• 제목/요약/키워드: fuzzy logic approach

검색결과 398건 처리시간 0.03초

Sensorless Fuzzy Direct Torque Control for High Performance Electric Vehicle with Four In-Wheel Motors

  • Sekour, M'hamed;Hartani, Kada;Draou, Azeddine;Allali, Ahmed
    • Journal of Electrical Engineering and Technology
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    • 제8권3호
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    • pp.530-543
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    • 2013
  • This paper describes a control scheme of speed sensorless fuzzy direct torque control (FDTC) of permanent magnet synchronous motor for electric vehicle (EV). Electric vehicle requires fast torque response and high efficiency of the drive. Speed sensorless FDTC In-wheel PMSM drives without mechanical speed sensors at the motor shaft have the attractions of low cost, quick response and high reliability in electric vehicle application. This paper presents a new approach to estimate the speed of in-wheel electrical vehicles based on Model Reference Adaptive System (MRAS). The direct torque control suffers in low speeds due to the effect of changes in stator resistance on the flux measurements. To improve the system performance at low speeds, a PI-fuzzy resistance estimator is proposed to eliminate the error due to changes in stator resistance. High performance sensorless drive of the in-wheel motor based on MRAS with on line stator resistance tuning is established for four motorized wheels electric vehicle and the whole system is simulated by matalb/simulink. The simulation results show the effectiveness of the new control strategy. This proposed control strategy is extensively used in electric vehicle application.

Landmark Initialization for Unscented Kalman Filter Sensor Fusion in Monocular Camera Localization

  • Hartmann, Gabriel;Huang, Fay;Klette, Reinhard
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제13권1호
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    • pp.1-11
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    • 2013
  • The determination of the pose of the imaging camera is a fundamental problem in computer vision. In the monocular case, difficulties in determining the scene scale and the limitation to bearing-only measurements increase the difficulty in estimating camera pose accurately. Many mobile phones now contain inertial measurement devices, which may lend some aid to the task of determining camera pose. In this study, by means of simulation and real-world experimentation, we explore an approach to monocular camera localization that incorporates both observations of the environment and measurements from accelerometers and gyroscopes. The unscented Kalman filter was implemented for this task. Our main contribution is a novel approach to landmark initialization in a Kalman filter; we characterize the tolerance to noise that this approach allows.

Formation Control for Underactuated Autonomous Underwater Vehicles Using the Approach Angle

  • Kim, Kyoung Joo;Park, Jin Bae;Choi, Yoon Ho
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제13권3호
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    • pp.154-163
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    • 2013
  • In this paper, we propose a formation control algorithm for underactuated autonomous underwater vehicles (AUVs) with parametric uncertainties using the approach angle. The approach angle is used to solve the underactuated problem for AUVs, and the leader-follower strategy is used for the formation control. The proposed controller considers the nonzero off-diagonal terms of the mass matrix of the AUV model and the associated parametric uncertainties. Using the state transformation, the mass matrix, which has nonzero off-diagonal terms, is transformed into a diagonal matrix to simplify designing the control. To deal with the parametric uncertainties of the AUV model, a self-recurrent wavelet neural network is used. The proposed formation controller is designed based on the dynamic surface control technique. Some simulation results are presented to demonstrate the performance of the proposed control method.

의미 벡터 확장을 통한 유전자 클러스터링 (Genetic Clustering with Semantic Vector Expansion)

  • 쏭웨이;박순철
    • 한국콘텐츠학회논문지
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    • 제9권3호
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    • pp.1-8
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    • 2009
  • 본 논문에서는 퍼지 논리 기반의 유전자 알고리즘(GA)과 의미 벡터 확장 기술을 이용한 문서 클러스터링 시스템을 제안한다. GA에 관련된 여러 논문에서 이미 알려졌듯이 GA알고리즘의 성공 여부는 군체의 다양성과 수렴하는 능력에 따라 결정된다. 이러한 두 인자 사이의 영향력을 조절하기 위하여 우리는 퍼지 논리 기반의 연산자를 사용한다. 전통적인 문서 클러스터링 알고리즘에서 문서를 나타내기 위한 가장 일반적이고 직선적인 방법은 벡터 공간 모델이다. 그러나 이 방법은 다차원 특징 공간의 원인이 될 뿐만 아니라, 클러스터링의 정확성에 영향을 미칠 수 있는, 단어 간의 의미상 관계성을 무시한다. 본 논문에서는 LSA를 사용하여 문서를 관련되는 의미상의 벡터 개념으로 확장시킨다. 또한 이것은 벡터의 크기를 크게 줄일 수 있다. 본 논문에서 제안한 클러스터링 알고리즘을 테스트하기 위하여 20개의 뉴스 그룹과 로이터 데이터를 사용했다. 제안된 방법은 문서를 표현하는 다양한 환경에서 일반적인 GA보다 더 나은 결과를 보여준다.

