journal article·2023-04-25Open access

Chemical characterisation of bitumen type and ageing state based on FTIR spectroscopy and discriminant analysis integrated with variable selection methods

Lili Ma, Aikaterini Varveri, Ruxin Jing, Sandra Erkens

Road Materials and Pavement Design· Volume 24· Issue sup1

Abstract

The chemical characterization of bitumen type and ageing state are fundamental in determining structural and mechanical properties of bitumen. This work aims to classify various bitumen types at different ageing states and to identify the primary chemical differences relevant to the classification. Fourier transform infrared (FTIR) spectral data of eight bitumen types at five ageing states were analyzed using a chemometric procedure that incorporates principal component analysis (PCA), linear discriminant analysis (LDA) models, variable selection methods. The models presented results of high accuracy in differentiating bitumen type and ageing state. The results show that the spectral regions that describe the aliphatic and aromatic bonds are critical to the identification of bitumen types. The chemical changes due to bitumen ageing are mainly revealed at the region of 1800 – 900 cm-1. This chemometric method is instructive for the characterization of chemical bitumen properties.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Asphalt Pavement Performance Evaluation · Spectroscopy and Chemometric Analyses · Infrastructure Maintenance and Monitoring

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Faculty of Civil Engineering and Geosciences, Delft University of Technology, Delft, Netherlands

Funding

China Scholarship Council

References (37)

Show source-provided references
1. 10.1016/j.petrol.2019.10661810.1016/j.petrol.2019.106618 ↗
2. 10.1021/ef010088h10.1021/ef010088h ↗
3. 10.1021/ef010231710.1021/ef0102317 ↗
4. 10.1021/ef800850810.1021/ef8008508 ↗
5. 10.1016/j.conbuildmat.2011.06.03310.1016/j.conbuildmat.2011.06.033 ↗
6. 10.1617/s11527-015-0583-910.1617/s11527-015-0583-9 ↗
7. 10.1021/jp511891f10.1021/jp511891f ↗
8. 10.1016/j.fuel.2011.12.02110.1016/j.fuel.2011.12.021 ↗
9. 10.1617/s11527-017-1059-x10.1617/s11527-017-1059-x ↗
10. 10.1016/j.trac.2011.12.00610.1016/j.trac.2011.12.006 ↗
11. 10.1126/science.220.4598.67110.1126/science.220.4598.671 ↗
12. 10.1016/j.conbuildmat.2020.11879010.1016/j.conbuildmat.2020.118790 ↗
13. 10.1016/j.conbuildmat.2019.04.06810.1016/j.conbuildmat.2019.04.068 ↗
14. 10.1016/j.conbuildmat.2016.02.19910.1016/j.conbuildmat.2016.02.199 ↗
15. 10.1080/10298436.2014.99319210.1080/10298436.2014.993192 ↗
16. 10.1016/j.petrol.2012.04.01610.1016/j.petrol.2012.04.016 ↗
17. 10.1016/j.conbuildmat.2020.11957710.1016/j.conbuildmat.2020.119577 ↗
18. 10.1016/j.conbuildmat.2020.11880910.1016/j.conbuildmat.2020.118809 ↗
19. 10.1016/j.saa.2020.11894510.1016/j.saa.2020.118945 ↗
20. 10.1080/10298436.2015.100723010.1080/10298436.2015.1007230 ↗
21. Petersen, J. C. (2000). Chapter 14 Chemical composition of asphalt as related to asphalt durability. In Teh Fu Yen & George Chilingarian (Eds.), Developments in petroleum science (Vol. 40, pp. 363–399). Elsevier.
22. Petersen, J. C. (2009). A review of the fundamentals of asphalt oxidation chemical, physicochemical, physical property, and durability relationships. Transport Research Circular Number E-C140.
23. 10.1617/s11527-022-01986-w10.1617/s11527-022-01986-w ↗
24. 10.1016/j.conbuildmat.2021.12318210.1016/j.conbuildmat.2021.123182 ↗
25. 10.1016/j.conbuildmat.2022.12888910.1016/j.conbuildmat.2022.128889 ↗
26. 10.1016/j.fuel.2014.09.04410.1016/j.fuel.2014.09.044 ↗
27. 10.1016/j.conbuildmat.2018.12.00910.1016/j.conbuildmat.2018.12.009 ↗
28. 10.1080/10298436.2018.142897210.1080/10298436.2018.1428972 ↗
29. 10.1061/(asce)mt.1943-5533.000319710.1061/(asce)mt.1943-5533.0003197 ↗
30. 10.1080/14680629.2021.190721710.1080/14680629.2021.1907217 ↗
31. 10.1016/j.conbuildmat.2019.11695010.1016/j.conbuildmat.2019.116950 ↗
32. 10.1016/j.conbuildmat.2018.10.16910.1016/j.conbuildmat.2018.10.169 ↗
33. 10.1016/j.fuel.2017.07.04810.1016/j.fuel.2017.07.048 ↗
34. 10.1617/s11527-018-1252-610.1617/s11527-018-1252-6 ↗
35. 10.1021/ef980078p10.1021/ef980078p ↗
36. 10.1016/j.aca.2010.03.04810.1016/j.aca.2010.03.048 ↗
37. 10.1016/j.cis.2020.10231410.1016/j.cis.2020.102314 ↗