• 제목/요약/키워드: wind monitoring data

검색결과 324건 처리시간 0.028초

Dynamic field monitoring data analysis of an ancient wooden building in seismic and operational environments

  • Lyu, Mengning;Zhu, Xinqun;Yang, Qingshan
    • Earthquakes and Structures
    • /
    • 제11권6호
    • /
    • pp.1043-1060
    • /
    • 2016
  • The engineering background of this article is an ancient wooden building with extremely high historic and cultural values in Tibet. A full understanding of the dynamic behaviour of this historic building under in-service environments is the basis to assess the condition of the structure, especially its responses to earthquake, environmental and operational loading. A dynamic monitoring system has been installed in the building for over one year and the large amounts of high quality data have been obtained. The paper aims at studying the dynamic behaviour of the wooden building in seismic and operational conditions using the field monitoring data. Specifically the effects of earthquake and crowd loading on the structure's dynamic response are investigated. The monitoring data are decomposed into principal components using the Singular Spectrum Analysis (SSA) technique. The relationship between the average acceleration amplitude and frequencies of the principle components and operational conditions has been discussed. One main contribution is to understand the health condition of complex ancient building based on large databases collected on the field.

풍력발전기 소음 성능 실증 (Noise Performance Test and Evaluation of a Wind Turbing Generator)

  • 김석현;김태형;박무열
    • 한국소음진동공학회:학술대회논문집
    • /
    • 한국소음진동공학회 2005년도 춘계학술대회논문집
    • /
    • pp.241-245
    • /
    • 2005
  • This study introduces the wind turbine (W/T) noise evaluation procedure required in the international standard (IEC 61400-11) and monitoring system for the evaluation. Noise emission characteristics of a 750kW W/T generator is investigated. Test and evaluation are performed on J48 W/T model which is under operation in Daekwanryung Wind Test Site. With the noise signal, meteorological data and W/T operational data are monitored in real time by the integrated monitoring system using LabVIEW. From the measured noise data, acoustic power level and tonality of the W/T are estimated under the wind speeds required by the international standard.

  • PDF

750kW 풍력발전기의 소음실증 (Noise Test and Evaluation of a 750kW Wind Turbine Generator)

  • 김석현;허욱;이현우
    • 산업기술연구
    • /
    • 제27권B호
    • /
    • pp.59-64
    • /
    • 2007
  • This study introduces an environmental noise evaluation procedure and results for a wind turbine (W/T) system. Test and evaluation are required by the international standard IEC 61400-11 in the aspect of environmental effect. Test and evaluation are performed on U-50 WT model which is first developed by the domestic W/T manufacturer. W/T test model is under operation in Daekwanryung wind test site. An integrated monitoring system in the test site is utilized for the evaluation. With the noise signal, meteorological data and W/T operational data are monitored in real time by the integrated monitoring system using LabVIEW. From the measured noise data, acoustic power level are estimated and compared with those of other similar size WT under the wind speeds required by international standard.

  • PDF

Simulation combined transfer learning model for missing data recovery of nonstationary wind speed

  • Qiushuang Lin;Xuming Bao;Ying Lei;Chunxiang Li
    • Wind and Structures
    • /
    • 제37권5호
    • /
    • pp.383-397
    • /
    • 2023
  • In the Structural Health Monitoring (SHM) system of civil engineering, data missing inevitably occurs during the data acquisition and transmission process, which brings great difficulties to data analysis and poses challenges to structural health monitoring. In this paper, Convolution Neural Network (CNN) is used to recover the nonstationary wind speed data missing randomly at sampling points. Given the technical constraints and financial implications, field monitoring data samples are often insufficient to train a deep learning model for the task at hand. Thus, simulation combined transfer learning strategy is proposed to address issues of overfitting and instability of the deep learning model caused by the paucity of training samples. According to a portion of target data samples, a substantial quantity of simulated data consistent with the characteristics of target data can be obtained by nonstationary wind-field simulation and are subsequently deployed for training an auxiliary CNN model. Afterwards, parameters of the pretrained auxiliary model are transferred to the target model as initial parameters, greatly enhancing training efficiency for the target task. Simulation synergy strategy effectively promotes the accuracy and stability of the target model to a great extent. Finally, the structural dynamic response analysis verifies the efficiency of the simulation synergy strategy.

