• 제목/요약/키워드: Performance Enhanced Model

검색결과 588건 처리시간 0.03초

Real-time RL-based 5G Network Slicing Design and Traffic Model Distribution: Implementation for V2X and eMBB Services

  • WeiJian Zhou;Azharul Islam;KyungHi Chang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권9호
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    • pp.2573-2589
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    • 2023
  • As 5G mobile systems carry multiple services and applications, numerous user, and application types with varying quality of service requirements inside a single physical network infrastructure are the primary problem in constructing 5G networks. Radio Access Network (RAN) slicing is introduced as a way to solve these challenges. This research focuses on optimizing RAN slices within a singular physical cell for vehicle-to-everything (V2X) and enhanced mobile broadband (eMBB) UEs, highlighting the importance of adept resource management and allocation for the evolving landscape of 5G services. We put forth two unique strategies: one being offline network slicing, also referred to as standard network slicing, and the other being Online reinforcement learning (RL) network slicing. Both strategies aim to maximize network efficiency by gathering network model characteristics and augmenting radio resources for eMBB and V2X UEs. When compared to traditional network slicing, RL network slicing shows greater performance in the allocation and utilization of UE resources. These steps are taken to adapt to fluctuating traffic loads using RL strategies, with the ultimate objective of bolstering the efficiency of generic 5G services.

Defect Detection of Steel Wire Rope in Coal Mine Based on Improved YOLOv5 Deep Learning

  • Xiaolei Wang;Zhe Kan
    • Journal of Information Processing Systems
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    • 제19권6호
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    • pp.745-755
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    • 2023
  • The wire rope is an indispensable production machinery in coal mines. It is the main force-bearing equipment of the underground traction system. Accurate detection of wire rope defects and positions exerts an exceedingly crucial role in safe production. The existing defect detection solutions exhibit some deficiencies pertaining to the flexibility, accuracy and real-time performance of wire rope defect detection. To solve the aforementioned problems, this study utilizes the camera to sample the wire rope before the well entry, and proposes an object based on YOLOv5. The surface small-defect detection model realizes the accurate detection of small defects outside the wire rope. The transfer learning method is also introduced to enhance the model accuracy of small sample training. Herein, the enhanced YOLOv5 algorithm effectively enhances the accuracy of target detection and solves the defect detection problem of wire rope utilized in mine, and somewhat avoids accidents occasioned by wire rope damage. After a large number of experiments, it is revealed that in the task of wire rope defect detection, the average correctness rate and the average accuracy rate of the model are significantly enhanced with those before the modification, and that the detection speed can be maintained at a real-time level.

Burr 커버리지 함수에 기초한 ENHPP소프트웨어 신뢰성장모형에 관한 연구 (The Study for ENHPP Software Reliability Growth Model based on Burr Coverage Function)

  • 김희철
    • 한국컴퓨터정보학회논문지
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    • 제12권4호
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    • pp.33-42
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    • 2007
  • 소프트웨어 제품의 정확한 인도시기를 예측하거나 효용성 및 신뢰성을 예측하기 위해서는 소프트웨어 테스팅 과정에서 중요한 요소인 테스트 커버리지를 이용하면 보다 효율적인 테스팅 작업을 할 수 있다. 이런 모형을 ENHPP모형이라고 한다. 본 논문에서는 기존의 소프트웨어 신뢰성 모형인 지수 커버리지 모형과 S-커버리지 모형을 재조명하고 이 분야에 적용될 수 있는 Burr 분포에 기초한 Burr 커버리지 모형을 제안하였다. 고장 간격 시간으로 구성된 자료를 이용한 모수추정 방법은 최우추정법 과 일반적인 수치해석 방법인 이분법을 사용하여 모수 추정을 실시하고 효율적인 모형 선택은 편차자승합(SSE) 및 콜모고로프 거리를 적용하여 모형들에 대한 효율적인 모형선택도 시도하였다. NTDS 자료를 사용한 임무시간 비교 분석한 결과 Burr 커버리지 모형 시행이 지수나 S-형 모형보다 우수함을 보이고 있다. 이 자료들에서 기존의 모형과 Burr 커버리지 모형의 비교를 위하여 산술적 및 라플라스 검정, 편의 검정등을 이용하였다.

