Terahertz spectra reconstructed using convolutional denoising autoencoder for identification of rice grains infested with Sitophilus oryzae at different growth stages
[Display omitted] •THz-TDS technology was used to identify rice grains infested with Sitophilus oryzae at different growth stages.•CDAE was developed to reconstruct preprocessed THz spectra for eliminating noise.•RFC model was constructed to analysis original and reconstructed THz spectra. Rice grai...
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| Vydáno v: | Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy Ročník 311; s. 124015 |
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| Hlavní autoři: | , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
England
Elsevier B.V
15.04.2024
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| Témata: | |
| ISSN: | 1386-1425, 1873-3557, 1873-3557 |
| On-line přístup: | Získat plný text |
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| Abstract | [Display omitted]
•THz-TDS technology was used to identify rice grains infested with Sitophilus oryzae at different growth stages.•CDAE was developed to reconstruct preprocessed THz spectra for eliminating noise.•RFC model was constructed to analysis original and reconstructed THz spectra.
Rice grains are often infected by Sitophilus oryzae due to improper storage, resulting in quality and quantity losses. The efficacy of terahertz time-domain spectroscopy (THz-TDS) technology in detecting Sitophilus oryzae at different stages of infestation in stored rice was employed in the current research. Terahertz (THz) spectra for rice grains infested by Sitophilus oryzae at different growth stages were acquired. Then, the convolutional denoising autoencoder (CDAE) was used to reconstruct THz spectra to reduce the noise-to-signal ratio. Finally, a random forest classification (RFC) model was developed to identify the infestation levels. Results showed that the RFC model based on the reconstructed second-order derivative spectrum with an accuracy of 84.78%, a specificity of 86.75%, a sensitivity of 86.36% and an F1-score of 85.87% performed better than the original first-order derivative THz spectrum with an accuracy of 89.13%, a specificity of 91.38%, a sensitivity of 88.18% and an F1-score of 89.16%. In addition, the convolutional layers inside the CDAE were visualized using feature maps to explain the improvement in results, illustrating that the CDAE can eliminate noise in the spectral data. Overall, THz spectra reconstructed with the CDAE provided a novel method for effective THz detection of infected grains. |
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| AbstractList | Rice grains are often infected by Sitophilus oryzae due to improper storage, resulting in quality and quantity losses. The efficacy of terahertz time-domain spectroscopy (THz-TDS) technology in detecting Sitophilus oryzae at different stages of infestation in stored rice was employed in the current research. Terahertz (THz) spectra for rice grains infested by Sitophilus oryzae at different growth stages were acquired. Then, the convolutional denoising autoencoder (CDAE) was used to reconstruct THz spectra to reduce the noise-to-signal ratio. Finally, a random forest classification (RFC) model was developed to identify the infestation levels. Results showed that the RFC model based on the reconstructed second-order derivative spectrum with an accuracy of 84.78%, a specificity of 86.75%, a sensitivity of 86.36% and an F1-score of 85.87% performed better than the original first-order derivative THz spectrum with an accuracy of 89.13%, a specificity of 91.38%, a sensitivity of 88.18% and an F1-score of 89.16%. In addition, the convolutional layers inside the CDAE were visualized using feature maps to explain the improvement in results, illustrating that the CDAE can eliminate noise in the spectral data. Overall, THz spectra reconstructed with the CDAE provided a novel method for effective THz detection of infected grains.Rice grains are often infected by Sitophilus oryzae due to improper storage, resulting in quality and quantity losses. The efficacy of terahertz time-domain spectroscopy (THz-TDS) technology in detecting Sitophilus oryzae at different stages of infestation in stored rice was employed in the current research. Terahertz (THz) spectra for rice grains infested by Sitophilus oryzae at different growth stages were acquired. Then, the convolutional denoising autoencoder (CDAE) was used to reconstruct THz spectra to reduce the noise-to-signal ratio. Finally, a random forest classification (RFC) model was developed to identify the infestation levels. Results showed that the RFC model based on the reconstructed second-order derivative spectrum with an accuracy of 84.78%, a specificity of 86.75%, a sensitivity of 86.36% and an F1-score of 85.87% performed better than the original first-order derivative THz spectrum with an accuracy of 89.13%, a specificity of 91.38%, a sensitivity of 88.18% and an F1-score of 89.16%. In addition, the convolutional layers inside the CDAE were visualized using feature maps to explain the improvement in results, illustrating that the CDAE can eliminate noise in the spectral data. Overall, THz spectra reconstructed with the CDAE provided a novel method for effective THz detection of infected grains. [Display omitted] •THz-TDS technology was used to identify rice grains infested with Sitophilus oryzae at different growth stages.•CDAE was developed to reconstruct preprocessed THz spectra for eliminating noise.