water PLS-DA Ref.［ 42 ］Soil Carbon content RF R2=0.7800，RMSE is 3.0500，RPIQ is 1.4800 Ref.［ 43 ］HSI Winter wheat Proline PLSR R2=0.7410，RMSEP is 0.1740，RPD is 1.9350 Ref.［ 39 ］Soybean Water PCR RMSEP is 0.2380，R2 is 0.9778 Ref.［ 40 ］
Table 4. Application of near infrared spectroscopy and imaging technology under the influence of curvature changes
View tableTable 4. Application of near infrared spectroscopy and imaging technology under the influence of curvature changes
Detection method Object Detection index Modeling method Model-evaluation index Reference HSI Wheat grain Reflectivity Ref.［ 45 ］Oil-tea fruit Maturity SVM Acc is 97% Ref.［ 46 ］Apple SSC PLSR Rp=0.9232，RMSEP is 0.4568 Ref.［ 47 ］Citrus Correction factor DEM Ref.［ 48 ］Winter jujube SSC LSSVM =0.8940，RPD is 3.0700 Ref.［ 49 ］
Table 5. Application of near infrared spectroscopy and imaging technology under the influence of humidity
View tableTable 5. Application of near infrared spectroscopy and imaging technology under the influence of humidity
Detection method Object Detection index Modeling method Model-evaluation index Reference NIR Water vapour Humidity Ref.［ 51 ］Groundwater Absorbance PLSR RMSEC is 1.0900， =0.9049 Ref.［ 52 ］Textile Humidity BP-ANN Acc is 97% Ref.［ 53 ］Cement Humidity PLSR R2=0.7700，RMSEP is 0.0960 Ref.［ 54 ］Cement Humidity FTIR RP=0.9407，RMSEP is 0.1200 Ref.［ 55 ］HSI Winter wheat Proline PLSR R2=0.8000，RPD is 2.2900 Ref.［ 50 ］
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Yu Zhou, Ruijia Zhang, Weidong Yuan, Xuesong Jiang, Hongping Zhou, Mengmeng Sun, Cong Zhang, Hongzhe Jiang. Research Progress on Influencing Factors and Correction Methods of Near Infrared Spectroscopy and Imaging[J]. Laser & Optoelectronics Progress, 2024, 61(4): 0400003
Paper Information
Category: Reviews
Received: Apr. 11, 2023
Accepted: Jun. 1, 2023
Published Online: Feb. 6, 2024
The Author Email: Hongzhe Jiang (jianghongzhe@njfu.edu.cn)
CSTR:32186.14.LOP231066
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