• 제목/요약/키워드: 2-axis motor

검색결과 169건 처리시간 0.031초

Minimization of Losses in Permanent Magnet Synchronous Motors Using Neural Network

  • Eskander, Mona N.
    • Journal of Power Electronics
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    • 제2권3호
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    • pp.220-229
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    • 2002
  • In this paper, maximum efficiency operation of two types of permanent magnet synchronous motor drives, namely; surface type permanent magnet synchronous machine (SPMSM) and interior type permanent magnet synchronous motor(IPMSM), are investigated. The efficiency of both drives is maximized by minimizing copper and iron losses. Loss minimization is implemented using flux weakening. A neural network controller (NNC) is designed for each drive, to achieve loss minimization at difffrent speeds and load torque values. Data for training the NNC are obtained through off-line simulations of SPMSM and IPMSM at difffrent operating conditions. Accuracy and fast response of each NNC is proved by applying sudden changes in speed and load and tracking the UC output. The drives'efHciency obtained by flux weakening is compared with the efficiency obtained when setting the d-axis current component to zero, while varying the angle of advance "$\vartheta$" of the PWM inverter supplying the PMSM drive. Equal efficiencies are obtained at diffErent values of $\vartheta$, derived to be function of speed and load torque. A NN is also designed, and trained to vary $\vartheta$ following the derived control law. The accuracy and fast response of the NN controller is also proved.so proved.

Characteristics comparison between air-cored and iron-cored 100 kW HTS field winding synchronous motors

  • Yoon, Jonghoon;Bong, Uijong;An, Soobin;Hahn, Seungyong
    • 한국초전도ㆍ저온공학회논문지
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    • 제22권2호
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    • pp.38-43
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    • 2020
  • This paper presents comparative research on characteristics of air-cored and iron-cored high-temperature superconductor (HTS) field winding synchronous motors. The 100 kW air-cored model is designed analytically by Spatial Harmonic Method, and based on this model, the iron-cored model having the same output power is designed for comparison. Due to the substantial difference of permeability property between air and iron-core, there is a difference of magnetic field magnitude and angle with respect to the HTS tape c-axis, resulting in a different critical current of the field winding considering the anisotropic property of HTS tape. For a detailed comparison between two models, the following key motor characteristics are calculated through the Finite Element Method (FEM) simulation: 1) critical current; 2) HTS wire length; and 3) torque characteristics. From the simulation results, it can be confirmed that the critical current value of the iron-cored model increases by 33 %. Also, in the case of the superconducting wire consumption, those of the iron-cored and air-cored models are 95.3 m and 815.6 m, respectively. So the wire usage can be reduced to about 88 % by using iron core. However, in terms of torque characteristics, the torque ripple of the iron-cored model is about twice as large as that of the air-cored model, which may be a disadvantage on vibration and acoustic noise.

신경망 학습을 이용한 2축 ARM 헬리콥터의 중심이동 조향법 (Shift Steering Control of 2-axis ARM Helicopter based on a Neural Network)

  • 배현수;김병철;이석규
    • 제어로봇시스템학회논문지
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    • 제21권7호
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    • pp.677-683
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    • 2015
  • This paper proposes a helicopter direction adjustment system using barycenter shift. Most conventional methods for direction adjustment of uniaxial helicopters rely on the angle of inclination of the main rotor. However, the inherent burden of the bearing of the main rotor and serious abrasion of the helicopter using the above methods may results in loss of balance. To decrease abrasion and enhance the barycenter stability, the proposed method was used to shift the barycenter of the helicopter instead of the main rotor for direction adjustment. We set a biaxial ARM on a uniaxial helicopter to adjust the direction of ARM pointing as well as to realize stable direction control when the helicopter loses its balance. The method may enhance the landing safety of helicopters in emergencies. Uniaxial helicopters can be controlled under any environment by adjusting the motor parameters of the ARM which is dependent on the center of mass using neural network. The experiment results show that the helicopter can return to the starting position quickly under the external disturbance.

전류 고조파 관찰을 통한 영구자석 동기전동기의 권선 단락 고장 진단 기법 (A Fault Detecting Scheme for Short-Circuited Turn in a Permanent Magnet Synchronous Motor through a Current Harmonic Monitoring)

  • 김경화;구본관;정인성
    • 전력전자학회논문지
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    • 제15권3호
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    • pp.167-178
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    • 2010
  • 영구자석 동기전동기에서 고정자 권선의 단락으로 인해 발생하는 권선 고장을 동작 중 실시간으로 검출할 수 있는 고장 진단 기법을 제시한다. 제안된 기법은 고조파 분석을 통해 q축 전류의 2차 고조파를 관찰함으로서 이루어지며 고장이 없는 정상 조건에서의 고조파 데이터와 비교를 통해서 고장을 판별한다. 임의의 정상 동작 조건에서의 고조파 데이터는 선형 보간법과 몇 개의 사전 측정된 고조파 데이터를 통해서 구해진다. 제안된 고장 검출 기법의 타당성을 입증하기 위해 내부 고정자의 권선 단락이 가능한 전동기가 제작되었으며 전체 구동 시스템과 고조파 분석 알고리즘 및 고장 검출 알고리즘이 DSP TMS320F28335에 의해 구현되어 실험이 수행된다. 제안된 방법은 부가적인 진단 장비를 필요로 하지 않으며 정상 상태 조건만 만족된다면 동작 중 실시간으로 고장을 검출할 수 있다.

실차 주행중 입력하중 계측 기법 개발 (Development of an Input Force Measuring Method for Vehicle Tests)

  • 이광천;김승한;이강인;배병국
    • 대한기계학회논문집A
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    • 제41권2호
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    • pp.143-147
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    • 2017
  • 본 연구에서는 실차 성능 개선을 위하여 WFT를 이용하지 않고 주행중 입력 하중을 계측할 수 있는 기법을 개발하였다. 이를 위하여 3축 하중이 계측이 될 수 있는 로드셀을 개발하였으며, 성능 검증을 수행하였다. 성능검증 이후에는 개발된 로드셀을 이용하여 입력 하중을 계측할 수 있는 시스템을 제안하였으며, 제안된 시스템을 제작하여 검증 평가를 수행하였다. 검증 평가 결과 순간적인 입력이 크게 들어오는 Impact 노면 조건을 제외한 대부분의 일상적인 노면 조건에서 제안된 시스템을 이용하여 실차 입력 하중 계측이 가능함을 확인하였으며, 핸들링 검증 평가를 통하여 타이어의 영향도에 대한 평가 시험까지 진행하였다. 본 연구에서 제안한 입력하중 계측 기법을 이용하면 WFT를 이용하지 않고 성능 확인이 가능할 것으로 판단된다.

진동 아날로그 신호 기반의 이상상황 탐지를 위한 기계학습 모형의 성능지표 향상 (Improving the Performance of Machine Learning Models for Anomaly Detection based on Vibration Analog Signals)

  • 김재훈;엄상천;박철순
    • 산업경영시스템학회지
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    • 제47권2호
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    • pp.1-9
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    • 2024
  • New motor development requires high-speed load testing using dynamo equipment to calculate the efficiency of the motor. Abnormal noise and vibration may occur in the test equipment rotating at high speed due to misalignment of the connecting shaft or looseness of the fixation, which may lead to safety accidents. In this study, three single-axis vibration sensors for X, Y, and Z axes were attached on the surface of the test motor to measure the vibration value of vibration. Analog data collected from these sensors was used in classification models for anomaly detection. Since the classification accuracy was around only 93%, commonly used hyperparameter optimization techniques such as Grid search, Random search, and Bayesian Optimization were applied to increase accuracy. In addition, Response Surface Method based on Design of Experiment was also used for hyperparameter optimization. However, it was found that there were limits to improving accuracy with these methods. The reason is that the sampling data from an analog signal does not reflect the patterns hidden in the signal. Therefore, in order to find pattern information of the sampling data, we obtained descriptive statistics such as mean, variance, skewness, kurtosis, and percentiles of the analog data, and applied them to the classification models. Classification models using descriptive statistics showed excellent performance improvement. The developed model can be used as a monitoring system that detects abnormal conditions of the motor test.

저가 수중 무인 이동체 개발 및 운동성능 검증 (Development of a Low-cost Unmanned Underwater Vehicle and Performance Verification)

  • 황동욱;장민규;김진현
    • 로봇학회논문지
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    • 제13권2호
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    • pp.103-112
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    • 2018
  • In this paper, a high performance underwater vehicle which can be manufactured at low cost is designed and fabricated, and its performance is verified through experiments. To improve efficiency, the Myring equation is used to design the appearance and the duct structure including the thruster is planned to increase the propulsion efficiency while reducing the drag force. Through various methods, it is secured stable waterproof performance, and also is devised to have high speed movement and turning performance. The developed underwater vehicle is equipped with a high output BLDC motor to achieve a linear speed of up to 2 m/s and can change direction rapidly with stability through four rudders. The rudders are driven by coupling a timing belt and a pulley by extending the axis of a servo motor, and are equipped at the end of the body to turn heading. In addition, for stable posture control, the roll keeps its internal center of gravity low and maintains its stability due to restoring force. By controlling the four rudders, pitch and yaw are handled by the PID controller and show stable performance. To investigate the horizontal turning performance, it is confirmed that the yaw rate controller is designed and stable yaw rate control is performed.

