• 제목/요약/키워드: Random signal

검색결과 711건 처리시간 0.026초

유전 알고리즘과 시뮬레이티드 어닐링이 적용된 적응 랜덤 신호 기반 학습에 관한 연구 (A Study on Adaptive Random Signal-Based Learning Employing Genetic Algorithms and Simulated Annealing)

  • 한창욱;박정일
    • 제어로봇시스템학회논문지
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    • 제7권10호
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    • pp.819-826
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    • 2001
  • Genetic algorithms are becoming more popular because of their relative simplicity and robustness. Genetic algorithms are global search techniques for nonlinear optimization. However, traditional genetic algorithms, though robust, are generally not the most successful optimization algorithm on any particular domain because they are poor at hill-climbing, whereas simulated annealing has the ability of probabilistic hill-climbing. Therefore, hybridizing a genetic algorithm with other algorithms can produce better performance than using the genetic algorithm or other algorithms independently. In this paper, we propose an efficient hybrid optimization algorithm named the adaptive random signal-based learning. Random signal-based learning is similar to the reinforcement learning of neural networks. This paper describes the application of genetic algorithms and simulated annealing to a random signal-based learning in order to generate the parameters and reinforcement signal of the random signal-based learning, respectively. The validity of the proposed algorithm is confirmed by applying it to two different examples.

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Development of a Modified Random Signal-based Learning using Simulated Annealing

  • Han, Chang-Wook;Lee, Yeunghak
    • Journal of Multimedia Information System
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    • 제2권1호
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    • pp.179-186
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    • 2015
  • This paper describes the application of a simulated annealing to a random signal-based learning. The simulated annealing is used to generate the reinforcement signal which is used in the random signal-based learning. Random signal-based learning is similar to the reinforcement learning of neural network. It is poor at hill-climbing, whereas simulated annealing has an ability of probabilistic hill-climbing. Therefore, hybridizing a random signal-based learning with the simulated annealing can produce better performance than before. The validity of the proposed algorithm is confirmed by applying it to two different examples. One is finding the minimum of the nonlinear function. And the other is the optimization of fuzzy control rules using inverted pendulum.

GPS 재방송 재밍신호 검출을 위한 통합 의사잡음신호를 사용한 확장된 ELP 기법 (Extended Early-Late Phase Scheme using Combined Pseudo-Random Noise Signal to Detect GPS Repeat-Back Jamming Signals)

  • 유승수;염동진;지규인;김선용
    • 제어로봇시스템학회논문지
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    • 제22권6호
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    • pp.483-489
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    • 2016
  • This paper proposes a repeat-back jamming signal detection scheme that utilizes a combined pseudo random noise signal that is effective for processing a global positioning system (GPS) repeat-back jamming signal with the early minus late phase scheme to alleviate any existing multipath signal detection. The proposed scheme uses the combined pseudo random noise signal to treat repeat-back jamming signals like similar multipath signals and can effectively detect a repeat-back jamming signal by applying the early minus late phase scheme to a combined pseudo random noise signal. Through a Monte-Carlo simulation, the detection probability of the proposed scheme is better than the one of the conventional scheme under low jamming to signal power ratio.

Comparison of Random and Blocked Practice during Performance of the Stop Signal Task

  • Kwon, Jung-Won;Nam, Seok-Hyun;Kim, Chung-Sun
    • The Journal of Korean Physical Therapy
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    • 제23권3호
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    • pp.65-70
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    • 2011
  • Purpose: We investigated the changes in the stop-signal reaction time (SSRT) and the no-signal reaction time (NSRT) following motor sequential learning in the stop-signal task (SST). This study also determined which of the reduction0s of spatial processing time was better between blocked- and random-SST. Methods: Thirty right-handed healthy subjects without a history of neurological dysfunction were recruited. In all subjects, both the SSRT and the NSRT were measured for the SST. Tasks were classified into two categories based on the stop-signal patterns, the blocked-SST practice group and random-SST practice group. All subjects gave written informed consent. Results: In the blocked-SST group, both the SSRT and the NSRT was significantly decreased (p<0.05) but not significantly changed in the random-SST group. In the SSRT and the NSRT, the blocked-SST group was faster than the random-SST group (p<0.05). In the post-test SST after practice of each group, the SSRT was significantly decreased in the random-SST group (p<0.05), but the NSRT showed no significant changes in either group. Conclusion: These findings demonstrate that random-SST practice resulted in a decrease in internal processing times needed for a rapid stop to visual signals, indicating motor skill learning is acquired through improved response selection and inhibition.

