中文
相关论文

相关论文: Machine Learning Based Analysis and Quantification…

200 篇论文

Based on the Langevin equation it has been proposed to obtain power curves for wind turbines from high frequency data of wind speed measurements u(t) and power output P (t). The two parts of the Langevin approach, power curve and drift…

数据分析、统计与概率 · 物理学 2015-11-09 Tanja A. Mücke , Matthias Wächter , Patrick Milan , Joachim Peinke

Achieving net zero carbon emissions by 2050 requires the integration of increasing amounts of wind power into power grids. This energy source poses a challenge to system operators due to its variability and uncertainty. Therefore, accurate…

机器学习 · 计算机科学 2024-02-23 Julie Keisler , Etienne Le Naour

Wind power plays an increasingly significant role in achieving the 2050 Net Zero Strategy. Despite its rapid growth, its inherent variability presents challenges in forecasting. Accurately forecasting wind power generation is one key demand…

应用统计 · 统计学 2025-05-13 Tao Shen , Jethro Browell , Daniela Castro-Camilo

Contemporary theories and models for electric power system stability are predicated on a widely held assumption that the mechanical inertia of the rotating mass of synchronous generators provides the sole contribution to stable and…

系统与控制 · 电气工程与系统科学 2024-01-31 Amirhossein Sajadi , Bri-Mathias Hodge

The paper deals with the modelling and control of a double winded induction generator. The controlled process is an induction generator with distinct excitation winding. At the generator terminal is connected a load (electrical consumer).…

系统与控制 · 计算机科学 2018-07-23 Iosif Szeidert , Ioan Filip , Octavian Prostean , Cristian Vasar

Diagnosis of ice accretion on wind turbine blades is all the time a hard nut to crack in condition monitoring of wind farms. Existing methods focus on mechanism analysis of icing process, deviation degree analysis of feature engineering.…

机器学习 · 计算机科学 2025-01-20 Wenqian Jiang , Junyang Jin

In this paper we address the growing concerns of wind power integration from the perspective of power system dynamics and stability. We propose a new retrofit control technique where an additional controller is designed at the doubly-fed…

系统与控制 · 计算机科学 2017-02-23 Tomonori Sadamoto , Aranya Chakrabortty , Takayuki Ishizaki , Jun-ichi Imura

Wind is one kind of high-efficient, environmentally-friendly and cost-effective energy source. Wind power, as one of the largest renewable energy in the world, has been playing a more and more important role in supplying electricity. Though…

计算工程、金融与科学 · 计算机科学 2024-01-02 Wei Fan , Yanjie Fu , Shun Zheng , Jiang Bian , Yuanchun Zhou , Hui Xiong

Power plant is a complex and nonstationary system for which the traditional machine learning modeling approaches fall short of expectations. The ensemble-based online learning methods provide an effective way to continuously learn from the…

机器学习 · 计算机科学 2017-10-23 Rui Xu , Yunwen Xu , Weizhong Yan

Accurate wind speed prediction is crucial for designing and selecting sites for offshore wind farms. This paper investigates the effectiveness of various machine learning models in predicting offshore wind power for a site near the Gulf of…

信号处理 · 电气工程与系统科学 2025-03-19 Linhan Fang , Fan Jiang , Ann Mary Toms , Xingpeng Li

Measurement-rich power distribution networks may enable distribution system operators (DSOs) to adopt model-less and measurement-based monitoring and control of distributed energy resources (DERs) for mitigating grid issues such as…

系统与控制 · 电气工程与系统科学 2022-08-03 Rahul Gupta , Fabrizio Sossan , Mario Paolone

The increasing integration of large-scale volatile and uncertain wind generation has brought great challenges to power system operations. In this paper, a risk-based admissibility assessment approach is proposed to quantitatively evaluate…

最优化与控制 · 数学 2015-10-29 Cheng Wang , Feng Liu , Jianhui Wang , Wei Wei , Shengwei Mei

Each year a growing number of wind farms are being added to power grids to generate electricity. The power curve of a wind turbine, which exhibits the relationship between generated power and wind speed, plays a major role in assessing the…

神经与进化计算 · 计算机科学 2021-06-10 Farzad Karami , Nasser Kehtarnavaz , Mario Rotea

Vertical-axis wind turbines (VAWTs) have garnered increasing attention in the field of renewable energy due to their unique advantages over traditional horizontal-axis wind turbines (HAWTs). However, traditional VAWTs including Darrieus and…

信号处理 · 电气工程与系统科学 2025-01-31 Huan Liu , Richard D. James

The understanding of interaction effects between marine energy converters represents the next step in the research process that should eventually lead to the deployment of such devices. Although some a priori considerations have been…

流体动力学 · 物理学 2013-10-21 Paul Mycek , Benoît Gaurier , Grégory Germain , Grégory Pinon , Elie Rivoalen

As field-programmable gate arrays become prevalent in critical application domains, their power consumption is of high concern. In this paper, we present and evaluate a power monitoring scheme capable of accurately estimating the runtime…

硬件体系结构 · 计算机科学 2020-09-04 Zhe Lin , Sharad Sinha , Wei Zhang

The meteorological conditions markedly affect the energy efficiencies and cost/power rate of the wind turbines. This study numerically investigates the performance of the National Renewable Energy Laboratory (NREL) Phase VI wind turbine,…

流体动力学 · 物理学 2023-04-14 J. Zare , S. E. Hosseini , M. R. Rastan

A purely analytical wake model for wind turbines is derived, anchored exclusively in physical interactions between atmospheric turbulence and turbine dynamics, and thus inherently accounting for atmospheric stratification. Unlike empirical…

大气与海洋物理 · 物理学 2025-10-21 Emeline Noël , Erwan Jézéquel , Pierre-Antoine Joulin

Reducing the energy consumption of mobile phones is a crucial design goal for cellular modem solutions for LTE and 5G standards. In addition to improving the power efficiency of components through structural and technological advances,…

网络与互联网体系结构 · 计算机科学 2019-07-08 Peter Brand , Joachim Falk , Jonathan Ah Sue , Johannes Brendel , Ralph Hasholzner , Jürgen Teich

The prediction of electrical power in combined cycle power plants is a key challenge in the electrical power and energy systems field. This power output can vary depending on environmental variables, such as temperature, pressure, and…

信号处理 · 电气工程与系统科学 2019-08-06 Jesus L. Lobo , Igor Ballesteros , Izaskun Oregi , Javier Del Ser