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Using Artificial Neural Network Methods for Modeling Moisture Susceptibility of Asphalt Mixture Modified by Nano TiO2

https://doi.org/10.1061/(asce)mt.1943-5533.0004255
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4 of 52 checkable references need attention · checked 2026-07-23

At the dated check, the references listed below either did not resolve in Crossref or DataCite, or carried a retraction notice. Each one is shown with the registry record that put it there.

8 without a DOI — not checked. A reference deposited without a DOI is never matched by title or guessed at; it stays outside the checked set, and this line discloses that.

References needing attention

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RETRACTED: Evaluation of the effect of carbon nano tube on water damage resistance of Stone matrix asphalt mixtures containing polyphosphoric acid and styrene butadiene rubber
marked retracted — notice via Crossref, record curated by Retraction Watch10.1016/j.conbuildmat.2020.122052
RETRACTED: The effects of gilsonite and crumb rubber on moisture damage resistance of stone matrix asphalt mixtures
marked retracted — notice via Crossref, record curated by Retraction Watch10.1016/j.conbuildmat.2020.120750
RETRACTED: Experimental investigation of the influence of Nano TiO2 on rheological properties of binders and performance of stone matrix asphalt mixtures containing steel slag aggregate
marked retracted — notice via Crossref, record curated by Retraction Watch10.1016/j.conbuildmat.2021.123899
RETRACTED: Laboratory investigation of the influence of aging and compaction effort on low temperature performance of asphalt mixture containing different percentage of RAP
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The 8 references without a DOI — listed, not checked
no DOI — not checkedArabani M. V. Shakeri M. Sadeghnejad and S. Mirabdolazimi. 2013. “Experimental investigation of nano zinc oxide effect on creep compliance of hot mix asphalt.” In Proc. Int. Symp. on Advances in Science and Technology. Tabriz Iran: Civilica Univ. of Tabriz.
no DOI — not checkedArshad, A. K., K. A. Masri, J. Ahmad, and M. S. Samsudin. 2017. “Investigation on moisture susceptibility and rutting resistance of asphalt mixtures incorporating nanosilica modified binder.” Pertanika J. Sci. Technol. 25 (Mar): 19–30.
no DOI — not checkedBrown, E. R., and L. A. Cooley. 1999. Designing stone matrix asphalt mixtures for rut-resistant pavements. NCHRP Rep. No. 425. Washington, DC: Transportation Research Board.
no DOI — not checkedChaharsooghi, S. K., and M. Rezaei. 2016. “Prediction of Iran’s renewable energy generation in the fifth development plan.” Int. J. Serv. Oper. Manage. 25 (1): 120–133.
no DOI — not checkedGhasemi, M., and S. M. Marandi. 2011. “Laboratory investigation of the properties of stone matrix asphalt mixtures modified with RGP–SBS.” Dig. J. Nanomater. Biostruct. 6 (4): 1823–1834.
no DOI — not checkedRoque, R., B. Birgisson, B. Sangpetngam, and Z. Zhang. 2002. “Hot mix asphalt fracture mechanics: A fundamental crack growth law for asphalt mixtures.” J. Assoc. Asphalt Paving Technol. 71: 816–827.
no DOI — not checkedTanzadeh, J., F. Vahedi, P. T. Kheiry, and R. Tanzadeh. 2013. “Laboratory study on the effect of nano TiO2 on rutting performance of asphalt pavements.” In Vol. 622 of Advanced materials research, 990–994. Bäch, Switzerland: Trans Tech Publications.
no DOI — not checkedVan De Ven M. F. A. A. Molenaar J. Besamusca and J. Noordergraaf. 2008. “Nanotechnology for binders of asphalt mixtures.” In Proc. 4th Eurasphalt and Eurobitume Congress. Washington DC: Transportation Research Board.
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