• 제목/요약/키워드: Probability theory

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EBP와 OVSSA의 특성을 이용하는 분류 알고리즘 (Classification algorithm using characteristics of EBP and OVSSA)

  • 이종찬
    • 한국융합학회논문지
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    • 제9권2호
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    • pp.13-18
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    • 2018
  • 본 논문은 다층을 갖는 네트워크를 가장 효율적으로 학습하는 것은 결국 최적의 가중치 벡터의 집합을 찾아가는 과정이라는 간단한 접근 방법을 기본으로 하고 있다. 일반적인 학습 문제의 단점을 극복하기 위해 제안 모델에서는 EBP와 OVSSA의 특징들을 결합한 방법을 사용한다. 즉 EBP가 지역 최소치에 빠질 수 있는 성질을 보강하기 위해 OVSSA의 확률이론으로 빠져나갈 수 있도록 제안 방법은 각각 알고리즘의 장점만을 취하여 하나의 모델을 구성한다. 제안 알고리즘에서는 EBP에서 오류를 줄이기 위한 방법들을 에너지함수로 사용하고, 이 에너지를 OVSSA로 최소화 하는 방법을 사용하였다. 두 가지의 상이한 성질을 가지는 알고리즘이 합쳐질 수 있음을 간단한 실험 결과를 통해 확인한다.

송신 상관된 레일리 채널에서 프리코더를 갖는 MIMO MMSE 수신기의 성능 분석 (Performance Analysis of Precoded MIMO MMSE Receivers in Transmit-Correlated Rayleigh Channels)

  • 김원섭
    • 한국통신학회논문지
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    • 제38A권7호
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    • pp.552-559
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    • 2013
  • 이 논문에서는 송신 상관된 레일리 페이딩 채널에서 프리코더를 갖는 다중 입출력 안테나 시스템이 고려된다. 특히 최소평균제곱오차 수신기를 적용한 다중 입출력 안테나 시스템을 대상으로 한다. 임의 행렬 이론에 기초하여, 신호 대 간섭 및 잡음비의 확률 밀도 함수를 유도하기 위한 정확하고 일반화된 식을 유도한다. 그리하여 적은 수의 송신 및 수신 안테나에 대하여 정확한 폐쇄형 신호 대 간섭 및 잡음비의 확률 밀도 함수 식을 제안한다. 또한, 신호 대 간섭 및 잡음비의 확률 밀도 함수 식에 기초하여 폐쇄형 심볼 오류율 근사식을 제안한다. 제안하는 심볼오류율 분석결과는 오류 확률을 정확하게 예측하거나, 시스템 디자인을 위한 유용한 툴로서 사용될 수 있을 것으로 예상된다.

Improving the Contractor-subcontractor Relationship Through Partnering on Construction Projects in Zambia

  • Mudzvokorwa, Tafadzwa;Mwiya, Balimu;Mwanaumo, Erastus M.
    • Journal of Construction Engineering and Project Management
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    • 제10권1호
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    • pp.1-15
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    • 2020
  • With the increased dependence on subcontracting in the construction industry, the operational relationship between main contractors and subcontractor plays an imperative role in successful project delivery. Consequently, improving this relationship increases the probability of project success and enhancing project performance. A wide range of research has confirmed that partnering improves the main contractor-subcontractor relationship. Though the positive impact of partnering on project performance is supported by a plethora of evidence, the guiding theory on practical partnering process steps is limited. The study aimed at improving subcontracting in the construction industry through a partnering process relevant to Zambia guided by factors obtained from industry expects. Questionnaire surveys and Semi-structured interview were adopted to investigate the perception of construction industry professionals and academics towards the main contractor-subcontractor relationship along with improvement factors. The findings showed that the relationship between main contractors and subcontractors on most projects in Zambia is unsatisfactory therefore justifying attention. Top factors that can enhance the main contractor-subcontractor relationship were identified. From the factors deduced and guidelines on partnering best practices, a project partnering model was developed.

