• 제목/요약/키워드: Real-time performance

검색결과 6,044건 처리시간 0.037초

자원 제약적 기기에서 자율주행의 실시간 객체탐지를 위한 태스크 오프로딩 적용에 관한 연구 (A Study on the Application of Task Offloading for Real-Time Object Detection in Resource-Constrained Devices)

  • 장신원;홍용근
    • 정보처리학회논문지:컴퓨터 및 통신 시스템
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    • 제12권12호
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    • pp.363-370
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    • 2023
  • 도로와 주변의 상황을 정확히 인지하는 객체탐지 기술은 자율주행 분야에 핵심적인 기술이다. 자율주행 분야에 객체탐지 기술은 추론 서비스의 정확도와 함께 실시간성도 요구된다. 고성능 머신이 아닌 자원제약 기기에서 정확도와 함께 실시간성을 위한 객체탐지 기술을 적용하기 위해서는 태스크 오프로딩 기술을 활용해야 한다. 본 논문에서는 자원 제약적 기기에서 자율주행의 실시간 객체탐지를 위한 태스크 오프로딩 적용과 관련하여 태스크 오프로딩의 성능 비교, 입력 이미지 해상도에 따른 성능 비교, 카메라 객체 해상도에 따른 성능 비교 등의 실험을 수행하고 결과를 분석하였다. 본 실험에서 낮은 해상도의 이미지는 태스크 오프로딩 구조의 적용을 통하여 성능 개선을 도출할 수 있었고, 이는 자율주행의 실시간 기준을 충족하였다. 높은 해상도의 이미지는 성능 개선은 있었으나 통신 시간의 증가에 따른 이유로 자율 주행의 실시간 기준을 충족하지 못하였다. 이러한 실험을 통해 자율주행에서의 객체인식은 사용하는 객체인식 모델과 함께 입력 이미지, 통신 환경 등의 다양한 조건이 영향을 미친다는 것을 확인할 수 있었다.

이동로봇을 위한 실시간 하이브리드 경로계획 알고리즘 (Real-time Hybrid Path Planning Algorithm for Mobile Robot)

  • 이동훈;김동식;이종호;김동원
    • 전기학회논문지
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    • 제63권1호
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    • pp.115-122
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    • 2014
  • Mobile robot has been studied for long time due to its simple structure and easy modeling. Regarding path planning of the mobile robot, we suggest real-time hybrid path planning algorithm which is the combination of optimal path planning and real-time path planning in this paper. Real-time hybrid path planning algorithm modifies, finds best route, and saves calculating time. It firstly plan the route with real-time path planning then robot starts to move according to the planned route. While robot is moving, update the route as the best outcome which found by optimal path planning algorithm. Verifying the performance of the proposed method through the comparing real-time hybrid path planning with optimal path planning will be done.

실시간 미디어 전송의 종단간 성능 향상을 위한 혼성 모니터링 기법 (Hybrid Monitoring Scheme for End-to-End Performance Enhancement of Real-time Media Transport)

  • 박주원;김종원
    • 한국통신학회논문지
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    • 제30권10B호
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    • pp.630-638
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    • 2005
  • 네트워크 및 종단 노드의 시스템에 걸친 제한된 자원을 활용하여 실현되는 영상/음성 전달 서비스를 위한 멀티미디어 응용 프로그램의 품질을 보장하기 위해서는 지연, 지터, 손실과 같은 전송 상태와 CPU, 메모리의 사용량과 같은 시스템의 상태를 동시에 관찰하는 것이 필요하다. 본 논문에서는 액세스그리드 (Access Grid) 경우와 같이 IP 멀티캐스트 상에 동작하는 RTP/RTCP에 기반한 실시간 미디어 응용 프로그램을 대상으로 동적/정적 모니터링 방식을 혼용하여 멀티캐스트 상태와 시스템 상태를 측정하는 혼성 모니터링 방식을 제안한다. 또한 종단간 전송 품질이 저하된 경우 제안한 모니터링 방식에서 측정된 결과를 비교/분석하여 품질 저하의 원인을 판단하고 원인에 적합한 대응방안을 연계하고i라 한다. 이 결과를 바탕으로 네트워크/시스템의 상태 변화에 적응적인 영상/음성 전송 서비스의 가능성을 타진하고 종단간 전송 품질 저하 방지를 위한 효과를 예상한다.