•RFC model was constructed to analysis original and reconstructed THz spectra. Rice grains are often infected by Sitophilus oryzae due to improper storage, resulting in quality and quantity losses. The efficacy of terahertz time-domain spectroscopy (THz-TDS) technology in detecting Sitophilus oryzae at different stages of infestation in stored rice was employed in the current research. Terahertz (THz) spectra for rice grains infested by Sitophilus oryzae at different growth stages were acquired. Then, the convolutional denoising autoencoder (CDAE) was used to reconstruct THz spectra to reduce the noise-to-signal ratio. Finally, a random forest classification (RFC) model was developed to identify the infestation levels. Results showed that the RFC model based on the reconstructed second-order derivative spectrum with an accuracy of 84.78%, a specificity of 86.75%, a sensitivity of 86.36% and an F1-score of 85.87% performed better than the original first-order derivative THz spectrum with an accuracy of 89.13%, a specificity of 91.38%, a sensitivity of 88.18% and an F1-score of 89.16%. In addition, the convolutional layers inside the CDAE were visualized using feature maps to explain the improvement in results, illustrating that the CDAE can eliminate noise in the spectral data. Overall, THz spectra reconstructed with the CDAE provided a novel method for effective THz detection of infected grains. Rice grains are often infected by Sitophilus oryzae due to improper storage, resulting in quality and quantity losses. The efficacy of terahertz time-domain spectroscopy (THz-TDS) technology in detecting Sitophilus oryzae at different stages of infestation in stored rice was employed in the current research. Terahertz (THz) spectra for rice grains infested by Sitophilus oryzae at different growth stages were acquired. Then, the convolutional denoising autoencoder (CDAE) was used to reconstruct THz spectra to reduce the noise-to-signal ratio. Finally, a random forest classification (RFC) model was developed to identify the infestation levels. Results showed that the RFC model based on the reconstructed second-order derivative spectrum with an accuracy of 84.78%, a specificity of 86.75%, a sensitivity of 86.36% and an F1-score of 85.87% performed better than the original first-order derivative THz spectrum with an accuracy of 89.13%, a specificity of 91.38%, a sensitivity of 88.18% and an F1-score of 89.16%. In addition, the convolutional layers inside the CDAE were visualized using feature maps to explain the improvement in results, illustrating that the CDAE can eliminate noise in the spectral data. Overall, THz spectra reconstructed with the CDAE provided a novel method for effective THz detection of infected grains. |
| ArticleNumber | 124015 |
| Author | Paliwal, Jitendra Pu, Hongbin Yu, Jingxiao Luo, Jie Sun, Da-Wen |
| Author_xml | – sequence: 1 givenname: Hongbin surname: Pu fullname: Pu, Hongbin organization: School of Food Science and Engineering, South China University of Technology, Guangzhou 510641, China – sequence: 2 givenname: Jingxiao surname: Yu fullname: Yu, Jingxiao organization: School of Food Science and Engineering, South China University of Technology, Guangzhou 510641, China – sequence: 3 givenname: Jie surname: Luo fullname: Luo, Jie organization: School of Food Science and Engineering, South China University of Technology, Guangzhou 510641, China – sequence: 4 givenname: Jitendra surname: Paliwal fullname: Paliwal, Jitendra organization: Department of Biosystems Engineering, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada – sequence: 5 givenname: Da-Wen surname: Sun fullname: Sun, Da-Wen email: dawen.sun@ucd.ie organization: School of Food Science and Engineering, South China University of Technology, Guangzhou 510641, China |
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| Cites_doi | 10.1007/s42690-022-00907-2 10.1038/nphoton.2016.65 10.1016/j.saa.2023.122771 10.23919/JCC.2022.03.012 10.1088/1612-202X/aa7d75 10.1177/00037028221079661 10.1080/05704928.2019.1670202 10.1016/j.talanta.2022.123773 10.1016/j.foodchem.2023.136753 10.1016/j.foodchem.2023.135943 10.1016/j.compag.2022.107437 10.1016/j.tifs.2023.06.036 10.1016/j.jcs.2021.103313 10.1007/s10812-022-01351-3 10.1080/10408398.2021.1945534 10.3390/foods12040899 10.1016/j.saa.2022.122035 10.3389/fpls.2020.00821 10.1002/smll.202200178 10.1002/jrs.6177 10.1364/OE.387775 10.1016/j.tifs.2017.06.001 10.1111/jfpp.16558 10.1007/s10812-021-01151-1 10.1016/j.jspr.2021.101915 10.1016/j.foodhyd.2022.108138 10.1016/j.jspr.2020.101697 10.1111/jace.17712 10.1016/j.crfs.2021.01.002 10.1016/j.talanta.2022.123962 10.1016/j.mssp.2023.107557 10.1016/j.aca.2022.340122 10.1109/TTHZ.2021.3094128 10.1155/2022/2027981 10.1007/s11947-017-2048-3 10.1016/j.jcs.2021.103405 10.1039/C9CS00829B 10.1080/10408398.2020.1779649 10.1016/j.foodchem.2022.132651 10.1016/j.foodchem.2022.132679 10.1016/j.ijleo.2022.169718 10.1016/j.foodchem.2022.135251 10.1016/j.foodchem.2023.137235 10.1080/10408398.2023.2165032 10.1016/j.microc.2023.108559 10.1016/j.infrared.2023.104591 10.3390/app9081654 10.1016/j.saa.2022.121549 10.1039/D2FO02714C 10.1080/10408398.2021.2004086 10.3390/ijms231912055 10.1016/j.rinp.2022.105766 10.1016/j.tifs.2021.11.029 10.1016/j.saa.2022.121217 10.1016/j.infrared.2020.103281 10.1016/j.foodchem.2021.131971 10.1016/j.microc.2023.108653 10.1007/s42690-020-00253-1 10.3390/app10113769 10.1007/s10762-023-00922-5 10.1016/j.foodchem.2021.131293 10.1016/j.saa.2022.121817 |
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| Keywords | SVC CNN PS THz S-G HLS RFC LLS Convolutional denoising autoencoder MC SNR CDAE SNV 2-nd der MSC EC MSE AE Terahertz time-domain spectroscopy HCA FAC THz-TDS Data reconstruction 1-st der ES PCA CS AS NIR Infested rice grains KNNC Sitophilus oryzae |
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| References | Ren, Fu, Sun (b0022) 2023; 428 Zhang, Xia, Dong, Xie, Sun, Yu (b0044) 2022; 23 Liu, Pu, Li, Sun (b0045) 2023; 286 Shen, Wang, Liu, Liu, Zhang, Fei (b0065) 2020; 10 Liu, Kong, Wang (b0055) 2022; 2022 He, Sun, Wu, Pu, Wei (b0004) 2022; 119 Hu, Lv, Qiao, Shi, He, Liu (b0054) 2023; 44 Ren, Lei, Sun (b0023) 2023; 418 Jayan, Pu, Sun (b0032) 2022; 76 Zhang, Sun, Ma, Cheng, Wang, Tang (b0019) 2022; 1221 Lv, Sun, Huang, Pu (b0028) 2022; 62 Ding, Su, Wu, Li, Zhou, Ye, Yao (b0034) 2023; 163 Li, Lei, Sun (b0031) 2023; 63 Zhou, Zhao, Sun, Cao, Yao, Xu (b0060) 2023; 409 Wang, Sun, Pu (b0025) 2017; 67 Kumar, Gowda, Sah, Sahu, Biswal, Nayak, Kumar, Swain, Sharma (b0001) 2020; 89 Jie, Hou, Wang, Zhang, Zhang (b0035) 2023; 131 Srivastava, Mishra, Mishra (b0010) 2018; 11 Hassan, Hashmi, Sarwar, Mehmood, Saleem, Farooqi (b0009) 2023; 43 Wu, Chen, Lian, Liao, Gao, Guan, Yu (b0059) 2021; 41 Miki, Yoneyama, Hirano (b0015) 2023; 14 Sun, Huang, Pu, Ma (b0007) 2021; 50 Gong, Qiu, Chen, Zhao, Xia, Shao (b0018) 2020; 55 Huang, He, Chen, Wang, Chen (b0036) 2022; 