journal article·2026-05-01

Development of an automated FTIR analysis framework for asphalt binders using asymmetric least squares smoothing and deconvolution

Seyed Farhad Abdollahi, Behnam Jahangiri, Adrian Andriescu, Aaron Leavitt, David Mensching

Publisher page

Abstract

Fourier transform infrared (FTIR) spectroscopy is widely used to assess asphalt binder chemical composition and aging. This study evaluates commonly used FTIR analysis methods, including peak recognition with baseline, adjusted baseline, tangential area calculations, and fixed-range methods. A simplified curve-fitting deconvolution method was also developed to provide fast, user-independent FTIR analysis, which requires preprocessed spectra (baseline correction and normalisation). A total of 288 asphalt binder samples, subjected to various field and laboratory aging conditions, were analysed to calculate carbonyl (ICO) and sulfoxide indices (ISO). Results showed that the ICO and ISO effectively track short- and long-term aging. ICO was further used to evaluate the effectiveness of recycling agents in accommodating reclaimed asphalt pavement. While the peak recognition method offered the highest accuracy, the deconvolution method provided a fast, automated alternative. To facilitate FTIR analysis, AutoFTIR was developed as an open-source platform for efficient analysis and database management of FTIR spectra.
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

Genex Systems, Turner-Fairbank Highway Research Center, McLean, VA, USA

Turner-Fairbank Highway Research Center

Funding

Federal Highway Administration

References (52)

