• 제목/요약/키워드: Type-1 Fuzzy Logic System

검색결과 56건 처리시간 0.018초

Path Following Control of Mobile Robot Using Lyapunov Techniques and PID Cntroller

  • Jin, Tae-Seok;Tack, Han-Ho
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제11권1호
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    • pp.49-53
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    • 2011
  • Path following of the mobile robot is one research hot for the mobile robot navigation. For the control system of the wheeled mobile robot(WMR) being in nonhonolomic system and the complex relations among the control parameters, it is difficult to solve the problem based on traditional mathematics model. In this paper, we presents a simple and effective way of implementing an adaptive following controller based on the PID for mobile robot path following. The method uses a non-linear model of mobile robot kinematics and thus allows an accurate prediction of the future trajectories. The proposed controller has a parallel structure that consists of PID controller with a fixed gain. The control law is constructed on the basis of Lyapunov stability theory. Computer simulation for a differentially driven nonholonomic mobile robot is carried out in the velocity and orientation tracking control of the nonholonomic WMR. The simulation results of wheel type mobile robot platform are given to show the effectiveness of the proposed algorithm.

Gradient Descent 알고리즘을 이용한 퍼지제어기의 멤버십함수 동조 방법 (Tuning Method of the Membership Function for FLC using a Gradient Descent Algorithm)

  • 최한수
    • 한국산학기술학회논문지
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    • 제15권12호
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    • pp.7277-7282
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    • 2014
  • 본 연구에서는 gradient descent 알고리즘을 퍼지제어기의 동조를 위해 멤버십함수의 폭을 해석하는데 이용하였으며 이 해석은 퍼지 제어규칙의 전건부와 후건부 퍼지변수들을 변화시켜 보다 개선된 제어 효과를 얻기 위해 사용된다. 이 방법은 제어기의 파라미터들이 gradient descent 알고리즘의 반복 과정에서 제어변수를 선택하는 것이다. 본 논문에서는 궤환 목표치 제어를 위해 7개의 멤버십함수와 49개의 규칙 그리고 2개의 입력과 1개의 출력을 갖는 FLC을 사용하였다. 추론은 Min-Max 합성법을 이용하였고 멤버십함수는 13개의 양자화 레벨에 대한 삼각 형태를 채택하였다.

An Intelligent Fire Detection Algorithm for Fire Detector

  • Hong, Sung-Ho;Choi, Moon-Su
    • International Journal of Safety
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    • 제11권1호
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    • pp.6-10
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    • 2012
  • This paper presents a study on the analysis for reducing the number of false alarms in fire detection system. In order to intelligent algorithm fuzzy logic is adopted in developing fire detection system to reduce false alarm. The intelligent fire detection algorithm compared and analyzed the fire and non-fire signatures measured in circuits simulating flame fire and smoldering fire. The algorithm has input variables obtained by fire experiment with K-type thermocouple and optical smoke sensor. Also triangular membership function is used for inference rules. And the antecedent part of inference rules consists of temperature and smoke density, and the consequent part consists of fire probability. A fire-experiment is conducted with paper, plastic, and n-heptane to simulate actual fire situation. The results show that the intelligent fire detection algorithm suggested in this study can more effectively discriminate signatures between fire and similar fire.

혼합배기가스형 2 스풀 터보팬 엔진의 가스경로 기법과 유전자 알고리즘 이용한 센서 노이즈 및 바이어스를 고려한 고장진단 연구 (Study on Fault Diagnostics Considering Sensor Noise and Bias of Mixed Flow Type 2-Spool Turbofan Engine using Non-Linear Gas Path Analysis Method and Genetic Algorithms)

  • 공창덕;강명철;박광림
    • 항공우주시스템공학회지
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    • 제7권1호
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    • pp.8-18
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    • 2013
  • Recently, the advanced condition monitoring methods such as the model-based method and the artificial intelligent method have been applied to maximize the availability as well as to minimize the maintenance cost of the aircraft gas turbines. Among them the non-linear GPA(Gas Path Analysis) method and the GA(Genetic Algorithms) have lots of advantages to diagnose the engines compared to other advanced condition monitoring methods such as the linear GPA, fuzzy logic and neural networks. Therefore this work applies both the non-linear GPA and the GA to diagnose AE3007 turbofan engine for an aircraft, and in case of having sensor noise and bias it is confirmed that the GA is better than the GPA through the comparison of two methods.