19 Murate, Kanai, Kawase (b0053) 2021; 11 Huang, Sun, Pu, Zhang, Zhang (b0002) 2023; 135 Jayan, Sun, Pu, Wei (b0008) 2023; 284 Feng, Otani (b0021) 2021; 61 Wattanavanitchakorn, Wansuksri, Chaichoompu, Kamolsukyeunyong, Vanavichit (b0040) 2023; 12 Li, Lei, Cheng, Wei, Sun (b0030) 2024; 432 Zeng, Liang, Zhang, Xi, Cao, Li, Zhou (b0050) 2021; 104 Pu, Yu, Liu, Paliwal, Sun (b0049) 2023; 190 Borisevich, Goncharenko, Lyakhnovich, Sinitsyn, Khodasevich (b0048) 2021; 88 Pu, Yu, Sun, Wei, Li (b0046) 2023; 299 Xie, Zhu, Zhang, Zang, Chen, Balakin, Shkurinov, Zhu (b0051) 2020; 28 Liu, Gao, Wu, Chang, Li, Lv, Jiang, Zhao, Wang (b0052) 2022; 268 Saha, Manickavasagan (b0062) 2021; 4 Huang, Sun, Pu (b0014) 2022; 18 Nagatsuma, Ducournau, Renaud (b0026) 2016; 10 Liang, Huang, He, Wang, Chai, Shen (b0064) 2020; 106 Lin, He, Xiao, Zhao, Dong, Nie (b0013) 2019; 9 He, Sun, Pu, Wu (b0016) 2023; 253 Nunes, Coradi, Muller, Carneiro, Steinhaus, Anschau, Souza, Muller, Teodoro, Dutra (b0042) 2022; 46 Khodasevich, Lyakhnovich, Eriklioglu (b0047) 2022; 89 Zhang, Sun, Li, Rao, Ji (b0005) 2021; 101 Jayan, Pu, Sun (b0003) 2022; 62 Zhang, Yang, Feng, Xu, Chen, He (b0033) 2020; 11 Pu, Yu, Sun, Wei, Shen, Wang (b0056) 2023; 189 Jayan, Sun, Pu, Wei (b0017) 2022; 280 Jayan, Pu, Sun (b0006) 2022; 276 Kitaeva, Moiseenko, Shepelev (b0029) 2017; 14 Hao, Tian, Wu, Zhou, Liu, Zhang (b0057) 2022; 95 Mehta, Kumar (b0041) 2021; 41 Wu, Sun, Pu, Wei, Lin (b0012) 2022; 372 Li, Zhu, Sun (b0037) 2022; 385 Meng, Liu, Chen, Cheng, You, Fan, Ye, Huang, Chen (b0024) 2022; 39 Liu, Chu, Weng, Zhu, Han, Zhang, Huang, Zhu, Zheng (b0061) 2022; 385 Chen, Li, Song, Qin, Wang, Ning, Wang (b0058) 2021; 52 Pu, Yu, Sun, Wei, Wang (b0038) 2023; 138 Lei, Yang, Tobin, O’Reilly, Sun (b0027) 2022; 202 Zhang, Huang, Sun, Pu, Wei (b0020) 2023; 452 Ramos, Timm, Rockenbach, Ferreira, Hoffmann, De Oliveira (b0043) 2022; 103 Wu, Sun, Pu, Wei (b0011) 2023; 252 Zhao, Cheng, Feng (b0063) 2022; 19 Lei, Li, Sun (b0039) 2022; 380 Saha (10.1016/j.saa.2024.124015_b0062) 2021; 4 Jie (10.1016/j.saa.2024.124015_b0035) 2023; 131 Wattanavanitchakorn (10.1016/j.saa.2024.124015_b0040) 2023; 12 Zhang (10.1016/j.saa.2024.124015_b0005) 2021; 101 Zeng (10.1016/j.saa.2024.124015_b0050) 2021; 104 Kumar (10.1016/j.saa.2024.124015_b0001) 2020; 89 Pu (10.1016/j.saa.2024.124015_b0049) 2023; 190 Pu (10.1016/j.saa.2024.124015_b0056) 2023; 189 Gong (10.1016/j.saa.2024.124015_b0018) 2020; 55 Jayan (10.1016/j.saa.2024.124015_b0003) 2022; 62 Li (10.1016/j.saa.2024.124015_b0037) 2022; 385 Khodasevich (10.1016/j.saa.2024.124015_b0047) 2022; 89 He (10.1016/j.saa.2024.124015_b0016) 2023; 253 Pu (10.1016/j.saa.2024.124015_b0046) 2023; 299 Feng (10.1016/j.saa.2024.124015_b0021) 2021; 61 Liang (10.1016/j.saa.2024.124015_b0064) 2020; 106 Zhao (10.1016/j.saa.2024.124015_b0063) 2022; 19 Huang (10.1016/j.saa.2024.124015_b0036) 2022; 19 Xie (10.1016/j.saa.2024.124015_b0051) 2020; 28 He (10.1016/j.saa.2024.124015_b0004) 2022; 119 Lv (10.1016/j.saa.2024.124015_b0028) 2022; 62 Murate (10.1016/j.saa.2024.124015_b0053) 2021; 11 Zhou (10.1016/j.saa.2024.124015_b0060) 2023; 409 Wu (10.1016/j.saa.2024.124015_b0012) 2022; 372 Borisevich (10.1016/j.saa.2024.124015_b0048) 2021; 88 Liu (10.1016/j.saa.2024.124015_b0045) 2023; 286 Chen (10.1016/j.saa.2024.124015_b0058) 2021; 52 Hu (10.1016/j.saa.2024.124015_b0054) 2023; 44 Liu (10.1016/j.saa.2024.124015_b0052) 2022; 268 Miki (10.1016/j.saa.2024.124015_b0015) 2023; 14 Hao (10.1016/j.saa.2024.124015_b0057) 2022; 95 Pu (10.1016/j.saa.2024.124015_b0038) 2023; 138 Zhang (10.1016/j.saa.2024.124015_b0020) 2023; 452 Huang (10.1016/j.saa.2024.124015_b0014) 2022; 18 Shen (10.1016/j.saa.2024.124015_b0065) 2020; 10 Mehta (10.1016/j.saa.2024.124015_b0041) 2021; 41 Wang (10.1016/j.saa.2024.124015_b0025) 2017; 67 Ding (10.1016/j.saa.2024.124015_b0034) 2023; 163 Kitaeva (10.1016/j.saa.2024.124015_b0029) 2017; 14 Nagatsuma (10.1016/j.saa.2024.124015_b0026) 2016; 10 Ramos (10.1016/j.saa.2024.124015_b0043) 2022; 103 Ren (10.1016/j.saa.2024.124015_b0023) 2023; 418 Huang (10.1016/j.saa.2024.124015_b0002) 2023; 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| References_xml | – volume: 95 year: 2022 ident: b0057 article-title: Proteomics analysis reveals the mechanism associated with changes in fatty acids and volatile compounds of brown rice infested by Sitophilus oryzae Motschulsky publication-title: J. Stored Prod. Res. – volume: 67 start-page: 93 year: 2017 end-page: 105 ident: b0025 article-title: Emerging non-destructive terahertz spectroscopic imaging technique: principle and applications in the agri-food industry publication-title: Trends Food Sci. Technol. – volume: 299 year: 2023 ident: b0046 article-title: Distinguishing pericarpium citri reticulatae of different origins using terahertz time-domain spectroscopy combined with convolutional neural networks publication-title: Spectrochimica Acta Part a-Molecular and Biomolecular Spectroscopy. – volume: 52 start-page: 1428 year: 2021 end-page: 1439 ident: b0058 article-title: NWU-RSIT: An integrated graphical user interface for biomedical raman spectral imaging with both univariate and multivariate modules publication-title: J. Raman Spectrosc. – volume: 43 start-page: 35 year: 2023 end-page: 41 ident: b0009 article-title: Damage assessment of stored grain pests against rice grains types and wheat publication-title: Int. J. Trop. Insect Sci. – volume: 11 start-page: 620 year: 2021 end-page: 625 ident: b0053 article-title: Application of machine learning to terahertz spectroscopic imaging of reagents hidden by thick shielding materials publication-title: IEEE Trans. Terahertz Sci. Technol. – volume: 452 year: 2023 ident: b0020 article-title: Bio-interface engineering of MXene nanosheets with immobilized lysozyme for light enhanced enzymatic inactivation of methicillin-resistant publication-title: Chem. Eng. J. – volume: 11 start-page: 785 year: 2018 end-page: 796 ident: b0010 article-title: FTNIR-A robust diagnostic tool for the rapid detection of rhyzopertha dominica and Sitophilus oryzae infestation and quality changes in stored rice grains publication-title: Food Bioproc. Tech. – volume: 19 start-page: 5507705 year: 2022 ident: b0063 article-title: A spectral-spatial change detection method