2-Mercaptobenzothiazole;
Terahertz time-domain spectroscopy;
Least squares support vector regression;
optimized by bat algorithm;
Quantitative analysis;
AMINO-ACIDS;
D O I:
10.1016/j.infrared.2021.103953
中图分类号:
TH7 [仪器、仪表];
学科分类号:
0804 ;
080401 ;
081102 ;
摘要:
2-Mercaptobenzothiazole is an irreplaceable accelerator for rubber vulcanization. It is important to study the content of 2-mercaptobenzothiazole which has an important influence on the vulcanization process of rubber. In order to improve the detection efficiency of 2-mercaptobenzothiazole, a new quantitative analysis method was proposed based on terahertz time-domain spectroscopy and an improved support vector regression. Experimental samples are mixtures of 2-mercaptobenzothiazole and polyethylene with different mass fractions. Their timedomain spectroscopy was obtained by terahertz time-domain spectroscopy system. It is found that 2-mercaptobenzothiazole has obvious absorption characteristics at 0.88 THz. Use Least squares support vector regression optimized by bat algorithm, Correlation coefficient and root mean-square error of the prediction set were 0.9987 and 0.5564%. Experimental results demonstrate that the predictive result of least squares support vector regression optimized by bat algorithm model is better than that of partial least squares and support vector regression model. It provides a potential approach for quantitative analysis of other rubber additives.
机构:
Xidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Chen Tao
Li Zhi
论文数: 0引用数: 0
h-index: 0
机构:
Xidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Guilin Univ Elect Technol, Sch Elect Engn & Automat, Guilin 541004, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Li Zhi
Mo Wei
论文数: 0引用数: 0
h-index: 0
机构:
Xidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
China Elect Standardizat Inst, Beijing 100007, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Mo Wei
Hu Fang-rong
论文数: 0引用数: 0
h-index: 0
机构:
Guilin Univ Elect Technol, Sch Elect Engn & Automat, Guilin 541004, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Danciu, Mihai
Alexa-Stratulat, Teodora
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Med Oncol Radiotherapy, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Alexa-Stratulat, Teodora
Stefanescu, Cipriana
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Biophys & Med Phys Nucl Med, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Stefanescu, Cipriana
Dodi, Gianina
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Dodi, Gianina
Tamba, Bogdan Ionel
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Tamba, Bogdan Ionel
Mihai, Cosmin Teodor
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Mihai, Cosmin Teodor
Stanciu, Gabriela Dumitrita
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Stanciu, Gabriela Dumitrita
Luca, Andrei
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Luca, Andrei
Spiridon, Irene Alexandra
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Spiridon, Irene Alexandra
Ungureanu, Loredana Beatrice
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ungureanu, Loredana Beatrice
Ianole, Victor
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ianole, Victor
Ciortescu, Irina
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ciortescu, Irina
Mihai, Catalina
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Mihai, Catalina
Stefanescu, Gabriela
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Stefanescu, Gabriela
Chirila, Ioan
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Natl Inst Publ Hlth, Environm Hlth, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Chirila, Ioan
Ciobanu, Romeo
论文数: 0引用数: 0
h-index: 0
机构:
Gheorghe Asachi Tech Univ, Fac Elect Engn, Iasi 700050, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ciobanu, Romeo
Drug, Vasile Liviu
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
Hua, Yuefang
Zhang, Hongjian
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
Zhang, Hongjian
Zhou, Hongliang
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
机构:
Xi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China
Xian Univ Technol, Sch Automat & Informat Engn, Xian 710048, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China
Li Yu-jun
Tang Xiao-jun
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China
Tang Xiao-jun
Liu Jun-hua
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China
机构:
Xidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Chen Tao
Li Zhi
论文数: 0引用数: 0
h-index: 0
机构:
Xidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Guilin Univ Elect Technol, Sch Elect Engn & Automat, Guilin 541004, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Li Zhi
Mo Wei
论文数: 0引用数: 0
h-index: 0
机构:
Xidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
China Elect Standardizat Inst, Beijing 100007, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
Mo Wei
Hu Fang-rong
论文数: 0引用数: 0
h-index: 0
机构:
Guilin Univ Elect Technol, Sch Elect Engn & Automat, Guilin 541004, Peoples R ChinaXidian Univ, Sch Mechnoelect Engn, Xian 710071, Peoples R China
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Danciu, Mihai
Alexa-Stratulat, Teodora
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Med Oncol Radiotherapy, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Alexa-Stratulat, Teodora
Stefanescu, Cipriana
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Biophys & Med Phys Nucl Med, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Stefanescu, Cipriana
Dodi, Gianina
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Dodi, Gianina
Tamba, Bogdan Ionel
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Tamba, Bogdan Ionel
Mihai, Cosmin Teodor
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Mihai, Cosmin Teodor
Stanciu, Gabriela Dumitrita
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Stanciu, Gabriela Dumitrita
Luca, Andrei
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Adv Res & Dev Ctr Expt Med CEMEX, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Luca, Andrei
Spiridon, Irene Alexandra
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Spiridon, Irene Alexandra
Ungureanu, Loredana Beatrice
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ungureanu, Loredana Beatrice
Ianole, Victor
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ianole, Victor
Ciortescu, Irina
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ciortescu, Irina
Mihai, Catalina
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Mihai, Catalina
Stefanescu, Gabriela
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Stefanescu, Gabriela
Chirila, Ioan
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Natl Inst Publ Hlth, Environm Hlth, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Chirila, Ioan
Ciobanu, Romeo
论文数: 0引用数: 0
h-index: 0
机构:
Gheorghe Asachi Tech Univ, Fac Elect Engn, Iasi 700050, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
Ciobanu, Romeo
Drug, Vasile Liviu
论文数: 0引用数: 0
h-index: 0
机构:
Grigore T Popa Univ Med & Pharm Iasi, Dept Gastroenterol, Iasi 700051, RomaniaGrigore T Popa Univ Med & Pharm Iasi, Dept Pathol, Iasi 700051, Romania
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
Hua, Yuefang
Zhang, Hongjian
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
Zhang, Hongjian
Zhou, Hongliang
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, State Key Lab Ind Control Technol, Dept Control Sci & Engn, Hangzhou 310027, Peoples R China
机构:
Xi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China
Xian Univ Technol, Sch Automat & Informat Engn, Xian 710048, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China
Li Yu-jun
Tang Xiao-jun
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China
Tang Xiao-jun
Liu Jun-hua
论文数: 0引用数: 0
h-index: 0
机构:
Xi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Power Equipment & Elect Insulat, Xian 710049, Peoples R China