Modeling and a Simple Multiple Model Adaptive Control of PMSM Drive System

  • Kang, Taesu;Kim, Min-Seok;Lee, Sa Young;Kim, Young Chol
    • Journal of Power Electronics
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    • 제17권2호
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    • pp.442-452
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    • 2017
  • This paper deals with the input-output modeling of a vector controlled PMSM drive system and design of a simple multiple model adaptive control (MMAC) scheme with desired transient responses. We present a discrete-time modeling technique using closed-loop identification that can experimentally identify the equivalent models in the d-q coordinates. A bank of linear models for the equivalent plant of the current loop is first obtained by identifying them at several operating points of the current to account for nonlinearity. Based on these models, we suggest a simple q-axis MMAC combined with a fixed d-axis controller. After the current controller is designed, another equivalent model including the current controller in the speed control loop shall be similarly obtained, and then a fixed speed controller is synthesized. The proposed approach is demonstrated by experiments. The experimental set up consists of a surface mounted PMSM (5 KW, 220V, 8 poles) equipped with a flywheel load of 220kg and a digital controller using DSP (TMS320F28335).

섬유 방향에 따른 복합재 피로특성에 관한 연구 (Fatigue Behavior of Composites with different Fiber Orientation)

  • 강태영;안효성;전흥재;박종찬
    • Composites Research
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    • 제34권2호
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    • pp.77-81
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    • 2021
  • 복합재료의 높은 비강도와 비강성으로 인해 복합재료는 다양한 산업분야에서 광범위하게 사용되고 있다. 특히, 탄소 섬유 강화 복합재는 많은 기계적인 구조물에 널리 사용된다. 또한 이방성 특성을 갖는 탄소 섬유 강화복합재는 금속 재료와 달리 섬유 방향에 따라 피로 거동을 이해하는 것은 구조 설계에 있어서 매우 중요하다. 따라서 본 논문에서는 비낌 축(off-axis) 시편에 따라 복합재료의 피로 수명에 미치는 영향을 실험적으로 평가하였다. 이를 위해 복합재료의 비낌 축 시편(0°, 10°, 30°, 45°, 60°, 90°)에 대해 인장 및 피로 시험을 수행하였다. 피로 시험 결과, 복합재의 피로 강도는 섬유 방향이 0도로부터 조금 벗어날수록 피로 강도가 크게 감소하였으며 많이 벗어날수록 적게 감소하였다. 이는 적층 각이 커질수록 섬유의 하중을 지지하는 역할이 감소했기 때문이다. 또한 복합재의 피로 선도에 비낌 축 각도를 평준화하는 피로 강도 비율을 도입하여 피로 수명의 경향을 분석하였다. 피로강도 비율(Ψ)-피로 수명 선도를 이용하여 적층 각도와 관계없이 피로 수명을 단일선으로 표현하였다. 피로 강도비율을 통해 평준화된 피로 선도를 이용하면 2개 이상의 비낌 축 각도를 가지는 복합재의 피로 선도만으로도 임의의 다른 비낌 축 각을 가진 동일한 복합재의 피로 수명 곡선의 도출이 가능하다.

Harmonic Analysis of the Effects of Inverter Nonlinearity on the Offline Inductance Identification of PMSMs Using High Frequency Signal Injection

  • Wang, Gaolin;Wang, Ying;Ding, Li;Yang, Lei;Ni, Ronggang;Xu, Dianguo
    • Journal of Power Electronics
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    • 제15권6호
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    • pp.1567-1576
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    • 2015
  • Offline inductance identification of a permanent magnet synchronous motor (PMSM) is essential for the design of the closed-loop controller and position observer in sensorless vector controlled drives. On the base of the offline inductance identification method combining direct current (DC) offset and high frequency (HF) voltage injection which is fulfilled at standstill, this paper investigates the inverter nonlinearity effects on the inductance identification while considering harmonics in the induced HF current. The negative effects on d-q axis inductance identifications using HF signal injection are analyzed after self-learning of the inverter nonlinearity characteristics. Then, both the voltage error and the harmonic current can be described. In addition, different cases of voltage error distribution with different injection conditions are classified. The effects of inverter nonlinearities on the offline inductance identification using HF injection are validated on a 2.2 kW interior PMSM drive.