based on simplified 3-D convolutional autoencoder for multitemporal hyperspectral images publication-title: IEEE Geosci. Remote Sens. Lett. – volume: 46 start-page: e16558 year: 2022 ident: b0042 article-title: Stationary rice drying: Influence of initial moisture contents and impurities in the mass grains on the physicochemical and morphological rice quality publication-title: J. Food Process. Preserv. – volume: 63 start-page: 1793 year: 2023 end-page: 1805 ident: b0031 article-title: Analysis and detection using novel terahertz spectroscopy technique in dietary carbohydrate-related research: principles and application advances publication-title: Crit. Rev. Food Sci. Nutr. – volume: 385 year: 2022 ident: b0061 article-title: Fusion of electronic nose and hyperspectral imaging for mutton freshness detection using input-modified convolution neural network publication-title: Food Chem. – volume: 190 year: 2023 ident: b0049 article-title: Evaluation of the effects of vacuum cooling on moisture contents, colour and texture of mushroom (Agaricus Bisporus) using hyperspectral imaging method publication-title: Microchem. J. – volume: 409 year: 2023 ident: b0060 article-title: A deep learning method for predicting lead content in oilseed rape leaves using fluorescence hyperspectral imaging publication-title: Food Chem. – volume: 50 start-page: 1070 year: 2021 end-page: 1110 ident: b0007 article-title: Introducing reticular chemistry into agrochemistry publication-title: Chem. Soc. Rev. – volume: 131 year: 2023 ident: b0035 article-title: Non-destructive detection of adulteration of weight-loss drugs in the field of spectral feature fusion publication-title: Infrared Phys. Technol. – volume: 268 year: 2022 ident: b0052 article-title: A rapid origin identification method for Panax quinquefolius by terahertz spectroscopy combined with random forest publication-title: Optik. – volume: 286 year: 2023 ident: b0045 article-title: Discrimination of pericarpium citri reticulatae in different years using terahertz time-domain spectroscopy combined with convolutional neural network publication-title: Spectrochimica Acta Part a-Molecular and Biomolecular Spectroscopy – volume: 428 year: 2023 ident: b0022 article-title: Analyzing the effects of nonthermal pretreatments on the quality of microwave vacuum dehydrated beef using terahertz time-domain spectroscopy and near-infrared hyperspectral imaging publication-title: Food Chem. – volume: 61 start-page: 2523 year: 2021 end-page: 2543 ident: b0021 article-title: Terahertz spectroscopy technology as an innovative technique for food: current state-of-the-art research advances publication-title: Crit. Rev. Food Sci. Nutr. – volume: 4 start-page: 28 year: 2021 end-page: 44 ident: b0062 article-title: Machine learning techniques for analysis of hyperspectral images to determine quality of food products: a review publication-title: Current Research in Food Sci. – volume: 41 start-page: 653 year: 2021 end-page: 661 ident: b0041 article-title: Relative susceptibility and influence of different wheat cultivars on biological parameters of Sitophilus oryzaeL. (Coleoptera: Curculionidae) publication-title: International J. Tropical Insect Sci. – volume: 14 start-page: 87 year: 2023 end-page: 93 ident: b0015 article-title: Visualizing morphological structures of rice grains in precooked products using synchrotron radiation X-ray phase-contrast computed tomography publication-title: Food Funct. – volume: 12 start-page: 899 year: 2023 ident: b0040 article-title: Dietary fibre impacts the texture of cooked whole grain rice publication-title: Foods – volume: 372 year: 2022 ident: b0012 article-title: Ti3C2Tx MXenes loaded with Au nanoparticle dimers as a surface-enhanced Raman scattering Aptasensor for AFB1 detection publication-title: Food Chem. – volume: 89 start-page: 251 year: 2022 end-page: 255 ident: b0047 article-title: Chocolate sample classification by principal component analysis of preprocessed terahertz transmission spectra publication-title: J. Appl. Spectrosc. – volume: 28 start-page: 7898 year: 2020 end-page: 7905 ident: b0051 article-title: Terahertz-frequency temporal differentiator enabled by a high-Q resonator publication-title: Opt. Express – volume: 253 year: 2023 ident: b0016 article-title: A SERS-fluorescence dual-signal Aptasensor for sensitive and robust determination of AFB1 in nut samples based on Apt-Cy5 and MNP@Ag- PEI publication-title: Talanta – volume: 41 start-page: 3837 year: 2021 end-page: 3843 ident: b0059 article-title: Study on the identification method of citrus leaves based on hyperspectral imaging technique publication-title: Spectrosc. Spectr. Anal. – volume: 89 year: 2020 ident: b0001 article-title: Status of glycemic index of paddy rice grain (Oryza sativa L.) on infestation by storage pest Sitotroga cerealella publication-title: J. Stored Prod. Res. – volume: 189 year: 2023 ident: b0056 article-title: Distinguishing fresh and frozen-thawed beef using hyperspectral imaging technology combined with convolutional neural networks publication-title: Microchem. J. – volume: 18 start-page: 2200178 year: 2022 ident: b0014 article-title: Photosensitized peroxidase mimicry at the hierarchical 0D/2D heterojunction-like quasi metal-organic framework interface for boosting biocatalytic disinfection publication-title: Small – volume: 135 year: 2023 ident: b0002 article-title: Nanocellulose-based polymeric nanozyme as bioinspired spray coating for fruit preservation publication-title: Food Hydrocolloids – volume: 11 start-page: 821 year: 2020 ident: b0033 article-title: Identification of bacterial blight resistant rice seeds using terahertz imaging and hyperspectral imaging combined with convolutional neural network publication-title: Front. Plant Sci. – volume: 62 start-page: 4294 year: 2022 end-page: 4308 ident: b0003 article-title: Recent developments in Raman spectral analysis of microbial single cells: techniques and applications publication-title: Crit. Rev. Food Sci. Nutr. – volume: 14 year: 2017 ident: b0029 article-title: Temperature variation induced by the pulsed-periodic laser pumping under terahertz wave generation publication-title: Laser Phys. Lett. – volume: 276 year: 2022 ident: b0006 article-title: Analyzing macromolecular composition of publication-title: Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. – volume: 202 year: 2022 ident: b0027 article-title: A measurement framework using THz time-domain sensing for wood quality assessment across tree ring samples publication-title: Comput. Electron. Agric. – volume: 163 year: 2023 ident: b0034 article-title: Ultra-broadband tunable terahertz absorber based on graphene metasurface with multi-square rings publication-title: Mater. Sci. Semicond. Process. – volume: 284 year: 2023 ident: b0008 article-title: Mesoporous silica coated core-shell nanoparticles substrate for size-selective SERS detection of chloramphenicol publication-title: Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. – volume: 385 year: 2022 ident: b0037 article-title: Visualization and quantification of content and hydrogen bonding state of water in apple and potato cells by confocal Raman microscopy: a comparison study publication-title: Food Chem. – volume: 23 start-page: 12055 year: 2022 ident: b0044 article-title: Natural variation of fatty acid desaturase gene affects linolenic acid content and starch pasting viscosity in rice grains publication-title: Int. J. Mol. Sci. – volume: 44 start-page: 407 year: 2023 end-page: 429 ident: b0054 article-title: Research on rice seed fullness detection method based on terahertz imaging technology andfeature extraction method publication-title: J. Infrared Millimeter and Terahertz Waves. – volume: 10 start-page: 3769 year: 2020 ident: b0065 article-title: Prediction of soluble solids content in green plum by using a sparse autoencoder publication-title: Applied Sci.-Basel – volume: 101 year: 2021 ident: b0005 article-title: Identification of rice-weevil (Sitophilus oryzae L.) damaged wheat kernels using multi-angle NIR hyperspectral data publication-title: J. Cereal Sci. – volume: 280 year: 2022 ident: b0017 article-title: Surface-enhanced Raman spectroscopy combined with stable isotope probing to assess the metabolic activity of publication-title: Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. – volume: 119 start-page: 243 year: 2022 end-page: 256 ident: b0004 article-title: On-off-on fluorescent nanosensing: materials, detection strategies and recent food applications publication-title: Trends Food Sci. Technol. – volume: 10 start-page: 371 year: 2016 end-page: 379 ident: b0026 article-title: Advances in terahertz communications accelerated by photonics publication-title: Nat. Photonics – volume: 138 start-page: 726 year: 2023 end-page: 737 ident: b0038 article-title: Feature construction methods for processing and analysing spectral images and their applications in food quality inspection publication-title: Trends Food Sci. Technol. – volume: 39 year: 2022 ident: b0024 article-title: Study on the enhancement mechanism of terahertz molecular fingerprint sensing publication-title: Results Phys. – volume: 1221 year: 2022 ident: b0019 article-title: A volatile basic nitrogens- responsive tag based on aggregation-induced emission luminogen for real-time monitoring and in situ visualization of salmon freshness publication-title: Anal. Chim. Acta – volume: 103 year: 2022 ident: b0043 article-title: Red rice drying and storage: effects on technological properties and phenolic compounds of the raw and cooked grains publication-title: J. Cereal Sci. – volume: 2022 start-page: 2027981 year: 2022 ident: b0055 article-title: Deep convolutional asymmetric autoencoder-based spatial-spectral clustering network for hyperspectral image publication-title: Wirel. Commun. Mob. Comput. – volume: 418 year: 2023 ident: b0023 article-title: In-situ indirect measurements of real-time moisture contents during microwave vacuum drying of beef and carrot slices using terahertz time-domain spectroscopy publication-title: Food Chem. – volume: 55 start-page: 418 year: 2020 end-page: 438 ident: b0018 article-title: Biomedical applications of terahertz technology publication-title: Appl. Spectrosc. Rev. – volume: 252 year: 2023 ident: b0011 article-title: A novel fluorescence biosensor based on CRISPR/Cas12a integrated MXenes for detecting Aflatoxin B1 publication-title: Talanta – volume: 62 start-page: 3991 year: 2022 end-page: 4009 ident: b0028 article-title: Precision release systems of food bioactive compounds based on metal-organic frameworks: synthesis publication-title: Mech. Recent Appl., Crit. Rev. Food Sci. Nutr. – volume: 19 start-page: 172 year: 2022 end-page: 180 ident: b0036 article-title: Autoencoder with fitting network for terahertz wireless communications: a deep learning approach publication-title: China Commun. – volume: 106 year: 2020 ident: b0064 article-title: Comparison of Vis-NIR and SWIR hyperspectral imaging for the non-destructive detection of DON levels in Fusarium head blight wheat kernels and wheat flour publication-title: Infrared Phys. Technol. – volume: 9 start-page: 1654 year: 2019 ident: b0013 article-title: Rapid-detection sensor for rice grain moisture based on NIR spectroscopy publication-title: Applied Sciences-Basel. – volume: 76 start-page: 812 year: 2022 end-page: 822 ident: b0032 article-title: Detection of bioactive metabolite in publication-title: Appl. Spectrosc. – volume: 104 start-page: 3325 year: 2021 end-page: 3333 ident: b0050 article-title: Smoothing method to directly denoise terahertz signals in rare-earth orthoferrite antiferromagnets publication-title: J. Am. Ceram. Soc. – volume: 88 start-page: 132 year: 2021 end-page: 136 ident: b0048 article-title: Multivariate analysis of the composition of pharmaceutical products based on terahertz time-domain spectroscopy publication-title: J. Appl. Spectrosc. – volume: 380 year: 2022 ident: b0039 article-title: A dual AE-GAN guided THz spectral dehulling model for mapping energy and moisture distribution on sunflower seed kernels publication-title: Food Chem. – volume: 432 year: 2024 ident: b0030 article-title: Predicting wheat gluten concentrations in potato starch using GPR and SVM models built by terahertz time-domain spectroscopy publication-title: Food Chem. – volume: 43 start-page: 35 issue: 1 year: 2023 ident: 10.1016/j.saa.2024.124015_b0009 article-title: Damage assessment of stored grain pests against