An Integrated Numerical and Experimental Study of Wind-Driven Water Film Flow Dynamics Pertinent to Wind Turbine Icing Phenomena

项目来源

美国国家科学基金(NSF)

项目主持人

Ping He

项目受资助机构

Iowa State University

财政年度

2025,2024

立项时间

未公开

项目编号

2415347

研究期限

未知 / 未知

项目级别

国家级

受资助金额

1241800.00美元

学科

未公开

学科代码

未公开

基金类别

Standard Grant

关键词

Special Initiatives ; EXP PROG TO STIM COMP RES

参与者

Hui Hu

参与机构

IOWA STATE UNIVERSITY OF SCIENCE AND TECHNOLOGY

项目标书摘要:Wind energy is the largest renewable and carbon-free energy source.While over one-third of wind turbines are installed in cold climate regions,wind turbine icing is found to cause significant power loss and additional maintenance and operational costs,valued up to billions of dollars in the fast-growing wind energy market.The overarching goal of this project is to advance understanding of the complex multiphase flow dynamics pertinent to wind turbine icing phenomena under real-world conditions.The new knowledge will facilitate the development of effective and robust de-/anti-icing systems to ensure safer and more efficient wind turbine operations in cold climates.In the long term,this project is expected to benefit the nation’s economy and promote a zero-emission and environment-friendly society.In addition,this proposed program will create new course modules,organize summer workshops,develop outreach programs for kindergarten through 12th-grade students and teachers,and broaden participation in engineering research.The research objective of this project is to better understand wind-driven water film flow dynamics,which is responsible for the dangerous glaze ice accretion process over wind turbine blades.To this end,this project will create a tightly integrated numerical and experiment framework to accurately analyze the underlying driving mechanism of turbine icing phenomena under various conditions.In this integrated framework,the experiment corrects defects in the numerical model,and the corrected model complements lab-scale flow analyses and extends knowledge for real-world conditions.A solver-in-loop,multiphase field inversion machine learning framework will be created to identify and correct defects in existing flow models.Then,the corrected model will be used to analyze the impact of the main driving force(local wind shear at the air-water interface)on the wind-driven water film flow dynamics,such as the water film thickness,waterfront contact line movement,film/rivulet morphologies,and interfacial waves.Finally,the trained model will be further extended to analyze wind-driven water film flow dynamics for a utility-scale wind turbine,which facilitates the development of active and passive anti-/de-icing systems.The training and validation datasets and the machine learning framework will be open to the public to promote further developments and collaborations.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.

人员信息

Ping He(Principal Investigator):phe@iastate.edu;Hui Hu(Co-Principal Investigator):huhui@iastate.edu;

机构信息

【Iowa State University(Performance Institution)】StreetAddress:1350 BEARDSHEAR HALL,AMES,Iowa,United States/ZipCode:500112103;【IOWA STATE UNIVERSITY OF SCIENCE AND TECHNOLOGY】StreetAddress:1350 BEARDSHEAR HALL,AMES,Iowa,United States/PhoneNumber:5152945225/ZipCode:500112103;

项目主管部门

Directorate for Engineering(ENG)-Division of Chemical,Bioengineering,Environmental,and Transport Systems(CBET)

项目官员

Shahab Shojaei-Zadeh(Email:sshojaei@nsf.gov;Phone:7032928045)

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  • 1.A numerical study on wind-driven runback characteristics of a thin water film flow over a solid surface

    • 关键词:
    • Multiphase flow simulation; Water transport over wing surfaces; Glazeice accretion process; Volume of fluid method;AIRCRAFT; WAVES; GLAZE
    • Wang, Jincheng;He, Ping;Hu, Hui
    • 《ACTA MECHANICA SINICA》
    • 2026年
    • 42卷
    • 1期
    • 期刊

    An unsteady numerical simulation is conducted to examine the dynamic runback characteristics of a water film flow driven by a boundary layer airflow over a solid surface pertinent to the dynamic glaze ice accretion process over aircraft wing surfaces. The multiphase flow simulation results of the wind-driven water runback (WDWR) flow are compared quantitatively with the experimental results in terms of the time-dependent variations of the water film thickness profiles and evolution of the front contact point of the runback water film flow. The underlying mechanism of the intermittent water runback behavior is elucidated by analyzing the time evolution of the airflow velocity and vorticity fields above the runback water film flow over the solid surface. To the best knowledge of the authors, the work presented here is the first successful attempt to numerically examine the transient runback characteristics of WDWR flows. It serves as an excellent benchmark case for the development of best practices to model the important micro-physical processes responsible for the transient water transport over aircraft wing surfaces.

