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Tool flank wear monitoring can minimize machining downtime costs while increasing productivity and product quality. In some industrial applications, only a limited level of tool wear is allowed to attain necessary tolerances. It may become…

信号处理 · 电气工程与系统科学 2022-12-29 D. Bilgili , G. Kecibas , C. Besirova , M. R. Chehrehzad , G. Burun , T. Pehlivan , U. Uresin , E. Emekli , I. Lazoglu

As an integral part of contemporary manufacturing, monitoring systems obtain valuable information during machining to oversee the condition of both the process and the machine. Recently, diverse algorithms have been employed to detect tool…

机器学习 · 计算机科学 2024-10-10 Zongshuo Li , Markus Meurer , Thomas Bergs

Reliable and cost-effective maintenance is essential for railway safety, particularly at the wheel-rail interface, which is prone to wear and failure. Predictive maintenance frameworks increasingly leverage sensor-generated time-series…

机器学习 · 计算机科学 2026-02-19 Afonso Lourenço , Francisca Osório , Diogo Risca , Goreti Marreiros

There is an emerging trend in applying deep learning methods to control complex nonlinear systems. This paper considers enhancing the runtime safety of nonlinear systems controlled by neural networks in the presence of disturbance and…

系统与控制 · 电气工程与系统科学 2024-03-26 Jianglin Lan , Siyuan Zhan , Ron Patton , Xianxian Zhao

Rail transportation success depends on efficient maintenance to avoid delays and malfunctions, particularly in rural areas with limited resources. We propose a cost-effective wireless monitoring system that integrates sensors and machine…

Track geometry monitoring is essential for maintaining the safety and efficiency of railway operations. While Track Recording Cars (TRCs) provide accurate measurements of track geometry indicators, their limited availability and high…

系统与控制 · 电气工程与系统科学 2026-05-29 Huy Truong-Ba , Jacky Chin , Michael E. Cholette , Pietro Borghesani

The concept of intelligent tires has drawn attention of researchers in the areas of autonomous driving, advanced vehicle control, and artificial intelligence. The focus of this paper is on intelligent tires and the application of machine…

系统与控制 · 电气工程与系统科学 2020-12-14 Nan Xu , Hassan Askari , Yanjun Huang , Jianfeng Zhou , Amir Khajepour

Tire slip angle is a vital parameter in tire/vehicle dynamics and control. This paper proposes an accurate estimation method by the fusion of intelligent tire technology and machine-learning techniques. The intelligent tire is equipped by…

系统与控制 · 电气工程与系统科学 2020-10-16 Nan Xu , Yanjun Huang , Hassan Askari , Zepeng Tang

The electrification of powertrains is rising as the objective for a more viable future is intensified. To ensure continuous and reliable operation without undesirable malfunctions, it is essential to monitor the internal temperatures of…

机器学习 · 计算机科学 2025-04-29 Panagiotis Kakosimos

Accurate tire modeling is crucial for optimizing autonomous racing vehicles, as state-of-the-art (SotA) model-based techniques rely on precise knowledge of the vehicle's parameters. Yet, system identification in dynamic racing conditions is…

机器人学 · 计算机科学 2025-02-06 Onur Dikici , Edoardo Ghignone , Cheng Hu , Nicolas Baumann , Lei Xie , Andrea Carron , Michele Magno , Matteo Corno

The railpad is a key element in railway infrastructures that plays an essential role in the train-track dynamics. Presence of worn or defective railpads along railway track may lead to large wheel/rail interaction forces, and a high rate of…

系统与控制 · 电气工程与系统科学 2021-01-08 Pegah Barkhordari , Roberto Galeazzi , Mogens Blanke

Accurate estimation of the tire slip ratio is critical for vehicle safety, as it is necessary for vehicle control purposes. In this paper, an intelligent tire system is presented to develop a novel slip ratio estimation model using machine…

机器学习 · 计算机科学 2022-01-25 Nan Xu , Zepeng Tang , Hassan Askari , Jianfeng Zhou , Amir Khajepour

Learning-based model predictive control has emerged as a powerful approach for handling complex dynamics in mechatronic systems, enabling data-driven performance improvements while respecting safety constraints. However, when computational…

系统与控制 · 电气工程与系统科学 2025-12-19 Mark Benazet , Francesco Ricca , Dario Bralla , Melanie N. Zeilinger , Andrea Carron

We develop data-driven algorithms to fully automate sensor fault detection in systems governed by underlying physics. The proposed machine learning method uses a time series of typical behavior to approximate the evolution of measurements…

Railway running gears with independently rotating wheels (IRW) can significantly improve wear figures, comfort, and safety in railway transportation, but certain measures for wheelset stabilization are required. This is one reason why the…

系统与控制 · 电气工程与系统科学 2024-06-21 Jan-Hendrik Ewering , Christoph Schwarz , Simon F. G. Ehlers , Hans-Georg Jacob , Thomas Seel , Andreas Heckmann

The railway industry is searching for new ways to automate a number of complex train functions, such as object detection, track discrimination, and accurate train positioning, which require the artificial perception of the railway…

计算机视觉与模式识别 · 计算机科学 2023-03-01 Gianluca D'Amico , Mauro Marinoni , Federico Nesti , Giulio Rossolini , Giorgio Buttazzo , Salvatore Sabina , Gianluigi Lauro

Vibration-based condition monitoring techniques are commonly used to detect and diagnose failures of rolling bearings. Accuracy and delay in detecting and diagnosing different types of failures are the main performance measures in condition…

信号处理 · 电气工程与系统科学 2022-08-15 Sulaiman Aburakhia , Ryan Myers , Abdallah Shami

The number of electrified powertrains is ever increasing today towards a more sustainable future; thus, it is essential that unwanted failures are prevented, and a reliable operation is secured. Monitoring the internal temperatures of…

机器学习 · 计算机科学 2025-04-28 Dinan Li , Panagiotis Kakosimos

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 aspects, such as driving speed, fuel usage, distance…

新兴技术 · 计算机科学 2024-05-28 Shashank Mishra , Jia-Ming Liang

The tactile sensation of clothing is critical to wearer comfort. To reveal physical properties that make clothing comfortable, systematic collection of tactile data during sliding motion is required. We propose a robotic arm-based system…

机器人学 · 计算机科学 2025-11-18 Michikuni Eguchi , Takekazu Kitagishi , Yuichi Hiroi , Takefumi Hiraki
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