rice grains types and wheat publication-title: Int. J. Trop. Insect Sci. doi: 10.1007/s42690-022-00907-2 – volume: 10 start-page: 371 issue: 6 year: 2016 ident: 10.1016/j.saa.2024.124015_b0026 article-title: Advances in terahertz communications accelerated by photonics publication-title: Nat. Photonics doi: 10.1038/nphoton.2016.65 – volume: 299 year: 2023 ident: 10.1016/j.saa.2024.124015_b0046 article-title: Distinguishing pericarpium citri reticulatae of different origins using terahertz time-domain spectroscopy combined with convolutional neural networks publication-title: Spectrochimica Acta Part a-Molecular and Biomolecular Spectroscopy. doi: 10.1016/j.saa.2023.122771 – volume: 19 start-page: 172 issue: 3 year: 2022 ident: 10.1016/j.saa.2024.124015_b0036 article-title: Autoencoder with fitting network for terahertz wireless communications: a deep learning approach publication-title: China Commun. doi: 10.23919/JCC.2022.03.012 – volume: 452 year: 2023 ident: 10.1016/j.saa.2024.124015_b0020 article-title: Bio-interface engineering of MXene nanosheets with immobilized lysozyme for light enhanced enzymatic inactivation of methicillin-resistant Staphylococcus aureus publication-title: Chem. Eng. J. – volume: 14 issue: 9 year: 2017 ident: 10.1016/j.saa.2024.124015_b0029 article-title: Temperature variation induced by the pulsed-periodic laser pumping under terahertz wave generation publication-title: Laser Phys. Lett. doi: 10.1088/1612-202X/aa7d75 – volume: 76 start-page: 812 issue: 7 year: 2022 ident: 10.1016/j.saa.2024.124015_b0032 article-title: Detection of bioactive metabolite in Escherichia coli culture using surface-enhanced Raman spectroscopy publication-title: Appl. Spectrosc. doi: 10.1177/00037028221079661 – volume: 55 start-page: 418 issue: 5 year: 2020 ident: 10.1016/j.saa.2024.124015_b0018 article-title: Biomedical applications of terahertz technology publication-title: Appl. Spectrosc. Rev. doi: 10.1080/05704928.2019.1670202 – volume: 252 year: 2023 ident: 10.1016/j.saa.2024.124015_b0011 article-title: A novel fluorescence biosensor based on CRISPR/Cas12a integrated MXenes for detecting Aflatoxin B1 publication-title: Talanta doi: 10.1016/j.talanta.2022.123773 – volume: 428 year: 2023 ident: 10.1016/j.saa.2024.124015_b0022 article-title: Analyzing the effects of nonthermal pretreatments on the quality of microwave vacuum dehydrated beef using terahertz time-domain spectroscopy and near-infrared hyperspectral imaging publication-title: Food Chem. doi: 10.1016/j.foodchem.2023.136753 – volume: 418 year: 2023 ident: 10.1016/j.saa.2024.124015_b0023 article-title: In-situ indirect measurements of real-time moisture contents during microwave vacuum drying of beef and carrot slices using terahertz time-domain spectroscopy publication-title: Food Chem. doi: 10.1016/j.foodchem.2023.135943 – volume: 19 start-page: 5507705 year: 2022 ident: 10.1016/j.saa.2024.124015_b0063 article-title: A spectral-spatial change detection method based on simplified 3-D convolutional autoencoder for multitemporal hyperspectral images publication-title: IEEE Geosci. Remote Sens. Lett. – volume: 202 year: 2022 ident: 10.1016/j.saa.2024.124015_b0027 article-title: A measurement framework using THz time-domain sensing for wood quality assessment across tree ring samples publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2022.107437 – volume: 138 start-page: 726 year: 2023 ident: 10.1016/j.saa.2024.124015_b0038 article-title: Feature construction methods for processing and analysing spectral images and their applications in food quality inspection publication-title: Trends Food Sci. Technol. doi: 10.1016/j.tifs.2023.06.036 – volume: 101 year: 2021 ident: 10.1016/j.saa.2024.124015_b0005 article-title: Identification of rice-weevil (Sitophilus oryzae L.) damaged wheat kernels using multi-angle NIR hyperspectral data publication-title: J. Cereal Sci. doi: 10.1016/j.jcs.2021.103313 – volume: 89 start-page: 251 issue: 2 year: 2022 ident: 10.1016/j.saa.2024.124015_b0047 article-title: Chocolate sample classification by principal component analysis of preprocessed terahertz transmission spectra publication-title: J. Appl. Spectrosc. doi: 10.1007/s10812-022-01351-3 – volume: 62 start-page: 4294 issue: 16 year: 2022 ident: 10.1016/j.saa.2024.124015_b0003 article-title: Recent developments in Raman spectral analysis of microbial single cells: techniques and applications publication-title: Crit. Rev. Food Sci. Nutr. doi: 10.1080/10408398.2021.1945534 – volume: 12 start-page: 899 issue: 4 year: 2023 ident: 10.1016/j.saa.2024.124015_b0040 article-title: Dietary fibre impacts the texture of cooked whole grain rice publication-title: Foods doi: 10.3390/foods12040899 – volume: 286 year: 2023 ident: 10.1016/j.saa.2024.124015_b0045 article-title: Discrimination of pericarpium citri reticulatae in different years using terahertz time-domain spectroscopy combined with convolutional neural network publication-title: Spectrochimica Acta Part a-Molecular and Biomolecular Spectroscopy doi: 10.1016/j.saa.2022.122035 – volume: 11 start-page: 821 year: 2020 ident: 10.1016/j.saa.2024.124015_b0033 article-title: Identification of bacterial blight resistant rice seeds using terahertz imaging and hyperspectral imaging combined with convolutional neural network publication-title: Front. Plant Sci. doi: 10.3389/fpls.2020.00821 – volume: 18 start-page: 2200178 issue: 20 year: 2022 ident: 10.1016/j.saa.2024.124015_b0014 article-title: Photosensitized peroxidase mimicry at the hierarchical 0D/2D heterojunction-like quasi metal-organic framework interface for boosting biocatalytic disinfection publication-title: Small doi: 10.1002/smll.202200178 – volume: 52 start-page: 1428 issue: 8 year: 2021 ident: 10.1016/j.saa.2024.124015_b0058 article-title: NWU-RSIT: An integrated graphical user interface for biomedical raman spectral imaging with both univariate and multivariate modules publication-title: J. Raman Spectrosc. doi: 10.1002/jrs.6177 – volume: 41 start-page: 3837 issue: 12 year: 2021 ident: 10.1016/j.saa.2024.124015_b0059 article-title: Study on the identification method of citrus leaves based on hyperspectral imaging technique publication-title: Spectrosc. Spectr. Anal. – volume: 28 start-page: 7898 