[HTML][HTML] Research and applications of artificial neural network in pavement engineering: a state-of-the-art review

X Yang, J Guan, L Ding, Z You, VCS Lee… - Journal of Traffic and …, 2021 - Elsevier
Given the great advancements in soft computing and data science, artificial neural network
(ANN) has been explored and applied to handle complicated problems in the field of …

Incorporating Artificial Intelligence Applications in Flexible Pavements: A Comprehensive Overview

S Ramadan, H Kassem, A ElKordi… - International Journal of …, 2024 - Springer
With the advancements witnessed in the domains of data science and soft computing,
researchers and practitioners have delved into the exploration and application of artificial …

Comparative analysis of strain-pulse-based loading frequencies for three types of asphalt pavements via field tests with moving truck axle loading

H Cheng, L Liu, L Sun, Y Li, Y Hu - Construction and Building Materials, 2020 - Elsevier
The asphalt-based pavement performance evaluation includes the derivation of the dynamic
moduli and loading frequencies of pavement layers under various traffic-and climatic …

Artificial neural network back-calculation of flexible pavements with sensitivity analysis using Garson's and connection weights algorithms

AR Ghanizadeh, N Heidarabadizadeh… - Innovative Infrastructure …, 2020 - Springer
The primary objective of this research was to develop a model to accurately predict the
modulus of flexible pavement layers from surface deflections measured using the falling …

Study on the viscoelastic behaviour of the modified asphalt containing multi-walled carbon nanotubes (MWCNTs) and crumb rubber (CR)

M Zheng, Y Liu, X Liu, W Zhang, F Wang… - Construction and Building …, 2021 - Elsevier
Asphalt binder plays an important role on the performance of asphalt mixture, especially for
the high-temperature performance. The purpose of this research is to investigate the …

Experimental investigation on fatigue characteristics of asphalt mixes with different automobile waste tyres as modifiers

TB Vishnu, K Lakshman Singh - Iranian Journal of Science and …, 2021 - Springer
The prime concern of this investigation was to assess the fatigue behaviour of asphalt
mixtures by the addition of waste rubber tyre obtained from different automobiles, in …

Effect of strain waveform modeling and loading frequency on the fatigue life of asphalt concrete

AR Ghanizadeh, M Fakhri, AT Amlashi… - … and Building Materials, 2025 - Elsevier
The fatigue life of asphalt mixes in laboratory tests is commonly determined by applying a
Sinusoidal or Haversine waveform with a specific frequency, while the pavement structure …

Performance properties of WMA modified binders and asphalt mixtures containing PPA/SBR polymer blends

R Babagoli, F Jalali… - Journal of Thermoplastic …, 2023 - journals.sagepub.com
The performance properties of asphalt binders and mixtures can be enhanced utilizing
several modifiers, including; Poly Phosphoric Acid (PPA), Warm Mix Asphalt (WMA) …

Neural fuzzy inference system-based weather prediction model and its precipitation predicting experiment

J Lu, S Xue, X Zhang, S Zhang, W Lu - Atmosphere, 2014 - mdpi.com
We propose a weather prediction model in this article based on neural network and fuzzy
inference system (NFIS-WPM), and then apply it to predict daily fuzzy precipitation given …

Investigating different approaches for evaluation of fatigue performance of warm mix asphalt mixtures

H Omrani, A Tanakizadeh, AR Ghanizadeh… - Materials and …, 2017 - Springer
Fatigue is one of two major performance issues in flexible pavements that caused by
repeated traffic loading. There are several methods for determination of fatigue life like 50 …