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Mechanical Performance and Predictive Modeling of Hot Mix Asphalt Modified with Nanoclay Cover

Mechanical Performance and Predictive Modeling of Hot Mix Asphalt Modified with Nanoclay

Open Access
|Jun 2026

Figures & Tables

Figure 1:

The gradation of Binder Course

Figure 2:

(a) AFM image of nanoclay platelets; (b) particle size distribution of the nanoclay

Figure 3:

Marshall test setup

Figure 4:

Indirect tensile strength (ITS) test setup

Figure 5:

Compressive strength test setup

Figure 6:

Resilient modulus (MR) test setup

Figure 7:

ANN Model Architecture for MR Prediction

Figure 8:

Influence of varying nanoclay dosages on Marshall stability, flow characteristics, and (O.A.C)

Figure 9:

Effect of Nanoclay Content on (a) Marshall Stiffness; (b) Indirect Tensile Strength; and (c) Compressive Strength

Figure 10:

Effect of nanoclay content and temperature on resilient modulus (Mr) of asphalt mixtures

Figure 11:

Comparison between actual and predicted MR values using the trained ANN model

Fine and Coarse Aggregate Properties

Property EvaluatedASTM StandardResultsSCRB Standard Range
Coarse Aggregate
Bulk Specific Gravity(ASTM C128)2.62---
Water Absorption [%](ASTM C127)0.55---
Los Angeles Abrasion [%](ASTM C131)17.830 Max
Fine Aggregate
Bulk Specific Gravity(ASTM C128)2.632---
Water Absorption [%](ASTM C127)0.79---

Marshall Properties at Different Nanoclay Levels

MixtureOptimum Asphalt Content [%]Marshall Stability [kN]Flow [mm]Bulk density [g/cm3]Air Voids [%]Voids in Mineral Aggregate [%]Voids Filled with Asphalt [%]Marshall Stiffness [kN/mm]
No.1 (0 % NC)4.7211.513.782.371413.8071.113.05
No.2 (2% NC)4.9412.613.392.360414.3772.133.72
No.3 (4% NC)5.0213.453.262.358414.5472.354.13
No.4 (6% NC)5.1114.633.602.356414.7272.623.98

Characteristics of the limestone dust

Property EvaluatedResult ObtainedSCRB Standard Range
Specific Gravity2.711---
Passing 0.075 [mm], %9970–100

Lab Evaluation of Asphalt Binder

PropertyUnitResultsSCRB Standard RangeASTM Standard
Penetration (25 [°C], 100 [g], 5 [sec])0.1 mm4340–50D5
Ductility (25 [°C], 5 [cm/min])cm159100 Min.D113
Softening Point (Ring& Ball)°C53-D36
Flash point (Cleveland open Cup)°C265232 Min.D92
Specific Gravity @25 [°C]---1.044-D70
After conducting the Thin-Film Oven Test (ASTM D 1754)
Retained Penetration [% of original]%6555 Min.D5
Ductility (25 [°C], 5 [cm/min])cm78>25D113
DOI: https://doi.org/10.2478/cee-2026-0030 | Journal eISSN: 2199-6512 | Journal ISSN: 1336-5835
Language: English
Page range: 643 - 656
Submitted on: Aug 7, 2025
Accepted on: Sep 21, 2025
Published on: Jun 19, 2026
Published by: University of Žilina
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2026 Madyan Al-Attar, Mohammed Ismael, published by University of Žilina
This work is licensed under the Creative Commons Attribution 4.0 License.