issue: 6 year: 2020 ident: 10.1016/j.saa.2024.124015_b0051 article-title: Terahertz-frequency temporal differentiator enabled by a high-Q resonator publication-title: Opt. Express doi: 10.1364/OE.387775 – volume: 67 start-page: 93 year: 2017 ident: 10.1016/j.saa.2024.124015_b0025 article-title: Emerging non-destructive terahertz spectroscopic imaging technique: principle and applications in the agri-food industry publication-title: Trends Food Sci. Technol. doi: 10.1016/j.tifs.2017.06.001 – volume: 46 start-page: e16558 issue: 5 year: 2022 ident: 10.1016/j.saa.2024.124015_b0042 article-title: Stationary rice drying: Influence of initial moisture contents and impurities in the mass grains on the physicochemical and morphological rice quality publication-title: J. Food Process. Preserv. doi: 10.1111/jfpp.16558 – volume: 88 start-page: 132 issue: 1 year: 2021 ident: 10.1016/j.saa.2024.124015_b0048 article-title: Multivariate analysis of the composition of pharmaceutical products based on terahertz time-domain spectroscopy publication-title: J. Appl. Spectrosc. doi: 10.1007/s10812-021-01151-1 – volume: 95 year: 2022 ident: 10.1016/j.saa.2024.124015_b0057 article-title: Proteomics analysis reveals the mechanism associated with changes in fatty acids and volatile compounds of brown rice infested by Sitophilus oryzae Motschulsky publication-title: J. Stored Prod. Res. doi: 10.1016/j.jspr.2021.101915 – volume: 135 year: 2023 ident: 10.1016/j.saa.2024.124015_b0002 article-title: Nanocellulose-based polymeric nanozyme as bioinspired spray coating for fruit preservation publication-title: Food Hydrocolloids doi: 10.1016/j.foodhyd.2022.108138 – volume: 89 year: 2020 ident: 10.1016/j.saa.2024.124015_b0001 article-title: Status of glycemic index of paddy rice grain (Oryza sativa L.) on infestation by storage pest Sitotroga cerealella publication-title: J. Stored Prod. Res. doi: 10.1016/j.jspr.2020.101697 – volume: 104 start-page: 3325 issue: 7 year: 2021 ident: 10.1016/j.saa.2024.124015_b0050 article-title: Smoothing method to directly denoise terahertz signals in rare-earth orthoferrite antiferromagnets publication-title: J. Am. Ceram. Soc. doi: 10.1111/jace.17712 – volume: 4 start-page: 28 year: 2021 ident: 10.1016/j.saa.2024.124015_b0062 article-title: Machine learning techniques for analysis of hyperspectral images to determine quality of food products: a review publication-title: Current Research in Food Sci. doi: 10.1016/j.crfs.2021.01.002 – volume: 253 year: 2023 ident: 10.1016/j.saa.2024.124015_b0016 article-title: A SERS-fluorescence dual-signal Aptasensor for sensitive and robust determination of AFB1 in nut samples based on Apt-Cy5 and MNP@Ag- PEI publication-title: Talanta doi: 10.1016/j.talanta.2022.123962 – volume: 163 year: 2023 ident: 10.1016/j.saa.2024.124015_b0034 article-title: Ultra-broadband tunable terahertz absorber based on graphene metasurface with multi-square rings publication-title: Mater. Sci. Semicond. Process. doi: 10.1016/j.mssp.2023.107557 – volume: 1221 year: 2022 ident: 10.1016/j.saa.2024.124015_b0019 article-title: A volatile basic nitrogens- responsive tag based on aggregation-induced emission luminogen for real-time monitoring and in situ visualization of salmon freshness publication-title: Anal. Chim. Acta doi: 10.1016/j.aca.2022.340122 – volume: 11 start-page: 620 issue: 6 year: 2021 ident: 10.1016/j.saa.2024.124015_b0053 article-title: Application of machine learning to terahertz spectroscopic imaging of reagents hidden by thick shielding materials publication-title: IEEE Trans. Terahertz Sci. Technol. doi: 10.1109/TTHZ.2021.3094128 – volume: 2022 start-page: 2027981 year: 2022 ident: 10.1016/j.saa.2024.124015_b0055 article-title: Deep convolutional asymmetric autoencoder-based spatial-spectral clustering network for hyperspectral image publication-title: Wirel. Commun. Mob. Comput. doi: 10.1155/2022/2027981 – volume: 11 start-page: 785 issue: 4 year: 2018 ident: 10.1016/j.saa.2024.124015_b0010 article-title: FTNIR-A robust diagnostic tool for the rapid detection of rhyzopertha dominica and Sitophilus oryzae infestation and quality changes in stored rice grains publication-title: Food Bioproc. Tech. doi: 10.1007/s11947-017-2048-3 – volume: 103 year: 2022 ident: 10.1016/j.saa.2024.124015_b0043 article-title: Red rice drying and storage: effects on technological properties and phenolic compounds of the raw and cooked grains publication-title: J. Cereal Sci. doi: 10.1016/j.jcs.2021.103405 – volume: 50 start-page: 1070 year: 2021 ident: 10.1016/j.saa.2024.124015_b0007 article-title: Introducing reticular chemistry into agrochemistry publication-title: Chem. Soc. Rev. doi: 10.1039/C9CS00829B – volume: 61 start-page: 2523 issue: 15 year: 2021 ident: 10.1016/j.saa.2024.124015_b0021 article-title: Terahertz spectroscopy technology as an innovative technique for food: current state-of-the-art research advances publication-title: Crit. Rev. Food Sci. Nutr. doi: 10.1080/10408398.2020.1779649 – volume: 385 year: 2022 ident: 10.1016/j.saa.2024.124015_b0061 article-title: Fusion of electronic nose and hyperspectral imaging for mutton freshness detection using input-modified convolution neural network publication-title: Food Chem. doi: 10.1016/j.foodchem.2022.132651 – volume: 385 year: 2022 ident: 10.1016/j.saa.2024.124015_b0037 article-title: Visualization and quantification of content and hydrogen bonding state of water in apple and potato cells by confocal Raman microscopy: a comparison study publication-title: Food Chem. doi: 10.1016/j.foodchem.2022.132679 – volume: 268 year: 2022 ident: 10.1016/j.saa.2024.124015_b0052 article-title: A rapid origin identification method for Panax quinquefolius by terahertz spectroscopy combined with random forest publication-title: Optik. doi: 10.1016/j.ijleo.2022.169718 – volume: 409 year: 2023 ident: 10.1016/j.saa.2024.124015_b0060 article-title: A deep learning method for predicting lead content in oilseed rape leaves using fluorescence hyperspectral imaging publication-title: Food Chem. doi: 10.1016/j.foodchem.2022.135251 – volume: 432 year: 2024 ident: 10.1016/j.saa.2024.124015_b0030 article-title: Predicting wheat gluten concentrations in potato starch using GPR and SVM models built by terahertz