해상풍력 풍력시스템의 관리능력 향상을 위한 데이터베이스 설계에 관한 연구 (A Study on the Design of Database to Improve the Capability of Managing Offshore Wind Power Plant)

  • 김도형;김창석;경남호
    • 한국태양에너지학회 논문집
    • /
    • 제30권3호
    • /
    • pp.65-70
    • /
    • 2010
  • As for the present wind power industry, most of the computerization for monitoring and control is based on the traditional development methodology, but it is necessary to improve SCADA system since it has a phenomenon of backlog accumulation in the applicable aspect of back-data as well as in the operational aspect in the future. Especially for a system like offshore wind power where a superintendent cannot reside, it is desirable to operate a remote control system. Therefore, it is essential to establish a monitoring system with appropriate control and monitoring inevitably premised on the integrity and independence of data. As a result, a study was carried out on the modeling of offshore wind power data-centered database. In this paper, a logical data modeling method was proposed and designed to establish the database of offshore wind power. In order for designing the logical data modeling of an offshore wind power system, this study carried out an analysis of design elements for the database of offshore wind power and described considerations and problems as well. Through a comparative analysis of the final database of the newly-designed off-shore wind power system against the existing SCADA System, this study proposed a new direction to bring about progress toward a smart wind power system, showing a possibility of a service-oriented smart wind power system, such as future prediction, hindrance-cause examination and fault analyses, through the database integrating various control signals, geographical information and data about surrounding environments.

풍력발전기 증속기 상태를 감시하기 위한 SaaS 클라우드 인프라 개발 (Development of SaaS cloud infrastructure to monitor conditions of wind turbine gearbox)

  • 이광세;최정철;강승진;박사일;이진재
    • 한국산학기술학회논문지
    • /
    • 제19권9호
    • /
    • pp.316-325
    • /
    • 2018
  • 본 논문에서, 풍력발전기 운영관리 및 유지보수 비용을 저감하기 위해, 분산되는 전산자원을 통합하고 인적 자원을 효율적으로 운영 할 목적으로 SaaS 클라우드 방식의 상태 감시 인프라를 설계 및 개발하였다. 개발한 인프라에서 관련 업무 및 서비스에 따라 각 데이터들을 계층화 하였다. 인프라 상에서 상태 감시를 수행 할 경우에 필요한 기본적인 SW를 개발하였다. 측정 시스템에 대응하는 데이터베이스 설계 SW, 현장 측정 SW, 데이터 전송 SW, 모니터링 SW로 구성되어 있다. 기존의 SCADA 데이터 뿐 아니라 추가적인 센서를 설치하여 풍력발전기의 상태 관측이 가능하다. 상태감시 알고리즘 내 단계 별 지연 시간을 모델링하여, 현장 측정에서 최종 모니터링 단계 까지 소요되는 총 지연 시간을 정의 하였다. 진동 데이터는 고해상도 측정에 의해 취득되기 때문에, 지연 시간은 불가피하고 유지보수에 관한 프로그램 운영 시 지연시간 분석은 필수적이다. 모니터링 대상은 MW 용량의 풍력발전기의 증속기이며, 해당 풍력발전기는 운전 한 지 10년이 넘는 모델로서, 이는 앞으로 해당 풍력발전기의 효율적인 유지보수를 위해 정확한 상태 감시가 필수적임을 뜻한다. 본 인프라는 연간 50TB 용량의 고해상도 풍력발전기 증속기 상태를 처리 할 수 있도록 운영 중이다.

