• 제목/요약/키워드: rotor fault

검색결과 168건 처리시간 0.023초

A Study on Fault Detection of a Turboshaft Engine Using Neural Network Method

  • Kong, Chang-Duk;Ki, Ja-Young;Lee, Chang-Ho
    • International Journal of Aeronautical and Space Sciences
    • /
    • 제9권1호
    • /
    • pp.100-110
    • /
    • 2008
  • It is not easy to monitor and identify all engine faults and conditions using conventional fault detection approaches like the GPA (Gas Path Analysis) method due to the nature and complexity of the faults. This study therefore focuses on a model based diagnostic method using Neural Network algorithms proposed for fault detection on a turbo shaft engine (PW 206C) selected as the power plant for a tilt rotor type unmanned aerial vehicle (Smart UAV). The model based diagnosis should be performed by a precise performance model. However component maps for the performance model were not provided by the engine manufacturer. Therefore they were generated by a new component map generation method, namely hybrid method using system identification and genetic algorithms that identifies inversely component characteristics from limited performance deck data provided by the engine manufacturer. Performance simulations at different operating conditions were performed on the PW206C turbo shaft engine using SIMULINK. In order to train the proposed BPNN (Back Propagation Neural Network), performance data sets obtained from performance analysis results using various implanted component degradations were used. The trained NN system could reasonably detect the faulted components including the fault pattern and quantity of the study engine at various operating conditions.

Sensor Fault Detection, Localization, and System Reconfiguration with a Sliding Mode Observer and Adaptive Threshold of PMSM

  • Abderrezak, Aibeche;Madjid, Kidouche
    • Journal of Power Electronics
    • /
    • 제16권3호
    • /
    • pp.1012-1024
    • /
    • 2016
  • This study deals with an on-line software fault detection, localization, and system reconfiguration method for electrical system drives composed of three-phase AC/DC/AC converters and three-phase permanent magnet synchronous machine (PMSM) drives. Current sensor failure (outage), speed/position sensor loss (disconnection), and damaged DC-link voltage sensor are considered faults. The occurrence of these faults in PMSM drive systems degrades system performance and affects the safety, maintenance, and service continuity of the electrical system drives. The proposed method is based on the monitoring signals of "abc" currents, DC-link voltage, and rotor speed/position using a measurement chain. The listed signals are analyzed and evaluated with the generated residuals and threshold values obtained from a Sliding Mode Current-Speed-DC-link Voltage Observer (SMCSVO) to acquire an on-line fault decision. The novelty of the method is the faults diagnosis algorithm that combines the use of SMCSVO and adaptive thresholds; thus, the number of false alarms is reduced, and the reliability and robustness of the fault detection system are guaranteed. Furthermore, the proposed algorithm's performance is experimentally analyzed and tested in real time using a dSPACE DS 1104 digital signal processor board.

다중 트림 상태를 고려한 소형 터보샤프트 엔진의 센서 고장 검출 (Sensor Fault Detection for Small Turboshaft Engine Considering Multiple Trim Conditions)

  • 성상만;이인석;유혁
    • 한국추진공학회:학술대회논문집
    • /
    • 한국추진공학회 2008년도 제31회 추계학술대회논문집
    • /
    • pp.192-195
    • /
    • 2008
  • 다중 트림 상태에서 헬리콥터용 소형 터보샤프트 엔진에 부착된 센서의 고장을 검출하기 위한 방법을 제시한다. 먼저 헬리곱터의 엔진, 로터, 되먹임(feedback) 제어루프가 포함된 비선형 모델을 구하고 다중 트림 상태에서의 선형 모델을 추출하였다. 고장 검출 방법은 칼만필터에 기반한 방법을 채용하였는데 트림 상태가 변화할 때에 필터의 추정값이 연속적으로 변화하도록 상태변수 초기값을 재구성하였다. 또한 어떠한 센서가 고장이 일어났는지 구분할 수 있도록 어떤 센서의 고장을 검출한 다음 문제가 없는 경우 다음 센서의 고장 검출을 수행하는 단계적인 방법을 사용하였다. 시뮬레이션을 통하여 제시한 방법이 다중 트림 상태에서 각 센서의 고장을 잘 검출함을 보였다.

  • PDF

이중여자 유도발전기를 이용한 가변속운전과 정속운전 풍력발전시스템의 운전특성 비교 (Comparison of Characteristics for Variable Operation using Doubly-fed Induction Generator and Fixed Speed Operation in Wind Turbine System)

  • 노경수;김태호
    • 전기학회논문지
    • /
    • 제58권7호
    • /
    • pp.1313-1320
    • /
    • 2009
  • This paper analyzes the steady-state operating characteristics of doubly-fed induction generator(DFIG) and fixed-speed induction generator(FSIG) in wind turbine system. It also presents a modeling and simulation of a grid-connected wind turbine generation system for dynamics analysis on MATLAB/Simulink, and compares the responses between DFIG and FSIG wind turbine systems with respect to wind speed variation, 3-phase fault and 1-phase ground fault of the network. Simulation results show the variations of generator's active/reactive output, rotor speed, terminal voltage, fault current, etc. Case studies demonstrate that DFIG illustrates better performance compared to FSIG.