time-domain spectroscopy publication-title: Food Chem. doi: 10.1016/j.foodchem.2023.137235 – volume: 63 start-page: 1793 issue: 13 year: 2023 ident: 10.1016/j.saa.2024.124015_b0031 article-title: Analysis and detection using novel terahertz spectroscopy technique in dietary carbohydrate-related research: principles and application advances publication-title: Crit. Rev. Food Sci. Nutr. doi: 10.1080/10408398.2023.2165032 – volume: 189 year: 2023 ident: 10.1016/j.saa.2024.124015_b0056 article-title: Distinguishing fresh and frozen-thawed beef using hyperspectral imaging technology combined with convolutional neural networks publication-title: Microchem. J. doi: 10.1016/j.microc.2023.108559 – volume: 131 year: 2023 ident: 10.1016/j.saa.2024.124015_b0035 article-title: Non-destructive detection of adulteration of weight-loss drugs in the field of spectral feature fusion publication-title: Infrared Phys. Technol. doi: 10.1016/j.infrared.2023.104591 – volume: 9 start-page: 1654 issue: 8 year: 2019 ident: 10.1016/j.saa.2024.124015_b0013 article-title: Rapid-detection sensor for rice grain moisture based on NIR spectroscopy publication-title: Applied Sciences-Basel. doi: 10.3390/app9081654 – volume: 280 year: 2022 ident: 10.1016/j.saa.2024.124015_b0017 article-title: Surface-enhanced Raman spectroscopy combined with stable isotope probing to assess the metabolic activity of Escherichia coli cells in chicken carcass wash water publication-title: Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2022.121549 – volume: 14 start-page: 87 issue: 1 year: 2023 ident: 10.1016/j.saa.2024.124015_b0015 article-title: Visualizing morphological structures of rice grains in precooked products using synchrotron radiation X-ray phase-contrast computed tomography publication-title: Food Funct. doi: 10.1039/D2FO02714C – volume: 62 start-page: 3991 issue: 15 year: 2022 ident: 10.1016/j.saa.2024.124015_b0028 article-title: Precision release systems of food bioactive compounds based on metal-organic frameworks: synthesis publication-title: Mech. Recent Appl., Crit. Rev. Food Sci. Nutr. doi: 10.1080/10408398.2021.2004086 – volume: 23 start-page: 12055 issue: 19 year: 2022 ident: 10.1016/j.saa.2024.124015_b0044 article-title: Natural variation of fatty acid desaturase gene affects linolenic acid content and starch pasting viscosity in rice grains publication-title: Int. J. Mol. Sci. doi: 10.3390/ijms231912055 – volume: 39 year: 2022 ident: 10.1016/j.saa.2024.124015_b0024 article-title: Study on the enhancement mechanism of terahertz molecular fingerprint sensing publication-title: Results Phys. doi: 10.1016/j.rinp.2022.105766 – volume: 119 start-page: 243 year: 2022 ident: 10.1016/j.saa.2024.124015_b0004 article-title: On-off-on fluorescent nanosensing: materials, detection strategies and recent food applications publication-title: Trends Food Sci. Technol. doi: 10.1016/j.tifs.2021.11.029 – volume: 276 year: 2022 ident: 10.1016/j.saa.2024.124015_b0006 article-title: Analyzing macromolecular composition of E. coli O157:H7 using Raman-stable isotope probing publication-title: Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2022.121217 – volume: 106 year: 2020 ident: 10.1016/j.saa.2024.124015_b0064 article-title: Comparison of Vis-NIR and SWIR hyperspectral imaging for the non-destructive detection of DON levels in Fusarium head blight wheat kernels and wheat flour publication-title: Infrared Phys. Technol. doi: 10.1016/j.infrared.2020.103281 – volume: 380 year: 2022 ident: 10.1016/j.saa.2024.124015_b0039 article-title: A dual AE-GAN guided THz spectral dehulling model for mapping energy and moisture distribution on sunflower seed kernels publication-title: Food Chem. doi: 10.1016/j.foodchem.2021.131971 – volume: 190 year: 2023 ident: 10.1016/j.saa.2024.124015_b0049 article-title: Evaluation of the effects of vacuum cooling on moisture contents, colour and texture of mushroom (Agaricus Bisporus) using hyperspectral imaging method publication-title: Microchem. J. doi: 10.1016/j.microc.2023.108653 – volume: 41 start-page: 653 issue: 1 year: 2021 ident: 10.1016/j.saa.2024.124015_b0041 article-title: Relative susceptibility and influence of different wheat cultivars on biological parameters of Sitophilus oryzaeL. (Coleoptera: Curculionidae) publication-title: International J. Tropical Insect Sci. doi: 10.1007/s42690-020-00253-1 – volume: 10 start-page: 3769 issue: 11 year: 2020 ident: 10.1016/j.saa.2024.124015_b0065 article-title: Prediction of soluble solids content in green plum by using a sparse autoencoder publication-title: Applied Sci.-Basel doi: 10.3390/app10113769 – volume: 44 start-page: 407 year: 2023 ident: 10.1016/j.saa.2024.124015_b0054 article-title: Research on rice seed fullness detection method based on terahertz imaging technology andfeature extraction method publication-title: J. Infrared Millimeter and Terahertz Waves. doi: 10.1007/s10762-023-00922-5 – volume: 372 year: 2022 ident: 10.1016/j.saa.2024.124015_b0012 article-title: Ti3C2Tx MXenes loaded with Au nanoparticle dimers as a surface-enhanced Raman scattering Aptasensor for AFB1 detection publication-title: Food Chem. doi: 10.1016/j.foodchem.2021.131293 – volume: 284 year: 2023 ident: 10.1016/j.saa.2024.124015_b0008 article-title: Mesoporous silica coated core-shell nanoparticles substrate for size-selective SERS detection of chloramphenicol publication-title: Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. doi: 10.1016/j.saa.2022.121817 |
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•THz-TDS technology was used to identify rice grains infested with Sitophilus oryzae at different growth stages.•CDAE was developed to... Rice grains are often infected by Sitophilus oryzae due to improper storage, resulting in quality and quantity losses. The efficacy of terahertz time-domain... |
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| SubjectTerms | Convolutional denoising autoencoder Data reconstruction Infested rice grains Sitophilus oryzae Terahertz time-domain spectroscopy |
| Title | Terahertz spectra reconstructed using convolutional denoising autoencoder for identification of rice grains infested with Sitophilus oryzae at different growth stages |
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