IGS RTS와 Ultra Rapid 실시간 성능 분석 (An Analysis on the Real-Time Performance of the IGS RTS and Ultra-Rapid Products)

  • 김민규;김정래
    • 한국항행학회논문지
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    • 제19권3호
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    • pp.199-206
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    • 2015
  • IGS에서는 실시간 정밀 측위에 사용할 수 있도록 궤도 예측값인 IGU (IGS Ultra-rapid)와 실시간 궤도 추정값인 RTS (real-time service) 보정정보를 제공한다. IGU는 데이터 지연시간이 없지만, RTS는 5~30 초의 지연시간을 갖기 때문에 실시간으로 사용하기 위해선 지연시간만큼 예측이 필요하다. 본 논문에서는 실시간 사용 측면에서 RTS와 IGU의 성능 분석을 수행하였다. 한반도 내에서 RTS 제공 비율을 파악하기 위하여 한반도에서 관측되는 위성 대비 RTS 제공 비율을 계산하였으며 그 결과 99.3%로 나타났다. RTS의 정확도를 확인하기 위해 보정정보를 방송궤도력에 적용하여 오차를 분석하였으며 이 때 3D 궤도 RMS 오차는 0.043 m으로 나타났다. 실시간 사용 측면에서 RTS와 IGU를 비교하였는데, 실시간으로 가정하였기 때문에 IGU는 예측 정보만 이용하였고, RTS는 데이터 지연시간동안 다항식 모델로 예측을 수행하였다. RTS와 IGU를 1초 간격으로 각각 외삽, 보간을 수행하였고 그 결과 궤도 예측 성능은 비슷하였으며 시계 예측 성능은 RTS가 0.13 m 더 뛰어났다.

RAVIP: Real-Time AI Vision Platform for Heterogeneous Multi-Channel Video Stream

  • Lee, Jeonghun;Hwang, Kwang-il
    • Journal of Information Processing Systems
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    • 제17권2호
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    • pp.227-241
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    • 2021
  • Object detection techniques based on deep learning such as YOLO have high detection performance and precision in a single channel video stream. In order to expand to multiple channel object detection in real-time, however, high-performance hardware is required. In this paper, we propose a novel back-end server framework, a real-time AI vision platform (RAVIP), which can extend the object detection function from single channel to simultaneous multi-channels, which can work well even in low-end server hardware. RAVIP assembles appropriate component modules from the RODEM (real-time object detection module) Base to create per-channel instances for each channel, enabling efficient parallelization of object detection instances on limited hardware resources through continuous monitoring with respect to resource utilization. Through practical experiments, RAVIP shows that it is possible to optimize CPU, GPU, and memory utilization while performing object detection service in a multi-channel situation. In addition, it has been proven that RAVIP can provide object detection services with 25 FPS for all 16 channels at the same time.

CCN 실시간 서비스에서 중간노드의 이동성 지원 (Supporting Intermediate-node Mobility in CCN Real-time Service)

  • 이은관;권태욱
    • 한국멀티미디어학회논문지
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    • 제20권9호
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    • pp.1527-1540
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    • 2017
  • Recently, due to the rapid development of the internet, the production and demand of high capacity contents are rapidly increasing. In order to accommodate the changing trend of internet usage, researches on CCN, the future internet architecture, are actively being conducted. Mobility support is an important challenge in CCN real-time services, given that today's internet environment is changing to mobile and real-time services are increasing. In CCN real-time services, the mobility problem can be largely divided into consumer mobility, provider mobility, and intermediate-node mobility. Among them, when the intermediate-node moves in the CCN real-time services, the service disconnection occurs and the QoS degradation is caused. In this paper. we propose Intermediate-Node Mobility Support(INMS) to support the intermediate-node mobility in CCN real-time services. Experimental results show that the proposed scheme shows better performance than CCN in terms of service disconnection time and packet loss.