Seismic damage of long span steel tower suspension bridge considering strong aftershocks

  • Xie, X.;Lin, G.;Duan, Y.F.;Zhao, J.L.;Wang, R.Z.
    • Earthquakes and Structures
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    • 제3권5호
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    • pp.767-781
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    • 2012
  • The residual capacity against collapse of a main shock-damaged bridge can be coupled with the aftershock ground motion hazard to make an objective decision on its probability of collapse in aftershocks. In this paper, a steel tower suspension bridge with a main span of 2000 m is adopted for a case-study. Seismic responses of the bridge in longitudinal and transversal directions are analyzed using dynamic elasto-plastic finite displacement theory. The analysis is conducted in two stages: main shock and aftershocks. The ability of the main shock-damaged bridge to resist aftershocks is discussed. Results show that the damage caused by accumulated plastic strain can be ignored in the long-span suspension bridge. And under longitudinal and transversal seismic excitations, the damage is prone to occur at higher positions of the tower and the shaft-beam junctions. When aftershocks are not large enough to cause plastic strain in the structure, the aftershock excitation can be ignored in the seismic damage analysis of the bridge. It is also found that the assessment of seismic damage can be determined by superposition of damage under independent action of seismic excitations.

Fault Tree구조로 나타낸 인간신뢰성의 퍼지추론적해석 (An Analysis of Human Reliability Represented as Fault Tree Structure Using Fuzzy Reasoning)

  • 김정만;이동춘;이상도
    • 대한인간공학회:학술대회논문집
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    • 대한인간공학회 1996년도 춘계학술대회논문집
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    • pp.113-127
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    • 1996
  • In Human Reliability Analysis(HRA), the uncertainties involved in many factors that affect human reliability have to be represented as the quantitative forms. Conventional probability- based human reliability theory is used to evaluate the effect of those uncertainties but it is pointed out that the actual human reliability should be different from that of conventional one. Conventional HRA makes use of error rates, however, it is difficult to collect data enough to estimate these error rates, and the estimates of error rates are dependent only on engineering judgement. In this paper, the error possibility that is proposed by Onisawa is used to represent human reliability, and the error possibility is obtained by use of fuzzy reasoning that plays an important role to clarify the relation between human reliability and human error. Also, assuming these factors are connected to the top event through Fault Tree structure, the influence and correlation of these factors are measured by fuzzy operation. When a fuzzy operation is applied to Fault Tree Analysis, it is possible to simplify the operation applying the logic disjuction and logic conjuction to structure function, and the structure of human reliability can be represented as membership function of the top event. Also, on the basis of the the membership function, the characteristics of human reliability can be evaluated by use of the concept of pattern recognition.

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마음챙김 명상프로그램이 간호대학생의 스트레스 지각, 우울 및 자아효능감에 미치는 효과 (The Effect of Mindfulness Meditation Programs on Nursing College Students' Perceived Stress, Depression, and Self-efficacy)

  • 염영란;최금봉
    • 동서간호학연구지
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    • 제19권2호
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    • pp.104-113
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    • 2013
  • Purpose: Due to the academic demands from a theory and practice-based educational program, nursing students often experience psychological burdens. The purpose of this study was to investigate the effect of mindfulness meditation programs on nursing students' perceived stress, depression, and self-efficacy. Methods: A quasi-experimental study with a non-equivalent control group pretest-posttest design was used. Participants were recruited from two nursing colleges. The sample consisted of an intervention group (n=29) that participated in a mindfulness meditation program and a control group (n=30). The experimental group participated in the program for 120 minutes a week for a total of 8 sessions. The data were collected prior and after the intervention using self-administered questionnaires. Data were analyzed using descriptive statistics, $X^2$-test, Fisher's exact probability test, and the t-test. Results: After the application of the mindfulness meditation program, the experimental group showed a significant difference in perceived stress(t=-10.33, p<.001), depression (t=-2.17, p=.035), and self-efficacy (t=2.57, p=.013) scores. However, there was no significant differrence in the control group. Conclusion: These findings provide a supportive evidence of mindfulness meditation program as a behavioral intervention to reduce stress, depression and increase self-efficacy among nursing students.