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  • 2.An experimental study on ice accretion characteristics and icing-induced aerodynamic penalties to offshore wind turbines

    • 关键词:
    • Aerodynamics;Glazes;Ice;Offshore oil well production;Turbine components;Turbomachine blades;Wetting;Ice accretion;Ice accretion on turbine blade;Icing-induced performance degradation to wind turbine;Liquid water content;Offshore wind turbine icing;Offshore winds;Performance degradation;Sea spray;Sea spray icing;Turbine blade
    • Sista, Harsha;Hu, Haiyang;Hu, Hui
    • 《Renewable Energy》
    • 2026年
    • 256卷
    • 期刊

    An experimental study was conducted to characterize the dynamic ice accretion process and icing-induced aerodynamic penalties to offshore wind turbines under highly wetted icing environments during sea spray icing events. A turbine blade model was exposed to frozen-cold airflows with the Liquid Water Content levels up to 10.0 g/m3 and ambient temperatures down to −15.0 °C. Ice accretion characteristics under highly wetted icing environments were found to be significantly different from those of the onshore turbine icing scenarios with much lower Liquid Water Content levels. While a typical rime icing process was found to be experienced by onshore wind turbines at the cold temperature of −15.0 °C, mixed or even glaze icing processes occurred over the blade surfaces of offshore wind turbines due to the much higher wetted icing environments. The aerodynamic penalties induced by the mixed and glaze ice accretion were found to be significantly greater (i.e., up to 15 % more accreted ice mass, 85 % less lift, and 150 % more drag) than the rime icing scenario. However, at a "warmer" icing temperature of −5.0 °C, the glaze icing process over blade surfaces under highly wetted icing environments was accompanied by significant runback of unfrozen water, causing smaller aerodynamic penalties to offshore wind turbines. © 2025 Elsevier Ltd

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  • 3.Development of a Digital Inline Holography Technique to Characterize Airborne Supercooled Water Droplets and Ice Crystals for Aircraft Icing Studies

    • 关键词:
    • Cold weather problems;Drop formation;Gas turbines;Aircraft icing;Aircraft surface;Atmospheric icing;Aviation hazards;Digital in-line holographies;Flight aerodynamics;Ice crystals;Supercooled water;Water droplets;Water ice
    • Wang, Jincheng;Chumbley, Edward;Kumar, Amrit;Sista, Harsha;Hu, Hui;Kumar, M. Shyam;Hong, Jiarong
    • 《AIAA Science and Technology Forum and Exposition, AIAA SciTech Forum 2025》
    • 2025年
    • January 6, 2025 - January 10, 2025
    • Orlando, FL, United states
    • 会议

    Atmospheric icing on aircraft surfaces represents a significant aviation hazard that compromises flight safety and aerodynamic performance in cold weather conditions. Precise measurement of supercooled water droplets and ice crystal characteristics in cold environments is essential for accurate ice formation prediction. This study presents a comprehensive experimental investigation to develop an advanced digital inline holography (DIH) system capable of differentiating and characterizing supercooled water droplets and ice crystals within an icing research tunnel. The DIH system measures critical particle characteristics including liquid water content (LWC), median volume diameter (MVD), ice water content (IWC), and particle size/shape distribution. System validation was performed using standard NIST particles. Additionally, we propose a novel method for distinguishing between supercooled water droplets and ice crystals based on DIH measurements. © 2025, American Institute of Aeronautics and Astronautics Inc, AIAA. All rights reserved.

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  • 4.An Experimental Study to Characterize Dynamic Wind-Driven Runback of Water Droplets/Rivulets Over a Flat Surface

    • 关键词:
    • Aerodynamics;Boundary layer flow;Drop formation;Aircraft icing;Dynamic behaviors;Dynamic winds;Flat plate;Flatter surfaces;Icing phenomenons;Runback waters;Surface boundaries;Water droplets;Water surface tension
    • Zhao, Yuan;Wang, Jincheng;Hu, Hui
    • 《AIAA Science and Technology Forum and Exposition, AIAA SciTech Forum 2025》
    • 2025年
    • January 6, 2025 - January 10, 2025
    • Orlando, FL, United states
    • 会议

    This study investigates the dynamic behavior of wind-driven water droplets over a flat plate, focusing on the interactions between runback water droplets/rivulets, water surface tension, and boundary layer airflow, which are critical for understanding aircraft icing phenomena. Using an integrated experimental setup combining Digital Image Projection (DIP) and Particle Image Velocimetry (PIV) techniques, time-resolved measurements were obtained to capture the deformation, movement, and flow characteristics of water droplets on a test plate under varying free stream velocities. The measurement results reveal that droplet motion is strongly influenced by both droplet size and airflow speed, with larger droplets exhibiting slower oscillations and a more stable motion compared to smaller droplets. The study highlights the complex interplay between aerodynamic forces and surface tension, which induces periodic oscillations in the front contact line of the droplets/rivulets. Furthermore, the PIV results show how the presence of the droplet disturbs the local airflow, altering boundary layer characteristics. These findings provide new insights into the important micro-physical processes of wind-driven droplet/rivulet runback and its effects in dynamic ice accretion, offering valuable database to validate/verify theoretical models and numerical simulations for more accurate prediction of aircraft icing phenomena. © 2025, American Institute of Aeronautics and Astronautics Inc, AIAA. All rights reserved.

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