약한 확률적 신호 검파 : 신호의 존성 잡음이 있는 경우 (Weak Random Signal Detection:In Signal-Dependent Noise)

  • 송익호
    • 한국통신학회논문지
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    • 제13권4호
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    • pp.332-339
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    • 1988
  • 최근에 소개된, 순가산성 잡음뿐만 아니라 신호의존성 잡음과 적산성 잡음도 나타낼 수 있는 일반화된 관측모델을 이용하여 신호의존성 잡음이 있을 때 약한 확률적 신호를 검파하는 문제를 다루었다. 신호의존성 잡음이 있을 경우, 약한 확률적 신호를 검파하기 위한 국소최적 검파기의 검정통계량은 순가산성 잡음만 있을 때의 국소최적 검파기의 검정 통계량이 확장된 것임을 보였다. 이는 이미 발표된 적산성 잡음에서의 약한 확률적 신호 검파의 경우와 비슷한 상황이다.

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PROPERTIES OF RANDOM SIGNALS IN WAVELET DOMAIN

  • Lee, Young Seock;Kim, Sung Hwan
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제3권1호
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    • pp.107-114
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    • 1999
  • In many applications (e,g., identification of non-destructive testing signal and biomedical signal and multiscale analysis of image), it is of interest to analyze and identify phenomena occurring at the different scales. The recently introduced wave let transforms provide a time-scale decomposition of signals that offers the possibility of such signals. However, there is no corresponding statistical properties to development of multiscale statistical signal processing. In this paper, we derive such properties of random signals in wavelet domain.

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A Simple Random Signal Generator Employing Current Mode Switched Capacitor Circuit

  • Yamakawa, Takeshi;Suetake, Noriaki;Miki, Tsutomu;Uchino, Eiji;Eguchi, Akihiro
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1993년도 Fifth International Fuzzy Systems Association World Congress 93
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    • pp.865-868
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    • 1993
  • This paper describes a simple random signal generator employing by CMOS analog technology in current mode. The system is a nonlinear dynamical system described by a difference equation, such as x(t+1) = f(x(t)) , t = 0,1,2, ... , where f($.$) is a nonlinear function of x(f). The tent map is used as a nonlinear function to produce the random signals with the uniform distribution. The prototype is implemented by using transistor array devices fabricated in a mass product line. It can be easily realized on a chip. Uniform randomness of the signal is examined by the serial correlation test and the $\chi$2 test.

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THE EFFECT OF MASKED SIGNAL ON THE PERFORMANCE OF GNSS CODE TRACKING SYSTEM

  • Chang, Chung-Liang;Juang, Jyh-Ching
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 2006년도 International Symposium on GPS/GNSS Vol.2
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    • pp.223-228
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    • 2006
  • The main purpose of this paper is to describe the code tracking performance of a non-coherent digital delay lock loop (DLL) or coherent DLL while tracking GNSS signal in the presence of signal masking. The masking effect is usually caused by buildings that obscure the signal in either a periodic or random manner. In some cases, ideal masking is used to remove random or periodic interference. Three types of the masked signal are considered - no masking, periodic masking, and random masking of the signal input to the receiver. The mean time to lose lock (MTLL) of the code tracking loop are evaluated, and some numerical result and simulation results are reported. Finally, the steadystate tracking errors on the performance of the tracking loop in interference environment are also presented.

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이동통신에 적용한 랜덤 잡음 제거를 위한 IF stage 구현에 관한 연구 (A Study on the Implemanation of IF Stage for Reducing Random Noise in the Mobile Communications)

  • 이은기;박영철;차균현
    • 한국통신학회논문지
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    • 제17권6호
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    • pp.572-579
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    • 1992
  • 마지막으로 Quadrature FM검파기를 사용하여 90$^{\circ}$전이된 신호와 진폭제한된 신호를 합성하여 오디오 신호를 추출하였고 RSSI특성을 측정하였으며 오디오 특성을 기존의 1F모듈과 비교하였다.

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주기적 Sample Skipping과 표준화주파수 축소에 의한 TDM 회선증가방식에서의 불특정 해석 (Distortion Analysis for two TDM Channel Expansion Methodsperiodic Sample Skipping and Sampling Frequency Reduction)

  • 안병성;이재균
    • 대한전자공학회논문지
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    • 제12권3호
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    • pp.30-36
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    • 1975
  • TDM 회선을증가하기 위한 두가지 방식-주기적 sample skipping방법과 표본화주파수 축소 방법-에 대한 불특성을 해석비교하였다. 신호는 통계적으로 stationary인 random신호로 가정했으며, 선로의 잡음과 각랑 상호 간의 간섭효과는 고려하지 않았다. 음성신호에 대한 구체적 비교 결과, 주기회 sample skipping방법이 실제적 설계조건에서 훌륭한 선택이 될 수 있음을 보였다. Distortions are analyzed and compared for two TDM channel expansion methods- periodic sample skipping and sampling frequency reduction. Signal is assumed to be stationary random signal with zero·mean. Channel noise and interference are not considered in the analysis. For speech signal, it is shown that the periodic sample skipping method could be a better choice under practical design constraints.

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