퍼지-슬라이딩 모드를 이용한 단일링크 유연 매니퓰레이터의 진동제어 (Vibration control of a single-link flexible manipulator using fuzzy- sliding modes)

  • ;최승복;김정식
    • 소음진동
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    • 제6권1호
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    • pp.35-44
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    • 1996
  • 본 논문에서는 단일 링크 유연 암 선단위치의 강건제어를 수행하기 위하여 새로운 형태의 퍼지 슬라이딩모드 제어기를 제안하였다. 우선 시스템 불확실성의 경계치를 알고 있다는 가정하에 슬라이딩모드 제어기를 먼저 설계하였다. 슬라이딩 모드 제어기 설계시 주어진 시스템의 슬라이딩모드 운동 중 안정성을 보장하는 슬라 이딩 평면을 최적제어기법으로 설계하였으며, 리칭상태를 최소화 시킴으로써 빠른 응답과 불확실성에 대하여 더욱 강건함을 얻도록 하기 위해서 주어진 초기 조건을 고려하는 이동 슬라이딩 평면을 적용하였다. 또한, 직접 측정이 어려운 속도 상태 변수들의 예측값을 구하기 위하여 비연계 저차 관측기를 설계하였다. 이와같이 설계 된 슬라이딩모드 제어기는 적용시 시스템에 존재하는 떨림현상으로 인하여 실제적인 진동제어 시스템에 적용하는데 어려운 점을 갖고 있다. 따라서 이러한 떨림현상을 감소시키기 위하여 슬라이딩 모드 제어기와 퍼지제어기를 연계시킨 퍼지-슬라이딩 모드 제어기를 구성하였다. 퍼지제어기 설계시 미리 규정된 슬라이딩 평면식과 오차 공간상의 상태점과의 관계로부터 퍼지제어규칙을 선정해 제어기를 설계하였다. 이와 같이 구성된 제어기에 대한 컴퓨터 시뮬레이션을 수행하여 떨림현상 감소 효과와 불확실성에 대한 강건성 유지를 입증하였다.

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Real-time hybrid simulation of smart base-isolated raised floor systems for high-tech industry

  • Chen, Pei-Ching;Hsu, Shiau-Ching;Zhong, You-Jin;Wang, Shiang-Jung
    • Smart Structures and Systems
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    • 제23권1호
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    • pp.91-106
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    • 2019
  • Adopting sloped rolling-type isolation devices underneath a raised floor system has been proved as one of the most effective approaches to mitigate seismic responses of the protected equipment installed above. However, pounding against surrounding walls or other obstructions may occur if such a base-isolated raised floor system is subjected to long-period excitation, leading to adverse effects or even more severe damage. In this study, real-time hybrid simulation (RTHS) is adopted to assess the control performance of a smart base-isolated raised floor system as it is an efficient and cost-effective experimental method. It is composed of multiple sloped rolling-type isolation devices, a rigid steel platen, four magnetorheological (MR) dampers, and protected high-tech equipment. One of the MR dampers is physically tested in the laboratory while the remainders are numerically simulated. In order to consider the effect of input excitation characteristics on the isolation performance, the smart base-isolated raised floor system is assumed to be located at the roof of a building and the ground level. Four control algorithms are designed for the MR dampers including passive-on, switching, modified switching, and fuzzy logic control. Six artificial spectrum-compatible input excitations and three slope angles of the isolation devices are considered in the RTHS. Experimental results demonstrate that the incorporation of semi-active control into a base-isolated raised floor system is effective and feasible in practice for high-tech industry.