Effect of Energy Harvesting on Stable Throughput in Cooperative Relay Systems

  • Pappas, Nikolaos;Kountouris, Marios;Jeon, Jeongho;Ephremides, Anthony;Traganitis, Apostolos
    • Journal of Communications and Networks
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    • 제18권2호
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    • pp.261-269
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    • 2016
  • In this paper, the impact of energy constraints on a two-hop network with a source, a relay and a destination under random medium access is studied. A collision channel with erasures is considered, and the source and the relay nodes have energy harvesting capabilities and an unlimited battery to store the harvested energy. Additionally, the source and the relay node have external traffic arrivals and the relay forwards a fraction of the source node's traffic to the destination; the cooperation is performed at the network level. An inner and an outer bound of the stability region for a given transmission probability vector are obtained. Then, the closure of the inner and the outer bound is obtained separately and they turn out to be identical. This work is not only a step in connecting information theory and networking, by studying the maximum stable throughput region metric but also it taps the relatively unexplored and important domain of energy harvesting and assesses the effect of that on this important measure.

Asynchronous Cooperative Spectrum Sensing Scheme on Primary Users with Fast "On/Off" State Variations in Spectrum Sensing Windows

  • Jin, Jingying;Gu, Junrong;Kim, Jae Moung
    • 한국통신학회논문지
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    • 제38B권10호
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    • pp.832-842
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    • 2013
  • Cognitive Radio has attracted intensive interests of the researchers, recently. The data rate always increases in the emerging technologies. The increased data rate poses mainly two challenges for spectrum sensing. One is that the state of primary user (PU) is fast and alternatively varying between "on/off" in a spectrum sensing window. The other is that the asynchronicity among the reports in a cooperative spectrum sensing setting becomes more apparent. Both of them would deteriorate the spectrum sensing performance. Thus, we propose an asynchronous cooperative spectrum sensing method to cope with these two challenges. A likelihood ratio test based spectrum sensing is developed for a single cooperator. The likelihood ratio is obtained in the setting of fast varying PU state. The likelihood ratio test is uniformly powerful according to the Neyman-pearson lemma. Furthermore, the asynchronicity among the cooperators are studied. Two sets of fusion weights are discussed for the asynchronous time among cooperators. One is designed based on the condition probability of the PU state variation and the other one is designed based on the queueing theory. The simulation results are provided with different fusion methods. The performance improvements are demonstrated.

라이시안 채널에서의 수신 신호 모의 실험 및 검증 (Simulation and Verification of the Received Signals in Rician Channel)

  • 이범선;이일용;박정일;박경룡;연광일;어익수;강인
    • 한국전자파학회논문지
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    • 제9권3호
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    • pp.347-358
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    • 1998
  • 복잡하고 다양한 전파 환경을 라이시안 채널로 모델링할 수 있는 가능성에 대해서 검토해 보았다. 라이시안 채널에서의 수신 신호를 컴퓨터 시뮬레이터를 제작하여 모의 실험하였고, 모의 실험된 신호의 PDF(포락선 크기의 분포), PSD(Power Spectral Density), LCR(Level Crossing Rate), ADF(Average Duration of Fades), BER(Bit Error Rate)를 이론치와 비교한 결과 매우 잘 일치함을 확인할 수 있었다.

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정보 분산 알고리즘을 이용한 PCC 기법의 개선 (An Improvement of PCC Scheme by using Information Dispersal Algorithm)

  • 현상원;박용수;조유근
    • 한국정보과학회논문지:시스템및이론
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    • 제31권11호
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    • pp.617-625
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    • 2004
  • 본 논문에서는 최근에 발표된 스트림 인증 기법중 하나인 PCC 기법 [1]온 정보 분산 알고리즘을 이용하여 개선한 방법을 제시한다. PCC 기법에서는 수신된 스트림 데이타의 검증이 패킷의 그룹 단위로 수행되는데 이때 관련된 서명 패킷이 수신되어야만 그룹에 속한 패킷들이 검증된 수 있다는 약점을 갖는다. 본 논문에서는 PCC 기법의 서명 패킷에 정보 분산 알고리즘을 적용하여 생성되는 단편들을 그룹에 속한 전체 패킷들에 포함시켜 전송하며, 수신자가 이중 정해진 수 이상의 패킷을 수신했을 경우 서명패킷의 복원이 가능하도록 함으로써 원기법의 문제점을 해결했다. 뿐만 아니라 시뮬레이션 결과의 분석에 의하면 제안 기법은 관련 최신 기법인 SAIDA [2]보다 검증 확률이 높고, 구현 프로그램의 수행 시간을 측정한 결과 계산 시간 면에서 더 나은 성능을 보였다.