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相关论文: Remaining Useful Life Modelling with an Escalator …

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Escalator-related injuries threaten public health with the widespread use of escalators. The existing studies tend to focus on after-the-fact statistics, reflecting on the original design and use of defects to reduce the impact of…

计算机视觉与模式识别 · 计算机科学 2022-02-04 Zeyu Jiao , Huan Lei , Hengshan Zong , Yingjie Cai , Zhenyu Zhong

The paper deals with the problem of controlling the state of industrial devices according to the readings of their sensors. The current methods rely on one approach to feature extraction in which the prediction occurs. We proposed a…

机器学习 · 计算机科学 2023-01-13 Dmitry Zhevnenko , Mikhail Kazantsev , Ilya Makarov

Degradation modeling has traditionally relied on historical signals to estimate the behavior of the underlying degradation process. Many models assume that these historical signals are acquired under the same environmental conditions and…

应用统计 · 统计学 2014-12-04 Rensheng Zhou , Nicoleta Serban , Nagi Gebraeel

It is generally considered that a trustworthy autonomous planetary exploration rover must be able to operate safely and effectively within its environment. Central to trustworthy operation is the ability for the rover to recognise and…

机器人学 · 计算机科学 2024-07-08 Sarah Swinton , Euan McGookin , Douglas Thomson

Prognostic Health Management (PHM) is designed to assess and monitor the health status of systems, anticipate the onset of potential failure, and prevent unplanned downtime. In recent decades, collecting massive amounts of real-time sensor…

This paper presents a framework for estimating the remaining useful life (RUL) of mechanical systems. The framework consists of a multi-layer perceptron and an evolutionary algorithm for optimizing the data-related parameters. The framework…

机器学习 · 计算机科学 2019-05-16 David Laredo , Zhaoyin Chen , Oliver Schütze , Jian-Qiao Sun

We consider a physical asset consisting of complex systems, where the systems may require upgrades during the lifetime of the asset. In practice, the asset owner and system supplier can make the upgrade decisions together, requiring a…

最优化与控制 · 数学 2023-02-08 Fiona Sloothaak , Alp Akçay , Matthieu van der Heijden , Geert-Jan van Houtum

Remaining Useful Life (RUL) of an equipment or one of its components is defined as the time left until the equipment or component reaches its end of useful life. Accurate RUL estimation is exceptionally beneficial to Predictive Maintenance,…

机器学习 · 计算机科学 2019-04-16 Qiyao Wang , Shuai Zheng , Ahmed Farahat , Susumu Serita , Chetan Gupta

This study aims to develop a wearable device that collect health data from maintenance personnel and environmental conditions data in order to ensure the safety of the staff in industrial work areas where have different levels of risk…

信号处理 · 电气工程与系统科学 2019-03-08 Ersin Beberoglu , M. Tokmakci , A T. Ozdemir

Condition-Based Maintenance is pivotal in enabling the early detection of potential failures in engineering systems, where precise prediction of the Remaining Useful Life is essential for effective maintenance and operation. However, a…

机器学习 · 计算机科学 2024-06-21 Miguel Fernandes , Catarina Silva , Alberto Cardoso , Bernardete Ribeiro

Remaining useful life (RUL) prediction based on vibration signals is crucial for ensuring the safe operation and effective health management of rotating machinery. Existing studies often extract health indicators (HI) from time domain and…

信号处理 · 电气工程与系统科学 2024-06-26 Yunchong Long , Qinkang Pang , Guangjie Zhu , Junxian Cheng , Xiangshun Li

Many users are confronted multiple times daily with the choice of whether to take the stairs or the elevator. Whereas taking the stairs could be beneficial for cardiovascular health and wellness, taking the elevator might be more convenient…

It is not surprising that the idea of efficient maintenance algorithms (originally motivated by strict emission regulations, and now driven by safety issues, logistics and customer satisfaction) has culminated in the so-called…

信号处理 · 电气工程与系统科学 2019-12-06 Ehsan Taheri , Ilya Kolmanovsky , Oleg Gusikhin

Sensor-based degradation signals measure the accumulation of damage of an engineering system using sensor technology. Degradation signals can be used to estimate, for example, the distribution of the remaining life of partially degraded…

应用统计 · 统计学 2011-07-29 Rensheng R. Zhou , Nicoleta Serban , Nagi Gebraeel

By informing the onset of the degradation process, health status evaluation serves as a significant preliminary step for reliable remaining useful life (RUL) estimation of complex equipment. This paper proposes a novel temporal dynamics…

机器学习 · 计算机科学 2024-01-10 Anushiya Arunan , Yan Qin , Xiaoli Li , Chau Yuen

Prognostics is concerned with predicting the future health of the equipment and any potential failures. With the advances in the Internet of Things (IoT), data-driven approaches for prognostics that leverage the power of machine learning…

机器学习 · 计算机科学 2020-06-09 Qiyao Wang , Ahmed Farahat , Chetan Gupta , Haiyan Wang

Remaining Useful Life (RUL) estimation plays a critical role in Prognostics and Health Management (PHM). Traditional machine health maintenance systems are often costly, requiring sufficient prior expertise, and are difficult to fit into…

机器学习 · 计算机科学 2022-12-13 Zhi Lai , Mengjuan Liu , Yunzhu Pan , Dajiang Chen

Assessing the physical condition in rehabilitation scenarios is a challenging problem, since it involves Human Activity Recognition (HAR) and kinematic analysis methods. In addition, the difficulties increase in unconstrained rehabilitation…

人机交互 · 计算机科学 2022-12-13 Asma Bensalah , Jialuo Chen , Alicia Fornés , Cristina Carmona-Duarte , Josep Lladós , Miguel A. Ferrer

The great majority of engineered products are subject to thermo-mechanical loads which vary with the product environment during the various phases of its life-cycle (machining, assembly, intended service use...). Those load variations may…

经典物理 · 物理学 2009-05-07 Guillaume Mandil , Alain Desrochers , Alain Rivière

Early prediction of remaining useful life (RUL) is crucial for effective battery management across various industries, ranging from household appliances to large-scale applications. Accurate RUL prediction improves the reliability and…

机器学习 · 计算机科学 2023-08-08 Dhruv Mittal , Hymalai Bello , Bo Zhou , Mayank Shekhar Jha , Sungho Suh , Paul Lukowicz
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