journal article·2026-07-01

Acoustic Emission–Based Statistical Modeling of Low-Temperature Damage in Steel Slag and Crumb Rubber–Modified Asphalt Mixture

Lan Wang, Tao Li, Minda Ren, Zhihua Xue, Jianing Wu, Wei Wang

Journal of Testing and Evaluation· Volume 54· Issue 4
Publisher page

Abstract

ABSTRACT The utilization of steel slag as aggregate in asphalt pavement construction offers environmental benefits by reducing land resource occupation and substituting natural aggregates, contributing to sustainable development. However, in seasonally frozen regions, asphalt pavements are prone to low-temperature cracking due to freeze-thaw (F-T) cycles, significantly shortening their service life. This study employed acoustic emission (AE) to monitor the semicircular bending failure process in real time for steel-slag and crumb rubber–modified asphalt mixtures (SAMs) conditioned in aqueous and saline (8 % sodium chloride) environments. By coupling AE parameters (ring count, energy, b-value) with mechanical responses, we quantitatively characterized the multiscale damage evolution from crack initiation to interfacial failure. A Weibull-based statistical damage model was developed to describe deterioration under combined environmental and mechanical effects. Results show that as F-T cycles increase (0, 5, 10, 20), the fracture energy of SAM decreases by 20 to 50 %, with saline conditioning causing 14 % greater degradation than water conditioning. Rapid increases in AE ring count indicate interfacial debonding, whereas declines in b-value mark the transition from microcrack accumulation to macrocrack dominance. The proposed model effectively captures nonlinear damage evolution under F-T and mechanical loading, providing a framework for designing crack-resistant, durable steel slag asphalt pavements in cold regions.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Asphalt Pavement Performance Evaluation · Climate change and permafrost · Innovative concrete reinforcement materials

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

Affiliations

School of Civil Engineering, Inner Mongolia University of Technology, Inner Mongolia Key Laboratory of Green Construction and Intelligent Operation and Maintenance of Civil Engineering 1 , Hohhot 010051 ,

School of Civil Engineering, Inner Mongolia University of Technology 2 , No. 49 Aimin St., Xincheng District, Hohhot 010051 ,

School of Civil Engineering, Inner Mongolia University of Technology, Inner Mongolia Key Laboratory of Green Construction and Intelligent Operation and Maintenance of Civil Engineering 3 , No. 49 Aimin St., Xincheng District, Hohhot 010051 ,

School of Science, Inner Mongolia University of Technology 4 , No. 49 Aimin St., Xincheng District, Hohhot 010051 ,

Key Laboratory of Urban Security and Disaster Engineering of Ministry of Education, Beijing University of Technology 5 , Beijing 100124 ,

Funding

National Natural Science Foundation of China · Natural Science Foundation of Inner Mongolia Autonomous Region

References (39)

