• 제목/요약/키워드: Fuzzy interference system

검색결과 18건 처리시간 0.025초

Application of Adaptive Neuro-Fuzzy Inference System for Interference Management in Heterogeneous Network

  • Palanisamy, Padmaloshani;Sivaraj, Nirmala
    • ETRI Journal
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    • 제40권3호
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    • pp.318-329
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    • 2018
  • Femtocell (FC) technology envisaged as a cost-effective approach to attain better indoor coverage of mobile voice and data service. Deployment of FCs over macrocell forms a heterogeneous network. In urban areas, the key factor limits the successful deployment of FCs is inter-cell interference (ICI), which severely affects the performance of victim users. Autonomous FC transmission power setting is one straightforward way for coordinating ICI in the downlink. Application of intelligent control using soft computing techniques has not yet explored well for wireless networks. In this work, autonomous FC transmission power setting strategy using Adaptive Neuro Fuzzy Inference System is proposed. The main advantage of the proposed method is zero signaling overhead, reduced computational complexity and bare minimum delay in performing power setting of FC base station because only the periodic channel measurement reports fed back by the user equipment are needed. System level simulation results validate the effectiveness of the proposed method by providing much better throughput, even under high interference activation scenario and cell edge users can be prevented from going outage.

Fuzzy 제어 기반 협력 스펙트럼 센싱 (Cooperative Spectrum Sensing Based on Fuzzy control)

  • 이미선;김진영
    • 한국위성정보통신학회논문지
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    • 제8권3호
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    • pp.6-9
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    • 2013
  • Cognitive Radio는 유휴 스펙트럼을 찾아 환경에 맞는 통신방식과 주파수 대역폭을 능동적으로 판단해 재활용하는 지능적인 간섭회피로 방식으로 스펙트럼을 공유하여 전파자원효율을 극대화 하는 기술이다. 이때 PU에 간섭을 일으키지 않기 위한 스펙트럼 센싱 기술이 중요하다. 하지만 상황에 따라 스펙트럼 센싱 알고리즘을 선택할수 있다면 좀더 효율적 센싱을 할수 있을 것이다. 따라서 본 논문에서는 퍼지컨트롤러를 통해 에너지검출, 자기상관검출,M atched filter 검출 등을 개별 센싱에 반영하는 시스템 모델을 제안하고 분석한다.

Application of ANFIS Power Control for Downlink CDMA-Based LMDS Systems

  • Lee, Ze-Shin;Tsay, Mu-King;Liao, Chien-Hsing
    • ETRI Journal
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    • 제31권2호
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    • pp.182-192
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    • 2009
  • Rain attenuation and intercell interference are two crucial factors in the performance of broadband wireless access networks such as local multipoint distribution systems (LMDS) operating at frequencies above 20 GHz. Power control can enhance the performance of downlink CDMA-based LMDS systems by reducing intercell interference under clear sky conditions; however, it may damage system performance under rainy conditions. To ensure robust operation under both clear sky and rainy conditions, we propose a novel power-control scheme which applies an adaptive neuro-fuzzy inference system (ANFIS) for downlink CDMA-based LMDS systems. In the proposed system, the rain rate and the number of users are two inputs of the fuzzy inference system, and output is defined as channel quality, which is applied in the power control scheme to adjust the power control region. Moreover, ITU-R P.530 is employed to estimate the rain attenuation. The influence of the rain rate and the number of users on the distance-based power control (DBPC) scheme is included in the simulation model as the training database. Simulation results indicate that the proposed scheme improves the throughput of the DBPC scheme.

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Smart tracking design for aerial system via fuzzy nonlinear criterion

  • Wang, Ruei-yuan;Hung, C.C.;Ling, Hsiao-Chi
    • Smart Structures and Systems
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    • 제29권4호
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    • pp.617-624
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    • 2022
  • A new intelligent adaptive control scheme was proposed that combines the control based on interference observer and fuzzy adaptive s-curve for flight path tracking control of unmanned aerial vehicle (UAV). The most important contribution is that the control configurations don't need to know the uncertainty limit of the vehicle and the influence of interference is removed. The proposed control law is an integration of fuzzy control estimator and adaptive proportional integral (PI) compensator with input. The rated feedback drive specifies the desired dynamic properties of the closed control loop based on the known properties of the preferred acceleration vector. At the same time, the adaptive PI control compensate for the unknown of perturbation. Additional terms such as s-surface control can ensure rapid convergence due to the non-linear representation on the surface and also improve the stability. In addition, the observer improves the robustness of the adaptive fuzzy system. It has been proven that the stability of the regulatory system can be ensured according to linear matrix equality based Lyapunov's theory. In summary, the numerical simulation results show the efficiency and the feasibility by the use of the robust control methodology.

근접 픽셀 에러 감소를 위한 홀로그래픽 데이터 스토리지 시스템의 퍼지 규칙 생성 (Design error corrector of binary data in holographic dnta storage system using fuzzy rules)

  • 김장현;김상훈;양현석;박진배;박영필
    • 정보저장시스템학회:학술대회논문집
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    • 정보저장시스템학회 2005년도 추계학술대회 논문집
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    • pp.129-133
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    • 2005
  • Data storage related with writing and retrieving requires high storage capacity, fast transfer rate and less access time. Today any data storage system cannot satisfy these conditions, however holographic data storage system can perform faster data transfer rate because it is a page oriented memory system using volume hologram in writing and retrieving data. System can be constructed without mechanical actuating part therefore fast data transfer rate and high storage capacity about $1Tb/cm^3$ can be realized. In this paper, to reduce errors of binary data stored in holographic data storage system, a new method for bit error reduction is suggested. First, find cluster centers using subtractive clustering algorithm then reduce intensities of pixels around cluster centers and fuzzy rules. Therefore, By using this error reduction method following results are obtained ; the effect of Inter Pixel Interference noise is decreased and the intensity profile of data page becomes uniform therefore the better data storage system can be constructed.