광대역망에서 실시간 통신을 위한 트래픽 지연제어에 관한 연구 (A Study on the Traffic Delay Control for real-time Communication in Broadband Network)

  • 장혁;김광준;나상동;조현섭;장성환;배철수
    • 한국음향학회:학술대회논문집
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    • 한국음향학회 1998년도 학술발표대회 논문집 제17권 1호
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    • pp.351.1-355
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    • 1998
  • Network-based real-time multimedia applications require guaranteed performances of communication service. Also according to increased bandwidth and processing performance in the future high speed networks, it is possible to make multimedia real-time applications such as distributed real-time applications including video conference, medical imaging, and video education. These applications have characteristics of stringent performance requirements in terms of delay, delay jitter and maximum loss rate. This paper proposes a new delay control for Broadband networks with FCFS queueing. The delay control provides an alternative solution to a current problem in real-time communication; traffic distortion, which makes it difficult to meet such real-time requirements. In simulations, it shows that the proposed delay control can guarantee local and end-to-end delay.

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Novel Techniques for Real Time Computing Critical Clearing Time SIME-B and CCS-B

  • Dinh, Hung Nguyen;Nguyen, Minh Y.;Yoon, Yong Tae
    • Journal of Electrical Engineering and Technology
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    • 제8권2호
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    • pp.197-205
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    • 2013
  • Real time transient stability assessment mainly depends on real-time prediction. Unfortunately, conventional techniques based on offline analysis are too slow and unreliable in complex power systems. Hence, fast and reliable stability prediction methods and simple stability criterions must be developed for real time purposes. In this paper, two new methods for real time determining critical clearing time based on clustering identification are proposed. This article is covering three main sections: (i) clustering generators and recognizing critical group; (ii) replacing the multi-machine system by a two-machine dynamic equivalent and eventually, to a one-machine-infinite-bus system; (iii) presenting a new method to predict post-fault trajectory and two simple algorithms for calculating critical clearing time, respectively established upon two different transient stability criterions. The performance is expected to figure out critical clearing time within 100ms-150ms and with an acceptable accuracy.

A Probabilistic Analysis for Periodicity of Real-time Tasks

  • Delgado, Raimarius;Choi, Byoung Wook
    • International Journal of Internet, Broadcasting and Communication
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    • 제13권1호
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    • pp.134-142
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    • 2021
  • This paper proposes a probabilistic method in analyzing timing measurements to determine the periodicity of real-time tasks. The proposed method fills a gap in existing techniques, which either concentrate on the estimation of worst-case execution times, or do not consider the stochastic behavior of the real-time scheduler. Our method is based on the Z-test statistical analysis which calculates the probability of the measured period to fall within a user-defined standard deviation limit. The distribution of the measured period should satisfy two conditions: its center (statistical mean) should be equal to the scheduled period of the real-time task, and that it should be symmetrical with most of the samples focused on the center. To ensure that these requirements are met, a data adjustment process, which omits any outliers in the expense of accuracy, is presented. Then, the Z-score of the distribution according to the user-defined deviation limit provides a probability which determines the periodicity of the real-time task. Experiments are conducted to analyze the timing measurements of real-time tasks based on real-time Linux extensions of Xenomai and RT-Preempt. The results indicate that the proposed method is able to provide easier interpretation of the periodicity of real-time tasks which are valuable especially in comparing the performance of various real-time systems.

Real-time hybrid testing using model-based delay compensation

  • Carrion, Juan E.;Spencer, B.F. Jr.
    • Smart Structures and Systems
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    • 제4권6호
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    • pp.809-828
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    • 2008
  • Real-time hybrid testing is an attractive method to evaluate the response of structures under earthquake loads. The method is a variation of the pseudodynamic testing technique in which the experiment is executed in real time, thus allowing investigation of structural systems with time-dependent components. Real-time hybrid testing is challenging because it requires performance of all calculations, application of displacements, and acquisition of measured forces, within a very small increment of time. Furthermore, unless appropriate compensation for time delays and actuator time lag is implemented, stability problems are likely to occur during the experiment. This paper presents an approach for real-time hybrid testing in which time delay/lag compensation is implemented using model-based response prediction. The efficacy of the proposed strategy is verified by conducting substructure real-time hybrid testing of a steel frame under earthquake loads. For the initial set of experiments, a specimen with linear-elastic behavior is used. Experimental results agree well with the analytical solution and show that the proposed approach and testing system are capable of achieving a time-scale expansion factor of one (i.e., real time). Additionally, the proposed method allows accurate testing of structures with larger frequencies than when using conventional time delay compensation methods, thus extending the capabilities of the real-time hybrid testing technique. The method is then used to test a structure with a rate-dependent energy dissipation device, a magnetorheological damper. Results show good agreement with the predicted responses, demonstrating the effectiveness of the method to test rate-dependent components.