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점탄성 감쇠기가 설치된 철골조 건물의 비탄성 해석 (Inelastic Analysis of Steel Frame Structures with Viscoelastic Damper)

  • 김진구
    • 한국지진공학회:학술대회논문집
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    • 한국지진공학회 2000년도 춘계 학술발표회 논문집 Proceedings of EESK Conference-Spring
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    • pp.186-193
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    • 2000
  • In this study the effect and applicability of viscoelastic dampers on the seismic reinforcement of steel framed structures are investigated in the context of the performance based design approach. The effect of the damper on dissipating the input seismic energy was investigated with a single degree of freedom system. For analysis models a five-story steel frame subjected to gravity load and a ten-story structure subjected to gravity and wind load were designed. the code-specified design spectrums were constructed for each soil type and performance objective and artificial ground excitation records to be used in the nonlinear time history analysis were generated based on the design spectrums. Interstory drift was adopted as the primary performance criterion. According to the analysis results both model structures turned out to satisfy the life safety performance level for most of the soil conditions except for the soft soil. It was also found that the seismic performance could be greatly enhanced by installing viscoelastic dampers on appropriate locations.

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정보기술동화의 결정요인 및 기업성과에 미치는 영향 : 혁신확산이론의 관점 (The Determinants of IT Assimilation and Its Effect on Organizational Performance : An Innovation Diffusion Theory Perspective)

  • 곽기영;임소연
    • 한국경영과학회지
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    • 제33권1호
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    • pp.149-168
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    • 2008
  • Many organizations have introduced information technology (IT) as an innovation to gain competitive advantages as business environments have become increasingly complex and rapidly changing. Despite the large investment of IT, there have been mixed results about whether IT creates business values. Considering that IT assimilation may play an important role in explaining IT productivity paradox, this study examines the formation of IT assimilation and its effect on the organizational performance. To do so, this study suggests a research model based on Innovation Diffusion Theory by incorporating organization system, communication channel, change acceptability, and innovation factors, and then attempts to empirically explore the role of IT assimilation for enhanced organizational performance using data collected at the organizational level. Structural equation analysis using AMOS provides significant support for part of proposed relationships. Specifically, we have found encouraging results on the role of IT assimilation by identifying its mediating effect on the organizational performance. Theoretical and practical implications of the findings are discussed accordingly.

한.대(韓.臺) 벤처기업의 경영환경, e-비즈니스 전략, 성과간의 관계 (Business Environment, e-Business Strategy and Performance : An Empirical Study of Venture Firms in Daedeok Valley and Hsinchu Science Park)

  • 황경연;문희철
    • Journal of Information Technology Applications and Management
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    • 제15권1호
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    • pp.43-65
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    • 2008
  • This study investigates the effects of business environment on the e-business strategy and performance of venture firms. The development of the research model is based on the empirical studies on the strategy literature. The data from the survey was analyzed using Partial Least Squares(PLS). For Daedeok Valley Venture Firms, product innovation differentiation strategy is affected by environmental uncertainty. And, cost leadership strategy tend to be influence by environmental uncertainty. Finally, venture firm's performance is effected by cost leadership strategy and marketing differentiation strategy. However, for in Hsinchu Science Park Venture Firms, product innovation differentiation strategy is affected by environmental uncertainty and heterogeneity. And, marketing differentiation strategy is enhanced by environment uncertainty and industry growth. In addition, cost leadership strategy tend to be influence by environmental uncertainty and heterogeneity. Finally, venture firm's performance is effected by cost leadership strategy and product innovation differentiation strategy.

