Research Article

Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN

Volume: 30 Number: 6 November 1, 2019
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Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN

Abstract

In this study, Marshall test results of hot mix asphalt samples having various Hydrated Lime (HL) content rates were modelled using Fuzzy Logic (FL) and Artificial Neural Networks (ANN). Test sets having various HL content were prepared in order to investigate the effect of HL. Marshall Stability test was performed on the samples to obtain the optimal Asphalt Content (AC) ratio. The results were evaluated in order to determine HL additives’ sensitivity on the mixture parameters. The Marshall Test results were used to develop the FL and ANN models. The models developed produced acceptable estimations of the mixture parameters.

Keywords

References

  1. NLA, Hydrated Lime – A Solution for High Performance Hot Mix Asphalt. Retrieved January 8, 2016, from http://www.lime.org/documents/publications/free_downloads/fact-asphalt.pdf
  2. Lesueur, D., Hydrated Lime: a Proven Additive for Durable Asphalt Pavements – Critical Literature Review, European Lime Association (EuLA) Ed., 2010, Brussels, Belgium, 2010.
  3. TSE, Turkish Standard 3720: Bituminous mixtures - Asphalt concrete - Mix design - Marshall method, 2010.
  4. Asphalt Institute, The Asphalt Handbook (MS-4), 7th. ed., Asphalt Institute: Lexington, 2007.
  5. Witczak, M., Bari, J., Development of a master curve (E*) database for lime modified asphaltic mixtures. Arizona State University Research Report, Tempe (Arizona, USA): Arizona State University, (July) 2004.
  6. Lesueur, D., Little, D., Effect of Hydrated Lime on Rheology, Fracture, and Aging of Bitumen. Transportation Research Record: Journal of the Transportation Research Board, 1661(-1), 93–105, 1999.
  7. Petersen, J. C., Plancher, H., Harnsberger, P. M., Lime Treatment of Asphalt to Reduce Age Hardening and Improve Flow Properties. Association of Asphalt Paving Technologists, 56-87, 632–653, 1987.
  8. Cross, S., Experimental Cold In-Place Recycling with Hydrated Lime. Transportation Research Record, 1684(1), 186–193, 1999.

Details

Primary Language

English

Subjects

Civil Engineering

Journal Section

Research Article

Authors

Mustafa Sinan Yardım
Yıldız Teknik Üniversitesi
0000-0003-0799-9294
Türkiye

Betül Değer Şitilbay This is me
Yıldız Teknik Üniversitesi
0000-0003-0723-9789
Türkiye

Selim Dündar *
Okan Üniversitesi
0000-0003-4433-1998
Türkiye

Publication Date

November 1, 2019

Submission Date

March 7, 2018

Acceptance Date

January 28, 2019

Published in Issue

Year 2019 Volume: 30 Number: 6

APA
Yardım, M. S., Değer Şitilbay, B., & Dündar, S. (2019). Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN. Teknik Dergi, 30(6), 9533-9559. https://doi.org/10.18400/tekderg.402816
AMA
1.Yardım MS, Değer Şitilbay B, Dündar S. Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN. Teknik Dergi. 2019;30(6):9533-9559. doi:10.18400/tekderg.402816
Chicago
Yardım, Mustafa Sinan, Betül Değer Şitilbay, and Selim Dündar. 2019. “Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN”. Teknik Dergi 30 (6): 9533-59. https://doi.org/10.18400/tekderg.402816.
EndNote
Yardım MS, Değer Şitilbay B, Dündar S (November 1, 2019) Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN. Teknik Dergi 30 6 9533–9559.
IEEE
[1]M. S. Yardım, B. Değer Şitilbay, and S. Dündar, “Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN”, Teknik Dergi, vol. 30, no. 6, pp. 9533–9559, Nov. 2019, doi: 10.18400/tekderg.402816.
ISNAD
Yardım, Mustafa Sinan - Değer Şitilbay, Betül - Dündar, Selim. “Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN”. Teknik Dergi 30/6 (November 1, 2019): 9533-9559. https://doi.org/10.18400/tekderg.402816.
JAMA
1.Yardım MS, Değer Şitilbay B, Dündar S. Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN. Teknik Dergi. 2019;30:9533–9559.
MLA
Yardım, Mustafa Sinan, et al. “Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN”. Teknik Dergi, vol. 30, no. 6, Nov. 2019, pp. 9533-59, doi:10.18400/tekderg.402816.
Vancouver
1.Mustafa Sinan Yardım, Betül Değer Şitilbay, Selim Dündar. Modelling the Effects of Hydrated Lime Additives on Asphalt Mixtures by Fuzzy Logic and ANN. Teknik Dergi. 2019 Nov. 1;30(6):9533-59. doi:10.18400/tekderg.402816

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