Show source-provided references
1. Study of Toxicity Assessment of Heavy Metals from Steel Slag and Its Asphalt Mixture10.3390/ma13122768 ↗
2. Mechanism of Reinforced Interfacial Adhesion between Steel Slag and Highly Devulcanized Waste Rubber Modified Asphalt and Its Influence on the Volume Stability in Steel Slag Asphalt Mixture10.1016/j.conbuildmat.2024.138129 ↗
3. Comprehensive Analysis of the Environmental Impact of Electric Arc Furnace Steel Slag on Asphalt Mixtures10.1016/j.jclepro.2020.123121 ↗
4. Material Characterization and Performance Evaluation of Asphalt Mixture Incorporating Basic Oxygen Furnace Slag (BOF) Sludge10.1016/j.conbuildmat.2017.04.131 ↗
5. Fracture Behavior of Permeable Asphalt Mixtures with Steel Slag under Low Temperature Based on Acoustic Emission Technique10.3390/s20185090 ↗
6. Microwave Heating Moment, Thermal Characteristics, and Structural Variations of Different Steel Slag Asphalt Mixtures Suffered from Freeze-Thaw Damage10.1016/j.coldregions.2023.104028 ↗
7. Innovative Use of Industrially Produced Steel Slag Powders in Asphalt Mixture to Replace Mineral Fillers10.1016/j.jclepro.2022.131124 ↗
8. Mechanical Performance and Environmental Assessment of Porous Asphalt Mixtures Produced with EAF Steel Slags and RAP Aggregates10.1016/j.conbuildmat.2023.132889 ↗
9. Effect of Salt Freeze–Thaw Cycle on Crack Resistance of Steel Slag Rubber Powder Modified Asphalt Mixture10.1061/JMCEE7.MTENG-16563 ↗
10. Use of Steel Slag as Sustainable Construction Materials: A Review of Accelerated Carbonation Treatment10.1016/j.resconrec.2021.105740 ↗
11. Use of Steel Slag as an Alternative to Aggregate and Filler in Road Pavements10.3390/ma14020345 ↗
12. Fracture Properties of Asphalt Mixtures Using Semi-circular Bending Test: A State-of-the-Art Review and Future Research10.1016/j.conbuildmat.2015.12.046 ↗
13. Fracture Properties of Asphalt Mixtures Containing Electric Arc Furnace Slag at Low and Intermediate Temperatures10.1016/j.conbuildmat.2019.117965 ↗
14. Low-Temperature Performance Improvement Strategies for High RAP Content Recycled Asphalt Mixtures: Focus on RAP Gradation Variability and Mixing Process10.1016/j.fuel.2025.134362 ↗
15. Fracture Properties of Asphalt Mixtures Containing High Content of Reclaimed Asphalt Pavement (RAP) and Eco-Friendly PET Additive at Low Temperature10.1016/j.conbuildmat.2024.138426 ↗
16. High-Quality Utilization of Reclaimed Asphalt Pavement (RAP) in Asphalt Mixture with the Enhancement of Steel Slag and Epoxy Asphalt10.1016/j.conbuildmat.2024.137963 ↗
17. Studying the Dynamic Damage Failure of Concrete Based on Acoustic Emission10.1016/j.conbuildmat.2017.05.054 ↗
18. Machine Learning-Based Approach for Fatigue Crack Growth Prediction Using Acoustic Emission Technique10.1111/ffe.14032 ↗
19. Machine Learning-Based Acoustic Emission Technique for Corrosion-Induced Damage Monitoring in Reinforced Concrete Structures10.1016/j.engappai.2024.109121 ↗
20. Research on Characterization of Asphalt Pavement Performance by Acoustic Emission Technology10.1007/s42947-021-00142-x ↗
21. Fracture Damage Properties of SBS-Modified Asphalt Mixtures Reinforced with Basalt Fiber after Freeze-Thaw Cycles Using the Acoustic Emission Approach10.3390/app10093301 ↗
22. Use of Acoustic Emission for Exploring Characteristics and Behaviors of Mixed-Mode Fracture Process of Asphalt Mixtures10.1617/s11527-022-02030-7 ↗
23. Rheology Investigation of Crumb Rubber Modified Asphalt Binders10.1007/s12205-010-1020-9 ↗
24. Effect of Addition of Dry Crumb Rubber on the Performance of Terminal Blend Crumb Rubber Modified Asphalt Mixtures10.3141/2633-11 ↗
25. Variance Analysis and Performance Evaluation of Different Crumb Rubber Modified (CRM) Asphalt10.1016/j.conbuildmat.2008.12.009 ↗
26. Acoustic Emission Wave Velocity Measurement of Asphalt Mixture by Arbitrary Wave Method10.3390/app11188505 ↗
27. Acoustic Emission Parameters and Waveforms Characteristics of Fracture Failure Process of Asphalt Mixtures10.1016/j.conbuildmat.2019.04.150 ↗
28. Acoustic Emission Propagation Characteristics and Damage Source Localization of Asphalt Mixtures10.1016/j.conbuildmat.2020.119086 ↗
29. Reinforcement Evaluation of Different Fibers on Fracture Resistance of Asphalt Mixture Based on Acoustic Emission Technique10.1016/j.conbuildmat.2021.125606 ↗
30. The b-Value Analysis for the Stability Investigation of the Ancient Athena Temple in Syracuse10.1111/j.1475-1305.2008.00602.x ↗
31. Accelerated Stochastic Damage Modeling of the Long-Term Moisture Effect on Hot-Mix Asphalt10.1016/j.conbuildmat.2021.123692 ↗
32. Compressive Mechanical Properties of Self-Expanding Grouting Materials with Different Densities10.1016/j.conbuildmat.2022.127308 ↗
33. Influence of Different Corrosion Environments on Mechanical Properties of a Roadbed Rehabilitation Polyurethane Grouting Material under Uniaxial Compression10.1016/j.conbuildmat.2021.124092 ↗
34. Feasibility and Performance of the Semi-circular Bending Test in Evaluating the Low-Temperature Performance of Asphalt Mortar10.1016/j.conbuildmat.2020.121305 ↗
35. Low-Temperature Crack Resistance of Coal Gangue Powder And Polyester Fibre Asphalt Mixture10.1016/j.conbuildmat.2019.117678 ↗
36. Investigation of the Accuracy of Fracture Energy in Evaluating the Low-Temperature Cracking Performance of Asphalt Mixture10.1061/(ASCE)MT.1943-5533.0004353 ↗
37. Effect of Asphalt Film Thickness on Asphalt–Aggregate Adhesion under Aging10.1061/JMCEE7.MTENG-16191 ↗
38. Investigation of Low Temperature Cracking in Asphalt Mixtures by Acoustic Emission10.1080/14680629.2006.9690048 ↗
39. Identification of Damage Mechanisms of Polymer-Concrete in Direct Shearing Tests by Acoustic Emission10.1016/j.conbuildmat.2022.128813 ↗