Fuzzy Clustering 기반의 화재 상황 인식 모델 (Recognition of Fire Levels based on Fuzzy Inference System using by FCM)

  • 송재원;안태기;김문현;홍유식
    • 한국인터넷방송통신학회논문지
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    • 제11권1호
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    • pp.125-132
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    • 2011
  • 기존의 화재 감시 시스템은 보통 연기, CO 혹은 온도나 온도의 변화량을 가지고 화재여부를 판단하였다. 대부분 각각의 센서에서 측정된 값을 미리 설정한 값과 비교하여 기준을 넘었을 경우에 화재라고 결정한다. 그러나 화재 가능성이 있는 상황도 정확히 예측하는 것이 화재를 예방하기 위해 요구된다. 본 연구에서는 여러 인자들 간의 조합에 의한 규칙을 생성하고, 불명확한 데이터 처리가 가능한 퍼지추론을 사용하여 화재상황을 인식하는 방식을 제안한다. 또한 퍼지추론 방식에서 지식의 일반화, 형식화의 문제점을 해결하기 위해, 화재의 특정 패턴들의 특징을 찾아서 분석하고 규칙베이스를 구축함으로써 시스템의 성능을 더욱 향상 시킨다. 화재의 레벨을 3단계(정상, 주의, 위험)로 나누고, 각 단계별로 훈련데이터를 FCM(fuzzy C-means clustering)에 의해 규칙화 하여 추론하는 시스템을 제안한다. 제안된 방식을 UCI의 삼림화재 데이터를 이용하여 성능을 평가한다.

Hardware-In-The-Loop Simulation (HILS) Based Design and Robustness Evaluation of an Intelligent Gantry Crane System

  • ;Jalani, Jamaludin
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2005년도 ICCAS
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    • pp.1729-1734
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    • 2005
  • The use of gantry crane systems for transporting payload is very common in industrial application. However, moving the payload using the crane is not an easy task especially when strict specifications on the swing angle and on the transfer time need to be satisfied. To overcome this problem, this paper describes development of an intelligent gantry crane system based on the mechatronic design. A lab-scale gantry crane is designed and then its intelligent controllers are developed. Fuzzy logic controllers are adopted, designed and implemented for controlling payload position as well as the swing angle of the gantry crane. The performance of the intelligent gantry crane system is evaluated on a hardware-in-the-loop simulation (HILS) environment. Moreover robustness of the proposed system is also evaluated. The result shows that the intelligent gantry crane system designed based on the mechatronic design approach has better performance compared with the automatic gantry crane system controlled by classical PID controllers. Moreover simulation result shows that the intelligent gantry crane system is more robust to parameter variation than the automatic gantry crane system.

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퍼지최적 부하분배에 의한 다중협력 로보트 매니퓰레이터의 최적시간 제어 (Time-Optimal Control for Cooperative Multi-Robot Manipulators Based on Fuzzy Optimal Load Distributioin)

  • 조현찬;김용호;전홍태
    • 한국지능시스템학회논문지
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    • 제6권2호
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    • pp.111-119
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    • 1996
  • In this paper, we propose time-optimal trajectory planning algorithms for cooperative multi-robot manipulators system considering optimal load distribution. Internal forces essentially effect on time optimal trajectory planning and if they are comitted, the time optimal scheme is not no longer true. Therefore, we try to find the internal force factors of cooperative robot manipulators system in a time-optimal aspect. In this approach, a specific generalized inverse is used and is fuzzified for the purpose. In this optimal method, the fuzzy logic concept is used and selected for diminishing computation time, for finding the load distribution factors.

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차등화 서비스의 QoS 향상을 위한 FM 제어기에 기반한 CIR 추정 (Estimation of CIR based on FM Controller for Reinforcement QoS In Differentiated Services)

  • 고진혁;박기광;황영호;양해원
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2007년도 심포지엄 논문집 정보 및 제어부문
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    • pp.249-250
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    • 2007
  • This paper presents design of meter for estimation Committed Information Rate(CIR) in Differentiated Services(DiffServ) networks. The DiffServ is a target model rather than a specification that contains detailed information about the required implementation. DiffServ provides a moderate level of quality differentiation without strict guarantees[1]. A DiffServ router consists of different components including classifier, meter, marker, dropper, shaper and scheduler. In this paper, we use the benefits of the fuzzy logic controller to design a fuzzy based traffic conditioner for DiffServ[2]. Simulations show that the approach is efficient and promising.

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수처리공정의 모델링과 지능제어의 적용 (Modeling and Intelligent control for Wastewater treatment process)

  • 천성표;김봉철;김성신
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2000년도 하계학술대회 논문집 D
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    • pp.2333-2335
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    • 2000
  • The main motivation of this research is to develop an intelligent control strategy for Activated Sludge Process(ASP). ASP is a complex and nonlinear dynamic system because of the characteristic of a wastewater, the change of an influent flow rate, weather conditions, and etc. The mathematical model of ASP also includes uncertainties which are ignored or not considered by process engineer or controller designer. The ASP is generally controlled by a PID controller that consists of fixed proportional, integral, and derivative gain values. The PID gains can be adjusted by the expert in the ASP. The ASP model based on Matlab$^{(R)}$5.3/Simulink$^{(R)}$3.0 is developed in this paper. Various control methods are applied to the ASP model and the control results are disscussed. Three control methods are designed and tested: conventional PID controller, fuzzy logic control approach to modify setpoints, and fuzzy-PID control method.

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Takagi-Sugeno Model-Based Non-Fragile Guaranteed Cost Control for Uncertain Discrete-Time Systems with State Delay

  • Fang, Xiaosheng;Wang, Jingcheng;Zhang, Bin
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제8권2호
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    • pp.151-157
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    • 2008
  • A non-fragile guaranteed cost control (GCC) problem is presented for a class of discrete time-delay nonlinear systems described by Takagi-Sugeno (T-S) fuzzy model. The systems are assumed to have norm-bounded time-varying uncertainties in the matrices of state, delayed state and control gains. Sufficient conditions are first obtained which guarantee that the closed-loop system is asymptotically stable and the closed-loop cost function value is not more than a specified upper bound. Then the design method of the non-fragile guaranteed cost controller is formulated in terms of the linear matrix inequality (LMI) approach. A numerical example is given to illustrate the effectiveness of the proposed design method.