• 제목/요약/키워드: Fuzzy sensor algorithm

검색결과 202건 처리시간 0.029초

Accelerometer Mixed Algorithm Using Fuzzy Technique

  • Jin, Yong;Cho, Sung-Yun;Park, Chan-Gook
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.141.6-141
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    • 2001
  • This paper presents the attitude algorithm using Fuzzy technique to mix gyro information with accelerometer. The attitude angle calculated by the low-cost gyros only increases its error with time rapidly because of the integration process of the algorithm and large sensor error. It is known that the accelerometer output includes the attitude information of a vehicle and its information is more effective during low dynamic maneuver. Therefore it is needed to combine two information appropriately for obtaining the attitude information from low-cost MEMS inertial sensors. Because Fuzzy logic is very effective to make a decision of maneuvering state, it is applied to the mixed algorithm. It is shown by experiment ...

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Fuzzy C-Means Algorithm을 이용한 휴대용 전자혀 시스템 설계 (Design of a Portable Electronic Tongue System using Fuzzy C-Means Algorithm)

  • 김정도;김동진;함유경;정여창;윤철오
    • 센서학회지
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    • 제13권6호
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    • pp.446-453
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    • 2004
  • A portable electronic tongue (E-Tongue) system using an array of ion-selective electrode (ISE) and personal digital assistants (PDA) for recognizing and analyzing food and drink have been designed. By the employment of PDA, the complex algorithm such as fuzzy c-means algorithm (FCMA) could be used in E-Tongue, PUMA could iteratively solve the cluster centers of pre-determined standard patterns. And the membership between the standard patterns and unknown pattern could be analyzed easily by the present E-Tongue combined with PDA.

유비쿼터스 센서 네트워크를 위한 효율적인 자원할당 알고리즘 (An Efficient Resource Allocation Algorithm for Ubiquitous Sensor Networks)

  • 황지원;조주필
    • 한국정보통신학회논문지
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    • 제17권12호
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    • pp.2769-2774
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    • 2013
  • 유비쿼터스 센서 네트워크(Ubiquitous Sensor Network) 기술의 핵심은 저전력 무선 통신기술과 효율적 라우팅을 위한 적절한 자원할당 기술이다. 센서 네트워크에서 효율적인 자원할당을 위해서는 서비스에 따른 차별화된 자원할당 방식이 필요하다. 이를 위하여, 본 논문에서는 유선망에 사용되는 PQ(Priority Queue)와 WRR의 단점을 보완하여 USN에 적용이 가능한 스케줄러 알고리즘을 제안한다. 제안된 알고리즘은 센서 네트워크에서 각 클래스의 큐 상태를 체크하여 퍼지 이론을 적용한 제어 정책에 따라 WRR 스케쥴러의 가중치를 동적으로 할당하였다. 시뮬레이션 결과 제안된 알고리즘은 EF 클래스의 패킷 손실률에서 WRR 스케쥴러 방식보다 평균 6.5% 향상되었으며, AF4 클래스에서는 PQ 방식보다 평균 45% 향상된 결과를 보였다.

퍼지로직과 포텐셜 필드를 이용한 자율이동로봇의 최적경로계획법 (Optimal Path Planning of Autonomous Mobile Robot Utilizing Potential Field and Fuzzy Logic)

  • 박종훈;이재광;허욱열
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 학술회의 논문집 정보 및 제어부문 A
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    • pp.11-14
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    • 2003
  • In this paper, we use Fuzzy Logic and Potential field method for optimal path planning of an autonomous mobile robot and apply to navigation for real-time mobile robot in 2D dynamic environment. For safe navigation of the robot, we use both Global and Local path planning. Global path planning is computed off-line using sell-decomposition and Dijkstra algorithm and Local path planning is computed on-line with sensor information using potential field method and Fuzzy Logic. We can get gravitation between two feature points and repulsive force between obstacle and robot through potential field. It is described as a summation of the result of repulsive force between obstacle and robot which is considered as an input through Fuzzy Logic and gravitation to a feature point. With this force, the robot fan get to desired target point safely and fast avoiding obstacles. We Implemented the proposed algorithm with Pioneer-DXE robot in this paper.

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A new Network Coordinator Node Design Selecting the Optimum Wireless Technology for Wireless Body Area Networks

  • Calhan, Ali;Atmaca, Sedat
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제7권5호
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    • pp.1077-1093
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    • 2013
  • This paper proposes a new network coordinator node design to select the most suitable wireless technology for WBANs by using fuzzy logic. Its goal is to select a wireless communication technology available considering the user/application requirements and network conditions. A WBAN is composed of a set of sensors placed in, on, or around human body, which monitors the human body functions and the surrounding environment. In an effort to send sensor readings from human body to medical center or a station, a WBAN needs to stay connected to a local or a wide area network by using various wireless communication technologies. Nowadays, several wireless networking technologies may be utilized in WLANs and/or WANs each of which is capable of sending WBAN sensor readings to the desired destination. Therefore, choosing the best serving wireless communications technology has critical importance to provide quality of service support and cost efficient connections for WBAN users. In this work, we have developed, modeled, and simulated some networking scenarios utilizing our fuzzy logic-based NCN by using OPNET and MATLAB. Besides, we have compared our proposed fuzzy logic based algorithm with widely used RSSI-based AP selection algorithm. The results obtained from the simulations show that the proposed approach provides appropriate outcomes for both the WBAN users and the overall network.