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VSAT 데이터 통신을 위한 묵시적 예약 방식의 다중접속 기법 (Multiaccess Scheme with Implicit Reservation for VSAT Data commmunication)

  • 이창건;최양희;정선종;김종상
    • 전자공학회논문지A
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    • 제31A권7호
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    • pp.1-16
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    • 1994
  • In this paper, we propose a new multiple access scheme for VSAT(Very Small Aperture Terminal) data communications. The proposed scheme has better performance in terms of delay throughput than Controlled Multiaccess Scheme which has excellent performance. The proposed scheme use the spare reservation method, adaptation method to offered load, and fixed bandwidth reservation method. In this paper, we analyze the performance using simple queueing model and present the simulation results. When network traffic is very low, the new scheme and the controlled multiaccess scheme have almost the same access delay characteristic. As the network load becomes higher, the new scheme's access delay gain becomes larger. Futhermore, even when the network traffic is very high it is possible to access satellite link within the delay similar to one round-trip delay. In addition to access delay performance enhancement, the new scheme has facility that supports fixed bandwidth reservation. So it shows more enhanced performance in the environment that stream traffic is dominant such as in VSAT communication environment.

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지상연소시험평가용 추력기 노즐의 성능해석과 형상설계 (Performance Analysis and Configuration Design of the Thruster Nozzle for Ground-firing Test and Evaluation)

  • 감호동;김정수;배대석
    • 한국추진공학회지
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    • 제16권2호
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    • pp.10-16
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    • 2012
  • 지상연소시험용 추력기 노즐의 성능해석을 위하여 노즐유동 특성 및 플룸 구조를 해석한다. 2차원 축소확대 노즐유동을 해석하고, 이를 실험값과 비교하여 해석기법 검증 및 난류모델 선정을 수행한다. k-${\omega}$ SST 난류모델을 사용한 Reynolds-averaged Navier-Stokes 방정식으로 2차원 축대칭 지상연소시험용 노즐을 해석한 결과, 초기 설계된 노즐내부에서 충격파 및 유동박리에 의한 성능저하가 관찰되었다. 이에 노즐 확대부분의 형상을 수정하여 성능 향상을 확인하였다.

지진피해 저감 시스템을 설치한 모멘트 프레임의 거동성능 평가 (Behavioral Performance Evaluation of the Moment-Resisting Frame Models Equipped with Seismic Damage Mitigation Systems)

  • 조양희;손홍민;허종완
    • 한국지진공학회논문집
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    • 제21권6호
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    • pp.311-322
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    • 2017
  • In this study, the seismic performance of concrete-steel composite moment frame structures equipped with seismic retrofitting systems such as seismic reinforcement, base isolators, and bracing members, which are typical earthquake damage mitigation systems, is evaluated through nonlinear dynamic analyses. A total of five frame models were designed and each frame model was developed for numerical analyses. A total of 80 ground acceleration data were used to perform the nonlinear dynamic analysis to measure ground shear force and roof displacement, and to evaluate the behavioral performance of each frame model by measuring inter-story drift ratios. The analysis results indicate that the retrofitting device of the base isolator make a significant contribution to generating relatively larger absolute displacement than other devices due to flexibility provided to interface between ground and column base. However, the occurrence of the inter-story drift ratio, which is a relative displacement that can detect the damage of the structure, is relatively small compared with other models. On the other hand, the seismic reinforced frame model enhanced with the steel plate at the lower part of the column was found to be the least efficient.

낮은 감지 압력신호 값을 가지는 실리콘 족적 센서에 대한 3차원 유한요소 해석 모델 선정 및 검증 (Selection and Verification of 3D Finite Element Method Model for Silicone Foot Sensor with Low Detection Pressure)

  • 성벽경;서형규;김동환
    • 대한기계학회논문집A
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    • 제38권11호
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    • pp.1299-1307
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    • 2014
  • 본 논문은 감도가 낮고 정밀한 족적센서의 특성에 대하여 연구한 논문이다. 이를 위하여 센서의 형상 변수 조절 범위를 낮게 선정하였다. 센서의 감도 해석으로 2차원 해석 모델을 사용할 경우 실험값과 비교한 결과 오차가 많이 나는 것을 확인하였다. 따라서 이 오차를 개선하기 위하여 3D 기반의 새로운 해석 모델을 적용시켜 재해석 하였고, 이를 실험값과 비교한 결과 오차가 개선되었음을 확인할 수 있었다.