complex viscosity;
FTIR;
data pretreatment;
ANN;
rheology;
BITUMEN;
D O I:
10.1080/10916466.2019.1605377
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
A predictive model was established by artificial neural network (ANN), and the complex viscosity * of asphalt was estimated based on Fourier Transform infrared (FTIR) spectroscopy. By linearizing the logarithmic model of complex viscosity, constants and were obtained as independent variables in ANN, and spectral data were taken as dependent variables. Comparing the measured values with the predicted values, it is found that the predicted and actual values of the *-T curve are consistent. It provided an innovative method basis for rapid prediction of asphalt viscosity by FTIR in engineering application.
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页码:1731 / 1737
页数:7
相关论文
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[1]
Bhattacharyay D., 2017, NEURAL COMPUT APPL, V28, P1
机构:
Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Yusoff, Nur Izzi Md
Jakarni, Fauzan Mohd
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Dept Civil Engn, Serdang 43400, Selangor, MalaysiaUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Jakarni, Fauzan Mohd
Viet Hung Nguyen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Transport & Commun, HCMC, Dept Civil Engn, Tang Nhon Phu A, VietnamUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Viet Hung Nguyen
Hainin, Mohd Rosli
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Civil Engn, Skudai 81310, Johor, MalaysiaUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Hainin, Mohd Rosli
Airey, Gordon D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Dept Civil Engn, Nottingham Transportat Engn Ctr, Nottingham NG7 2RD, EnglandUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
机构:
Univ Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, MalaysiaUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Yusoff, Nur Izzi Md
Jakarni, Fauzan Mohd
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Dept Civil Engn, Serdang 43400, Selangor, MalaysiaUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Jakarni, Fauzan Mohd
Viet Hung Nguyen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Transport & Commun, HCMC, Dept Civil Engn, Tang Nhon Phu A, VietnamUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Viet Hung Nguyen
Hainin, Mohd Rosli
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Civil Engn, Skudai 81310, Johor, MalaysiaUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia
Hainin, Mohd Rosli
Airey, Gordon D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Dept Civil Engn, Nottingham Transportat Engn Ctr, Nottingham NG7 2RD, EnglandUniv Kebangsaan Malaysia, Dept Civil & Struct Engn, Bangi 43600, Selangor, Malaysia