끝단 질량을 가진 복합재료 박판 보의 퍼지기법과 압전 감지기/작동기를 이용한 진동제어 (Vibration Control of Composite Thin-Walled Beams with a Tip Mass Via Fuzzy Algorithm and Piezoelectric Sensor and Actuator)

  • 이윤규;강호식;송오섭
    • Composites Research
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    • 제17권5호
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    • pp.7-14
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    • 2004
  • 본 연구에서는 끝단에 질량이 부착된 복합재료 박판 보의 동특성을 제어하기 위하여 퍼지 알고리즘을 이용한 적응 제어 기법에 대하여 고찰하였다. 적응제어기법을 구현하기 위해 감지기와 작동기의 역할을 할 수 있는 압전재료를 구조물의 중립면상에 삽입하였다. 끝단 질량이 변하는 경우, 비례제어 및 속도제어와 비교해 볼 때, 퍼지 알고리즘을 이용한 제어 기법이 복합재료 박판 보의 동적응답제어에 우수한 성능을 보였다.

Classification of Fuzzy Logic on the Optimized Bead Geometry in the Gas Metal Arc Welding

  • Yu Xue;Kim, Ill-Soo;Park, Chang-Eun;Kim, In-Ju;Son, Joon-Sik
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 2004년도 추계학술대회 논문집
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    • pp.225-232
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    • 2004
  • Recently, there has been a rapid development in computer technology, which has in turn led to develop the automated welding system using Artificial Intelligence (AI). However, the automated welding system has not been achieved duo to difficulties of the control and sensor technologies. In this paper, the classification of the optimized bead geometry such as bead width, height penetration and bead area in the Gas Metal Arc (GMA) welding with fuzzy logic is presented. The fuzzy C-Means algorithm (FCM), which is best known an unsupervised fuzzy clustering algorithm is employed here to analysis the specimen of the bead geometry. Then the quality of the GMA welding can be classified by this fuzzy clustering technique and the choice for obtaining the optimal bead geometry can also be determined.

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삼변·삼각 측량 협업을 이용한 홈 웰니스 로봇의 자기위치인식에 관한 연구 (A Study on Self-Localization of Home Wellness Robot Using Collaboration of Trilateration and Triangulation)

  • 이병수;김승우
    • 전기전자학회논문지
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    • 제18권1호
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    • pp.57-63
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    • 2014
  • 본 논문은 홈 웰니스 로봇에서의 센싱 플랫폼 기술 구현에 관한 연구이다. 실내 이동로봇의 자기위치인식은 정교한 궤도 제어를 위하여 매우 중요하다. 본 논문에서는 RF 센서 네트워크와 퍼지추론을 이용하여 로봇의 실내 위치인식 알고리즘을 구현하고자 한다. RFID 센서를 이용하여 로봇 자기위치를 인식하고, 삼변측량과 삼각측량의 장점들을 결합하기 위하여 퍼지 추론기를 이용한 협업 알고리즘을 제안한다. 삼변측량 자기위치 인식을 구현하기 위하여 RSSI(Received Signal Strength Indicator)방식을 구현하고, 삼각측량 자기위치 인식을 구현하기 위해 TOA(Time of Arrival)방법을 사용한다. 태그로부터 측정된 거리와 위상각의 차이를 이용하여 삼변 및 삼각측량기법을 통해 얻은 결과값들을 퍼지 추론에 의하여 실시간으로 융합하여 개선된 최종 위치를 계산한다. 본 논문에서 설계한 RFID 센서 네트워크 환경과 홈 웰니스 로봇에 탑재 되어 있는 리더 시스템을 기반으로 제안한 알고리즘의 적용 실험 결과들을 통하여 개선된 성능을 확인 한다.

퍼지를 이용한 자율이동로봇의 이동경로 추종 (Moving Path Following of Autonomous Mobile Robot using Fuzzy)

  • 김은석;주기세
    • 한국정밀공학회지
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    • 제17권5호
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    • pp.84-92
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    • 2000
  • Recently, the progress of industrialization has been taken concern of material handling automation. So for, the conveyor belt has been popular for material handling. However, this system has many disadvantages such as the space, cost, etc. In this paper, a new navigation algorithm using fuzzy is introduced. The mobile robot follows a line installed on the roads. These informations are inputted with three approximate sensors. These obtained informations are analyzed with fuzzy control technique fur autonomous steering. Therefore, unlike existing systems, high reliability is guaranteed under bad environment conditions. The installation and maintenance of a line is easily made at lower cost. This developed mobile robot can be applied to material handling automation in manufacturing system, hospital, inter-office document del ivory.

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TS 퍼지 모델 동정을 이용한 표적 추적 시스템 설계 (The Design of Target Tracking System Using the Identification of TS Fuzzy Model)

  • 이범직;주영훈;박진배
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2001년도 하계학술대회 논문집 D
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    • pp.1958-1960
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    • 2001
  • In this paper, we propose the design methodology of target tracking system using the identification of TS fuzzy model based on genetic algorithm(GA) and RLS algorithm. In general, the objective of target tracking is to estimate the future trajectory of the target based on the past position of the target obtained from the sensor. In the conventional and mathematical nonlinear filtering method such as extended Kalman filter(EKF), the performance of the system may be deteriorated in highly nonlinear situation. In this paper, to resolve these problems of nonlinear filtering technique, the error of EKF by nonlinearity is compensated by identifying TS fuzzy model. In the proposed method, after composing training datum from the parameters of EKF, by identifying the premise and consequent parameters and the rule numbers of TS fuzzy model using GA, and by tuning finely the consequent parameters of TS fuzzy model using recursive least square(RLS) algorithm, the error of EKF is compensated. Finally, the proposed method is applied to three dimensional tracking problem, and the simulation results shows that the tracking performance is improved by the proposed method.

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