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相关论文: A Scalable Predictive Maintenance Model for Detect…

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Automatic fault detection (AFD) is a key technology to optimize the Operation and Maintenance of photovoltaic (PV) systems portfolios. A very common approach to detect faults in PV systems is based on the comparison between measured and…

In this paper, the highly acknowledged advantages of the Model Predictive Control (MPC) approach are utilized to regulate the wind turbines' output power in the partial load region. In this region, the purpose of the designed controller is…

系统与控制 · 电气工程与系统科学 2019-11-11 Kamyar Ghanbarpour , Farhad Bayat , Abolfazl Jalilvand

Failure of mission-critical equipment interrupts production and results in monetary loss. The risk of unplanned equipment downtime can be minimized through Predictive Maintenance of revenue generating assets to ensure optimal performance…

机器学习 · 计算机科学 2020-07-08 Kevin Shen Hoong Ong , Dusit Niyato , Chau Yuen

Wind turbines are subjected to continuous rotational stresses and unusual external forces such as storms, lightning, strikes by flying objects, etc., which may cause defects in turbine blades. Hence, it requires a periodical inspection to…

计算机视觉与模式识别 · 计算机科学 2024-01-02 Md Fazle Rabbi , Solayman Hossain Emon , Ehtesham Mahmud Nishat , Tzu-Liang , Tseng , Atira Ferdoushi , Chun-Che Huang , Md Fashiar Rahman

In the era of the fourth industrial revolution, it is essential to automate fault detection and diagnosis of machineries so that a warning system can be developed that will help to take an appropriate action before any catastrophic damage.…

系统与控制 · 电气工程与系统科学 2024-01-31 Abu Hanif Md. Ripon , Muhammad Ahsan Ullah , Arindam Kumar Paul , Md. Mortaza Morshed

Wind energy's ability to compete with fossil fuels on a market level depends on lowering wind's high operational costs. Since damages on wind turbine blades are the leading cause for these operational problems, identifying blade damages is…

人工智能 · 计算机科学 2022-05-24 Linh Nguyen , Akshay Iyer , Shweta Khushu

Predictive maintenance has been used to optimize system repairs in the industrial, medical, and financial domains. This technique relies on the consistent ability to detect and predict anomalies in critical systems. AI models have been…

In this paper, the variable wind power is incorporated into the dynamic model for long-term stability analysis. A theory-based method is proposed for power systems with wind power to conduct long-term stability analysis, which is able to…

系统与控制 · 计算机科学 2016-11-15 Xiaozhe Wang , Hsiao-Dong Chiang , Jianhui Wang , Hui Liu , Tao Wang

Machine maintenance is a challenging operational problem, where the goal is to plan sufficient preventive maintenance to avoid machine failures and overhauls. Maintenance is often imperfect in reality and does not make the asset as good as…

综合经济学 · 经济学 2022-06-06 Toon Vanderschueren , Robert Boute , Tim Verdonck , Bart Baesens , Wouter Verbeke

Unit maintenance and unit commitment are two critical and interrelated aspects of electric power system operation, both of which face the challenge of coordinating efforts to enhance reliability and economic performance. This challenge…

系统与控制 · 电气工程与系统科学 2024-12-03 Hongrui Lu , Yuxiong Huang , Tong He , Gengfeng Li

Predicting failures and maintenance time in predictive maintenance is challenging due to the scarcity of comprehensive real-world datasets, and among those available, few are of time series format. This paper introduces a real-world,…

机器学习 · 计算机科学 2025-03-11 Zahra Kharazian , Tony Lindgren , Sindri Magnússon , Olof Steinert , Oskar Andersson Reyna

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

With the rapid growth of wind power penetration, wind farms (WFs) are required to implement frequency regulation that active power control to track a given power reference. Due to the wake interaction of the wind turbines (WTs), there is…

系统与控制 · 电气工程与系统科学 2023-08-31 Cheng Zhong , Yicheng Ding , Husai Wang , Jikai Chen , Jian Wang , Yang Li

This paper presents a new active power control algorithm designed to maximize the power reserve of the individual turbines in a farm, in order to improve the tracking accuracy of a power reference signal. The control architecture is based…

流体动力学 · 物理学 2023-07-11 Simone Tamaro , Carlo L. Bottasso

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…

Short term load forecasting has an essential medium for the reliable, economical and efficient operation of the power system. Most of the existing forecasting approaches utilize fixed statistical models with large historical data for…

信号处理 · 电气工程与系统科学 2019-05-21 Irfan Ahmad Khan , Adnan Akber , Yinliang Xu

Industry 4.0 has become a driver for the entire manufacturing industry. Smart systems have enabled 30% productivity increases and predictive maintenance has been demonstrated to provide a 50% reduction in machine downtime. So far, the…

系统与控制 · 电气工程与系统科学 2023-04-11 Taner Dosluoglu , Martin MacDonald

This paper addresses the problem of predicting a wind farm's power generation when no or few statistical data is available. The study is based on a time-series wind speed model and on a simple dynamic model of a DFIG wind turbine including…

应用统计 · 统计学 2008-12-18 Herman Bayem , Yannick Phulpin , Philippe Dessante , Julien Bect

This article presents the applicability of Permutation Entropy based complexity measure of a time series for detection of fault in wind turbines. A set of electrical data from one faulty and one healthy wind turbine were analysed using…

适应与自组织系统 · 物理学 2016-01-21 Sumit Kumar Ram , Geir Kulia , Marta Molinas

Maintenance is an important activity in industry. It is performed either to revive a machine/component or to prevent it from breaking down. Different strategies have evolved through time, bringing maintenance to its current state:…

软件工程 · 计算机科学 2017-06-27 Wiem Elghazel , Jacques M. Bahi , Christophe Guyeux , Mourad Hakem , Kamal Medjaher , Noureddine Zerhouni