BLDC 모터 제어보드 이상상태 검출에 관한 연구 (Fault Detection of the BLDC Motor Control Board)

  • 조성오;조내수;권우현;임성운;윤경섭
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2005년도 심포지엄 논문집 정보 및 제어부문
    • /
    • pp.66-68
    • /
    • 2005
  • DC motor is easy to control and can make torque easily. DC motor uses wide range. But DCmotor have limited by using a brush and structural complexity. But, BLDC doesn't have brush so that is more simple than DC motor, and the rotor of BLDC motor is made by permanent magnet that dose not need to make a fixed flux speed for flux current. BLDC motor is very efficiency, controllable, and reliable. This paper presents an error detection with a BLDC motor current. Generally, BLDC motor current is used to current feedback, so that can make a critical fault in the system. this paper suggests to detect error by inspection of threshold current value both positive and negative.

  • PDF

Simulink에서 계통연계 풍력발전시스템의 전압변동 시뮬레이션 (Simulation for Voltage Variations of a Grid-connected Wind Turbine Generation System by Simulink)

  • 안덕근;노경수
    • 대한전기학회논문지:전력기술부문A
    • /
    • 제53권11호
    • /
    • pp.589-595
    • /
    • 2004
  • This paper presents a modeling and simulation of a grid-connected wind turbine generation system with respect to wind variations, starting of large induction motor and three-phase fault in the system, and investigates voltage variations of the system for disturbances. It describes the modeling of the wind turbine system including the drive train model, induction generator model, and grid-interface model on MATLAB/Simulink. The simulation results show the variation of the generator torque, the generator rotor speed, the pitch angle, terminal voltage, system voltage, fault current, and real/reactive power output, etc. Case studies demonstrate that the pitch angle control is carried out to achieve maximum power extraction for wind speed variations, starting of a large induction motor causes a voltage sag due to a large starting current, and a fault on the system influences on the output of the wind turbine generator.

자속 분리법을 이용한 동극형 자기베어링의 고장강건 제어 (Fault Tolerant Control of Homopolar Magnetic Bearings Using Flux Isolation)

  • 나언주
    • 한국소음진동공학회논문집
    • /
    • 제17권11호
    • /
    • pp.1102-1111
    • /
    • 2007
  • The theory for a fault-tolerant control of homopolar magnetic bearings is developed. New coil winding law is utilized such that control fluxes are isolated for an 8-pole homopolar magnetic bearing. Decoupling chokes are not required for the fault tolerant magnetic bearing since C-core fluxes are isolated. If some of the coils or power amplifiers suddenly fail, the remaining coil currents change via a distribution matrix such that the same magnetic forces are maintained before and after failure. Lagrange multiplier optimization with equality constraints is utilized to calculate the optimal distribution matrix that maximizes the load capacity of the failed bearing. Some numerical examples of distribution matrices are provided to illustrate the theory. Simulations show that very much the same dynamic responses (orbits or displacements) are maintained throughout failure events while currents and fluxes change significantly.

벡터제어 유도전동기 구동장치를 위한 패리티 관계식을 이용한 엔코더 고장검출 기법 (An Encoder Fault Detection Scheme using Parity Equation for Vector Controlled Induction Motor Drives)

  • 박태건;류지수;이기상
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2001년도 하계학술대회 논문집 D
    • /
    • pp.2014-2017
    • /
    • 2001
  • In induction motor control systems driven by the indirect vector control scheme, the errorneous measurement of rotor speed results in incorrect flux angle estimate and consequently deteriorates the overall control performance. In this paper the effect of encoder fault on motor variables and control performance is analyzed by both theoretical approach and experimental study. A parity equation based on the power is suggested and applied to detect the incipient fault of encoder.

  • PDF

인공신경망을 이용한 유도전동기 고장진단 (Faults Diagnosis of Induction Motors by Neural Network)

  • 김부열;우혁재;송명현;박중조;김경민
    • 대한전기학회:학술대회논문집
    • /
    • 대한전기학회 2001년도 하계학술대회 논문집 D
    • /
    • pp.2175-2177
    • /
    • 2001
  • This paper presents a faults diagnosis technique of induction motors based on a neural network. Only stator current is measured, transformed by using FFT and normalized for the training. Healthy, bearing fault, stator fault and rotor end-ring fault motors are prepared to obtain the learning data and diagnose the several faults. For more effective diagnosis, the load rate is changed by 100%, 60%, 30% of full load and the obtained are applied to the learning process. The experimental results show the proposed method is very detectable and applicable to the real diagnosis system.

  • PDF

Sensorless Control Method in IPMSM Position Sensor Fault for HEV

  • Kim, Sung-Joo;Lee, Yong-Kyun;Lee, Ju-Suk;Lee, Kwang-Woon;Kwon, Taesuk;Mok, Hyungsoo
    • Journal of Electrical Engineering and Technology
    • /
    • 제8권5호
    • /
    • pp.1056-1061
    • /
    • 2013
  • The widely used motors in HEV(Hybrid Electric Vehicles) are IPMSM(Interior Permanent Magnet Synchronous Motor) which has no rotor heat, higher efficiency and advantageous in volume and weight comparing with other motors. For vector control of IPMSM, position information of rotor is required but Resolver is mainly used as the detecting sensor. However, the use of position sensors will reduce the system reliability of hybrid electric vehicles. In this paper, a way to control the motor by sensorless was proposed at the event of sensor failure. We also implemented IPMSM sensorless operation by the expanded EMF(Electro Motive Force) voltage way and harmonic voltage which is applying in the low speed area. And we proposed how to change with sensorless control by detecting the position sensors failure and verified it through experiments.