Show source-provided references
1. AASHTO. (2022). Standard practice for accelerated aging of asphalt binder using a pressurized aging vessel (PAV).
2. AASHTO. (2023). Standard method of test for effect of heat and air on a moving film of asphalt binder. Rolling Thin-Film Oven Test.
3. 10.1177/0361198122115024610.1177/03611981221150246 ↗
4. Abdollahi, S. F., Lanotte, M., Kutay, M. E., & Bahia, H. (2022). AASHTO 1993 Plus: An alternative procedure for the calculation of structural asphalt layer coefficients. International Journal of Pavement Engineering, 24(2), 1–10.
5. 10.1080/102984304200019856810.1080/1029843042000198568 ↗
6. 10.1007/s42947-019-0076-210.1007/s42947-019-0076-2 ↗
7. ASTM International. (2019). Standard test method for automated extraction of asphalt binder from asphalt mixtures.
8. 10.1016/j.conbuildmat.2020.11986410.1016/j.conbuildmat.2020.119864 ↗
9. Chen, S., Zhuo, S., Xu, G., Chen, X., Yu, L., & Xu, Q. (2024). Rheological and chemical indices to characterize long-term oxidative aging of SBS/rubber composite-modified asphalt binders. Frontiers in Materials, 11, 1–10.10.3389/fmats.2024.1346754 ↗
10. 10.1016/j.fuel.2023.12819210.1016/j.fuel.2023.128192 ↗
11. 10.4028/p-9w76Bv10.4028/p-9w76Bv ↗
12. 10.1080/14680629.2004.968999210.1080/14680629.2004.9689992 ↗
13. Eilers, P. H. C., & Boelens, H. F. M. (2005). Baseline correction with asymmetric least squares smoothing. Leiden University Medical Centre Report, 1(5), 1–24.
14. FHWA. (2025). TFHRC-ABML/AutoFTIR (software and configuration files in GitHub repository) [online]. Available from: https://github.com/TFHRC-ABML/AutoFTIR [Accessed 12 May 2025]
15. 10.3102/0034654304200323710.3102/00346543042003237 ↗
16. Hofko, B., Alavi, M. Z., Grothe, H., Jones, D., & Harvey, J. T. (2017). Repeatability and sensitivity of FTIR ATR spectral analysis methods for bituminous binders. Materials and Structures, 50(187), 1–15.
17. 10.1617/s11527-018-1170-710.1617/s11527-018-1170-7 ↗
18. 10.1080/14680629.2019.166127510.1080/14680629.2019.1661275 ↗
19. 10.1061/(ASCE)0899-1561(2003)15:2(157)10.1061/(ASCE)0899-1561(2003)15:2(157) ↗
20. 10.1080/14680629.2025.248721010.1080/14680629.2025.2487210 ↗
21. 10.1080/14680629.2024.243834310.1080/14680629.2024.2438343 ↗
22. 10.1061/(ASCE)0899-1561(2004)16:2(122)10.1061/(ASCE)0899-1561(2004)16:2(122) ↗
23. 10.1016/S0016-2361(00)00121-610.1016/S0016-2361(00)00121-6 ↗
24. 10.1016/j.chemolab.2017.02.00810.1016/j.chemolab.2017.02.008 ↗
25. 10.1016/j.conbuildmat.2009.03.01210.1016/j.conbuildmat.2009.03.012 ↗
26. 10.1016/j.conbuildmat.2007.08.00510.1016/j.conbuildmat.2007.08.005 ↗
27. 10.1177/036119811984309610.1177/0361198119843096 ↗
28. 10.1016/j.conbuildmat.2020.12189710.1016/j.conbuildmat.2020.121897 ↗
29. 10.1021/ie980450o10.1021/ie980450o ↗
30. 10.3102/0034654306600457910.3102/00346543066004579 ↗
31. 10.1080/1029843041000172077410.1080/10298430410001720774 ↗
32. Martin A. E. Kaseer F. Arámbula-Mercado E. Bajaj A. Cucalon L. G. Yin F. Chowdhury A. Epps J. Glover C. Hajj E. Y. Morian N. Daniel J. S. Oshone M. Rahbar-Rastegar R. Ogbo C. & King G. (2020). NCHRP Report 927: Evaluating the effects of recycling agents on asphalt mixtures with high RAS and RAP binder ratios. Washington D.C.: National Cooperative Highway Research Program No. 927.
33. 10.1617/s11527-022-01884-110.1617/s11527-022-01884-1 ↗
34. 10.1080/14680629.2025.248203910.1080/14680629.2025.2482039 ↗
35. 10.1007/s42947-020-0210-110.1007/s42947-020-0210-1 ↗
36. O’connell J. Mturi G. A. & Maina J. W. (2011). Adjusting the standard rolling thin film oven procedure to improve the prediction of short term ageing. Presented at the Conference on Asphalt Pavements for Southern Africa (CAPSA11) KwaZulu-Natal South Africa.
37. 10.1007/s00397005001810.1007/s003970050018 ↗
38. 10.1016/j.aca.2010.08.03310.1016/j.aca.2010.08.033 ↗
39. 10.1080/14680629.2011.971389510.1080/14680629.2011.9713895 ↗
40. 10.1080/14680629.2021.202068110.1080/14680629.2021.2020681 ↗
41. 10.1039/C9RA00645A10.1039/C9RA00645A ↗
42. 10.1617/s11527-019-1370-910.1617/s11527-019-1370-9 ↗
43. 10.1016/j.conbuildmat.2023.13395610.1016/j.conbuildmat.2023.133956 ↗
44. 10.1080/14680629.2023.218029710.1080/14680629.2023.2180297 ↗
45. 10.1177/036119811878413810.1177/0361198118784138 ↗
46. Riverbank Computing Limited. (2025). PyQt5 [online]. Available from: https://www.riverbankcomputing.com/software/pyqt [Accessed 1 May 2025]
47. 10.1364/OE.26.00A60910.1364/OE.26.00A609 ↗
48. Smith, B. C. (2011). Fundamentals of Fourier Transform Infrared Spectroscopy. 2nd ed. CRC Press.10.1201/b10777 ↗
49. 10.1366/000370285424891710.1366/0003702854248917 ↗
50. 10.1016/j.conbuildmat.2015.10.08510.1016/j.conbuildmat.2015.10.085 ↗
51. 10.1016/j.conbuildmat.2023.13206110.1016/j.conbuildmat.2023.132061 ↗
52. 10.3390/ma1508277810.3390/ma15082778 ↗