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Cooperative mobile robots using fuzzy algorithm

  • Ji, Seunghwan;Kim, Hyuntae;Park, Minkee;Park, Mignon
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1992년도 한국자동제어학술회의논문집(국제학술편); KOEX, Seoul; 19-21 Oct. 1992
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    • pp.468-472
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    • 1992
  • In recent years, lots of researches on autonomous mobile robot have been accomplished. However they focused on environment recognition and its processing to make a decision on the motion, And cooperative multi-robot, which must be able to avoid crash and to make mutual communication, has not been studied much. This paper deals with cooperative motion of two robots, 'Meari 1" and "Meari 2 " made in our laboratory, based on communication between the two. Because there is an interference on communication occurring in cooperative motion of multi-robot, many restrictive conditions are required. Therefore, we have designed these robot system so that communication between them is available and mutual interference is precluded, and we used fuzzy interference to overcome unstability of sensor data.of sensor data.

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퍼지 논리를 이용한 온라인 자기동조기능을 갖는 CDMA 셀룰러 시스템용 PID 전력제어기 (On-line self-tuning PID power controller using fuzzy logic for CDMA cellular systems)

  • 김상민;한진욱;김성중
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
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    • pp.211-214
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    • 1997
  • This paper applies fuzzy self-tuning PID controller in DS/CDMA cellular system. Power control is essential in DS/CDMA to compensate for the differing received powers due to both the slowly varying long-term and fast varying short-term fading processes and co-channel interference. The controller proposed is adaptable for the variations of the system dynamics and especially for the variable time delay which exists in mobile radio systems. Accordingly the results is the smaller power control error, that is, the smaller average transmitting power of mobile compared with the conventional control schemes. Because interferences to the other mobiles are reduced, the capacity of CDMA can be increased.

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인공지능기법을 활용한 그라우트의 주입제어 (Grout Injection Control using AI Methodology)

  • 이정인;정윤영
    • 터널과지하공간
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    • 제14권6호
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    • pp.399-410
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    • 2004
  • 지하정보의 활용에 관한 방법론적인 관점에서 인공지능기술과 데이터베이스의 활용은 최근 지구과학의 여러 분야에서 그 구체적인 적용방법이 모색되고 있다. 본 연구에서는 공학적으로 주요한 용도로 활용되는 그라우팅 공법과 관련하여 과학적인 접근방법이 필요한 그라우트의 주입제어 문제에 집중했다. 이 문제에 대한 방안으로서 암반의 특성에 따라 그라우트의 주입과정에서 동적으로 변화하는 변수들을 데이터베이스로 구축하고 이와 더불어 그라우트 밸브의 최적의 조정치를 유도하는 Fuzzy-neural hybrid system을 활용하는 방법론에 대한 개념적인 모델을 고안했다. 고안한 모델을 네 가지 사례에 적용한 결과 그라우트 밸브의 조정치가 그라우트의 주입과정에서 수반되는 역학적인 현상에 대해 합리적으로 유도되었다. 그러므로 이 모델의 알고리즘이 그라우트의 주입을 제어하는 도구로서 발전할 수 있으리라 판단된다.

Reliability analysis of an embedded system with multiple vacations and standby

  • Sharma, Richa;Kaushik, Manju;Kumar, Gireesh
    • International Journal of Reliability and Applications
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    • 제16권1호
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    • pp.35-53
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    • 2015
  • This investigation deals with reliability and sensitivity analysis of a repairable embedded system with standby wherein repairman takes multiple vacations. The hardware system consists of 'M' operating and 'S' standby components. The repairman can leave for multiple vacations of random length during its idle time. Whenever any operating unit fails, it is immediately replaced by a standby unit if available. Moreover, governing equations of an embedded system are constructed using appropriate birth-death rates. The vacation and repair time of repairman are exponentially distributed. The matrix method is used to find the steady-state probabilities of the number of failed components in the embedded system as well as other performance measures. Reliability indexes are presented. Further, numerical experiments are carried out for various system characteristics to examine the effects of different parameter. Using a special class of neuro-fuzzy systems i.e. Adaptive Network-based Fuzzy Interference Systems (ANFIS), we also approximate various performance measures. Finally, the conclusions and future research directions are provided.

Maximum Power Tracking Control for parallel-operated DFIG Based on Fuzzy-PID Controller

  • Gao, Yang;Ai, Qian
    • Journal of Electrical Engineering and Technology
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    • 제12권6호
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    • pp.2268-2277
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    • 2017
  • As constantly increasing wind power penetrates power grid, wind power plants (WPPs) are exerting a direct influence on the traditional power system. Most of WPPs are using variable speed constant frequency (VSCF) wind turbines equipped with doubly fed induction generators (DFIGs) due to their high efficiency over other wind turbine generators (WTGs). Therefore, the analysis of DFIG has attracted considerable attention. Precisely measuring optimum reference speed is basis of utilized maximum wind power in electric power generation. If the measurement of wind speed can be easily taken, the reference of rotation speed can be easily calculated by known system's parameters. However, considering the varying wind speed at different locations of blade, the turbulence and tower shadow also increase the difficulty of its measurement. The aim of this study is to design fuzzy controllers to replace the wind speedometer to track the optimum generator speed based on the errors of generator output power and rotation speed in varying wind speed. Besides, this paper proposes the fuzzy adaptive PID control to replace traditional PID control under rated wind speed in variable-pitch wind turbine, which can detect and analyze important aspects, such as unforeseeable conditions, parameters delay and interference in the control process, and conducts online optimal adjustment of PID parameters to fulfill the requirement of variable pitch control system.