Experimental evaluation of tire tread wear detection using machine learning in real-road driving conditions

JY Han, JH Kwon, S Lee, KC Lee, HJ Kim - IEEE Access, 2023 - ieeexplore.ieee.org
The accurate detection of tire tread wear plays an important role in preventing tire-related
accidents. In previous studies, tire wear detection is performed by interpreting mathematical …

Design and Implementation of Energy-Efficient Wireless Tire Sensing System with Delay Analysis for Intelligent Vehicles

S Mishra, JM Liang - IEEE Transactions on Intelligent Vehicles, 2024 - ieeexplore.ieee.org
The growing prevalence of Internet of Things (IoT) technologies has led to a rise in the
popularity of intelligent vehicles that incorporate a range of sensors to monitor various …

Predictive Maintenance for Commercial Vehicles Tyres Using Machine Learning

N Sharma, M Kalra - 2022 13th International Conference on …, 2022 - ieeexplore.ieee.org
Tyre Maintenance is one of the most common issues on the road which causes fleet owners
to lag in on-time delivery. The tyre is the main component of the vehicle. It is always required …

Intelligent recognition system of in-service tire damage driven by strong combination augmentation and contrast fusion

D Shen, J Cao, P Liu, J Guo - Neural Computing and Applications, 2025 - Springer
With the advancement of computer technology, dynamic detection of damage to tire in-
service has become feasible. However, current methods often struggle with accuracy …

[HTML][HTML] Predicting the Wear Amount of Tire Tread Using 1D− CNN

H Park, J Seo, K Kim, T Kim - Sensors, 2024 - mdpi.com
Since excessively worn tires pose a significant risk to vehicle safety, it is crucial to monitor
tire wear regularly. This study aimed to verify the efficient tire wear prediction algorithm …

Forecasting Future Trajectories in Rubber Technology Using Machine Learning

TA Mir, D Banerjee, R Chauhan… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
In the abstract, To achieve optimal performance and reliability, rubber product manufacturers
must implement severe quality control techniques. In this paper, researchers suggest and …

Wear Estimation of an Intelligent Tire Using Machine Learning

한준영, 권지훈, 김형준, 이석 - Journal of the Korean Society for …, 2023 - dbpia.co.kr
Tire-related crashes account for a large proportion of all types of car accidents. The causes
of tire-related accidents are inappropriate tire temperature, pressure, and wear. Although …

Predicting Motorcycle Tire Failure with Deep Learning

JG Ebron, KM Paliso, GAC Reyes… - … Conference on ICT …, 2024 - ieeexplore.ieee.org
Motorcycle tire maintenance is crucial for preventing accidents in the Philippines, where
motorcycles are a primary mode of transportation. This study proposes a deep learning …

Portable Device for Faster Tire Tread Depth Estimation Using Linear CCD Sensors

DNA Alves, A dos Santos, BG Ferreira… - 2024 XIV Brazilian …, 2024 - ieeexplore.ieee.org
To improve safety and efficiency of land vehicles, such as cars and trucks, frequent tire
inspections are necessary. Regular checks of tire tread depths help prevent accidents and …