Structural monitoring of a wind turbine steel tower - Part I: system description and calibration

  • Rebelo, C.;Veljkovic, M.;da Silva, L. Simoes;Simoes, R.;Henriques, J.
    • Wind and Structures
    • /
    • 제15권4호
    • /
    • pp.285-299
    • /
    • 2012
  • This paper describes the development and calibration of a structural monitoring system installed in a 80 meters high steel wind tower supporting a 2.1 MW turbine Wind Class III IEC2a erected in the central part of Portugal. The several signals are measured at four different levels and include accelerations, strains on the tower wall and inside the connection bolts, inclinations and temperature. In order to correlate measurements with the wind velocity and direction and with the turbine operational parameters the corresponding signals are obtained directly from the turbine own monitoring system and are incorporated in the developed system. Results from the system calibration, the structural identification and the initial period of data acquisition are presented in this paper.

A remote long-term and high-frequency wind measurement system: design, comparison and field testing

  • Zhao, Ning;Huang, Guoqing;Liu, Ruili;Peng, Liuliu
    • Wind and Structures
    • /
    • 제31권1호
    • /
    • pp.21-29
    • /
    • 2020
  • The wind field measurement of severe winds such as hurricanes (or typhoons), thunderstorm downbursts and other gales is important issue in wind engineering community, both for the construction and health monitoring of the wind-sensitive structures. Although several wireless data transmission systems have been available for the wind field measurement, most of them are not specially designed for the wind data measurement in structural wind engineering. Therefore, the field collection is still dominant in the field of structural wind engineering at present, especially for the measurement of the long-term and high-frequency wind speed data. In this study, for remote wind field measurement, a novel wireless long-term and high-frequency wind data acquisition system with the functions such as remote control and data compression is developed. The system structure and the collector are firstly presented. Subsequently, main functions of the collector are introduced. Also novel functions of the system and the comparison with existing systems are presented. Furthermore, the performance of this system is evaluated. In addition to as the wireless transmission for wind data and hardware integration for the collector, the developed system possesses a few novel features, such as the modification of wind data collection parameters by the remote control, the remarkable data compression before the data wireless transmission and monitoring the data collection by the cell phone application. It can be expected that this system would have wide applications in wind, meteorological and other communities.

1kW소형 풍력발전기의 진동 모니터링 (Vibration Monitoring of a 1kW Small Wind Turbine Generator)

  • 김석현;남윤수;유능수;김윤호
    • 한국신재생에너지학회:학술대회논문집
    • /
    • 한국신재생에너지학회 2006년도 춘계학술대회
    • /
    • pp.308-311
    • /
    • 2006
  • A vibration monitoring is performed on a 1kW class stand alone wind turbine(W/T). When a W/T model is developed, general performance under various wind condition should be verified to introduce the product in the market. Especially, vibration characteristics within operating speed range are very important in the aspect of structural stability as well as generator's electrical efficiency. This paper examines the vibration performance of a home made 1kW W/T Various data of the W/T model are acquired in real time using a remote vibration monitoring system installed in Daekwanryung test site. Vibration stability of the W/T structure is diagnosed based upon the data and the result is used to estimate the applicability of the W/T model.

  • PDF

Wind-induced response and loads for the Confederation Bridge -Part II: derivation of wind loads

  • Bakht, Bilal;King, J. Peter C.;Bartlett, F.M.
    • Wind and Structures
    • /
    • 제16권4호
    • /
    • pp.393-409
    • /
    • 2013
  • This paper uses ten years of on-site monitoring data for the Confederation Bridge to derive wind loads and investigate whether the bridge has experienced its design wind force effects since its completion in 1997. The load effects derived using loads from the on-site monitoring data are compared to the load effects derived using loads from the 1994 and 2009 wind tunnel aerodynamic model tests. The research shows, for the first time, that the aerodynamic model-based methodology originally developed in 1994 is a very accurate method for deriving wind loads for structural design. The research also confirms that the bridge has not experienced its specified (i.e., unfactored) wind force effects since it was opened to traffic in 1997, even during the most severe event that has occurred during this period.