Mid-infrared spectroscopy coupled with chemometrics for quantitative determination of biomaterial activity
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作者:
Cao, Hao
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Natl Univ Def Technol, Hefei 230037, Peoples R ChinaNatl Univ Def Technol, Hefei 230037, Peoples R China
Cao, Hao
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Gu, Youlin
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Hu, Yihua
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Natl Univ Def Technol, Hefei 230037, Peoples R China
Natl Univ Def Technol, State Key Lab Pulsed Power Laser Technol, Hefei 230037, Peoples R China
Adv Laser Technol Lab Anhui Prov, Hefei 230037, Peoples R ChinaNatl Univ Def Technol, Hefei 230037, Peoples R China
Hu, Yihua
[1
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Wang, Xinyu
[1
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Ding, Wanying
[1
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Chen, Guolong
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Natl Univ Def Technol, Hefei 230037, Peoples R ChinaNatl Univ Def Technol, Hefei 230037, Peoples R China
Chen, Guolong
[1
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Chen, Xi
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Natl Univ Def Technol, Hefei 230037, Peoples R ChinaNatl Univ Def Technol, Hefei 230037, Peoples R China
Chen, Xi
[1
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He, Haihao
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Natl Univ Def Technol, Hefei 230037, Peoples R ChinaNatl Univ Def Technol, Hefei 230037, Peoples R China
He, Haihao
[1
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机构:
[1] Natl Univ Def Technol, Hefei 230037, Peoples R China
[2] Natl Univ Def Technol, State Key Lab Pulsed Power Laser Technol, Hefei 230037, Peoples R China
[3] Adv Laser Technol Lab Anhui Prov, Hefei 230037, Peoples R China
In view of the complicated operation and time-consuming of traditional detection methods for biomaterial activity, a method based on the mid-infrared (MIR) spectroscopy coupled with che-mometrics methods was proposed to achieve the non-destructive and rapid determination of the biomaterial activity. The spectral preprocessing methods were applied to reduce the noise and scattering effects in the spectral analysis, which can effectively improve the performance of biomaterial activity determination model. The characteristic wavelengths of the preprocessed spectrum were extracted by the successive projections algorithm (SPA). And the determination performance of different regression algorithms for biomaterial activity was compared and dis-cussed. Results demonstrated that the model of SPA combined with partial least squares regres-sion (PLSR), which exhibited better potential for the determination of biomaterial activity with higher coefficient of determination (R2) and lower root mean square error of prediction (RMSEP). The R2 acquired by the optimal model for three biomaterials are 0.9622, 0.9949, and 0.9936, respectively. And the RMSEP were 0.0611, 0.0186, and 0.0193, respectively. Therefore, the SPA-PLSR established by MIR is expected to replace the traditional methods for quantitative deter-mination of biomaterial activity.
机构:
East China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R China
Li, Xiong
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Liu, YanDe
Jiang, Xiaogang
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East China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R China
Jiang, Xiaogang
Ouyang, Aiguo
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East China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R China
Ouyang, Aiguo
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Sun, Xudong
Wang, Guantian
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East China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Mech & Elect Engn, Nanchang 330013, Jiangxi, Peoples R China
机构:
Univ Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USAUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Cobbinah, Elizabeth
Generalao, Oliver B.
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Univ San Agustin, Ctr Informat, Gen Luna St, Iloilo 5000, PhilippinesUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Generalao, Oliver B.
Ke, Guoyi
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Louisiana State Univ Alexandria, Dept Math & Comp Sci, South Alexandria, LA 71302 USAUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Ke, Guoyi
Malaluan, Roberto
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机构:
Mindanao State Univ, Iligan Inst Technol, Ctr Sustainable Polymers, Iligan 9200, Philippines
Mindanao State Univ, Iligan Inst Technol, Dept Chem Engn & Technol, Iligan 9200, PhilippinesUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Malaluan, Roberto
Lubguban, Arnold
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Mindanao State Univ, Iligan Inst Technol, Ctr Sustainable Polymers, Iligan 9200, Philippines
Mindanao State Univ, Iligan Inst Technol, Dept Chem Engn & Technol, Iligan 9200, PhilippinesUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Lubguban, Arnold
Dumancas, Gerard G.
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Univ Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USAUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA