• Title/Summary/Keyword: 지연 모델

Search Result 1,469, Processing Time 0.028 seconds

Analytical Modelling and Heuristic Algorithm for Object Transfer Latency in the Internet of Things (사물인터넷에서 객체전송지연을 계산하기 위한 수리적 모델링 및 휴리스틱 알고리즘의 개발)

  • Lee, Yong-Jin
    • Journal of Internet of Things and Convergence
    • /
    • v.6 no.3
    • /
    • pp.1-6
    • /
    • 2020
  • This paper aims to integrate the previous models about mean object transfer latency in one framework and analyze the result through the computational experience. The analytical object transfer latency model assumes the multiple packet losses and the Internet of Things(IoT) environment including multi-hop wireless network, where fast re-transmission is not possible due to small window. The model also considers the initial congestion window size and the multiple packet loss in one congestion window. Performance evaluation shows that the lower and upper bounds of the mean object transfer latency are almost the same when both transfer object size and packet loss rate are small. However, as packet loss rate increases, the size of the initial congestion window and the round-trip time affect the upper and lower bounds of the mean object transfer latency.

Estimation of Tropospheric Zenith Delay over the Seoul-Jecheon area using GPS (GPS를 이용한 서울-제천 지역의 대류층 천정 지연 평가)

  • Kwon, Young-Cheol;Han, Uk;Park, Pil-Ho
    • Journal of the Korean earth science society
    • /
    • v.21 no.4
    • /
    • pp.380-388
    • /
    • 2000
  • The estimation of tropospheric zenith delay over the Seoul-Jecheon area using GPS is presented. Over the past ten years, the world-wide industrial nations have been intensively concerned over increasing GPS surveyings in the various fields of earth science. To preserve precise positioning under various weather conditions, relationships between tropospheric zenith delay and GPS accuracy are analyzed. GPS accuracies are compared with tropospheric zenith delay produced by Bernese 4.0 software. Errors of tropospheric delay are 20cm in mean and reduced up to 5cm when tropospheric correction models are used. Correlation between error of GPS and tropospheric zenith delay plays a positive role to monitor the migration of weather front in the established Korean GPS network.

  • PDF

Reducing latency of neural automatic piano transcription models (인공신경망 기반 저지연 피아노 채보 모델)

  • Dasol Lee;Dasaem Jeong
    • The Journal of the Acoustical Society of Korea
    • /
    • v.42 no.2
    • /
    • pp.102-111
    • /
    • 2023
  • Automatic Music Transcription (AMT) is a task that detects and recognizes musical note events from a given audio recording. In this paper, we focus on reducing the latency of real-time AMT systems on piano music. Although neural AMT models have been adapted for real-time piano transcription, they suffer from high latency, which hinders their usefulness in interactive scenarios. To tackle this issue, we explore several techniques for reducing the intrinsic latency of a neural network for piano transcription, including reducing window and hop sizes of Fast Fourier Transformation (FFT), modifying convolutional layer's kernel size, and shifting the label in the time-axis to train the model to predict onset earlier. Our experiments demonstrate that combining these approaches can lower latency while maintaining high transcription accuracy. Specifically, our modified model achieved note F1 scores of 92.67 % and 90.51 % with latencies of 96 ms and 64 ms, respectively, compared to the baseline model's note F1 score of 93.43 % with a latency of 160 ms. This methodology has potential for training AMT models for various interactive scenarios, including providing real-time feedback for piano education.

Estimation of GNSS Zenith Tropospheric Wet Delay Using Deep Learning (딥러닝 기반 GNSS 천정방향 대류권 습윤지연 추정 연구)

  • Lim, Soo-Hyeon;Bae, Tae-Suk
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
    • /
    • v.39 no.1
    • /
    • pp.23-28
    • /
    • 2021
  • Data analysis research using deep learning has recently been studied in various field. In this paper, we conduct a GNSS (Global Navigation Satellite System)-based meteorological study applying deep learning by estimating the ZWD (Zenith tropospheric Wet Delay) through MLP (Multi-Layer Perceptron) and LSTM (Long Short-Term Memory) models. Deep learning models were trained with meteorological data and ZWD which is estimated using zenith tropospheric total delay and dry delay. We apply meteorological data not used for learning to the learned model to estimate ZWD with centimeter-level RMSE (Root Mean Square Error) in both models. It is necessary to analyze the GNSS data from coastal areas together and increase time resolution in order to estimate ZWD in various situations.

Design of Optimized Adaptive PID Control Structures by means of Model Reduction and RLSE (축소모델과 RLSE를 이용한 최적화 적응형 제어구조 설계)

  • Choi, Jeoung-Nae;Cho, Joon-Ho;Hwang, Hyung-Soo
    • Proceedings of the KIEE Conference
    • /
    • 2005.07d
    • /
    • pp.2525-2527
    • /
    • 2005
  • 큰 지연시간을 갖는 고차계 시스템에 대하여 일반적으로 적용할 수 있는 PID 제어기의 동조방법중 한 가지 방법으로써 축소모델을 이용하는 방법이 있다. 이 방법은 큰 지연시간을 갖는 고차계 공정을 SOPTD(Second Order Plus Time Delay Model)로 축소를 하여 SOPTD의 고정된 형태의 모델에 대하여 PID 제어기를 동조하는 방법이다. SOPTD로 모델을 축소하는 방법과 최적화 PID 파라미터를 동조하는 방법이 제시되었다. 본 논문에서는 기존의 최적화 PID 제어구조에 RLSE를 추가하여 실시간으로 축소모델의 계수를 보정해주는 최적화 적응형 PID 제어구조를 제안하였고, 기존의 제어구조보다 우수한 적응성을 가짐을 시뮬레이션을 통하여 보였다.

  • PDF

Enhancement of Traveltime Tomogram Using Block Constraint (모델변수 제약을 통한 주시토모그래피 영상화 향상)

  • Cho, Chang-Soo;Lee, Hee-Il;Suh, Jung-Hee
    • Geophysics and Geophysical Exploration
    • /
    • v.5 no.1
    • /
    • pp.46-55
    • /
    • 2002
  • We investigated the distorting factors of velocity structure reconstructed by traveltime inversion. The set of models that fit the data in a numerical sense usually contains unrealistic models. Reconstructed velocity structure was enhanced because unreasonable models were eliminated by defining constraint of variable grid using a priori information. To correct time delay of source explosion, which distorts traveltime tomograms, terms for correction of time delay was formulated into equation of travel time tomography.

Multimedia Synchronization using PetriNet in Mobile Environment (모바일 환경에서 페트리넷을 이용한 멀티미디어 동기화)

  • Lee, Keun-Soo
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.9 no.2
    • /
    • pp.449-454
    • /
    • 2008
  • As demand for the application in multimedia networks is increasing rapidly, it is important to provide these services in Mobile Environments (ME). Obtaining to multimedia services which satisfy synchronization constraints in ME and improving the delay time and Quality of Service(QoS) between media streams to be presented, new specification model has to be proposed. In this paper we propose Mobile Synchronization Model(MSM) as a new specification model for describing efficiently the QoS and the delay time. Also, we propose the multimedia synchronization algorithm where is a dynamic synchronization method that minimizes the effects of adaptive transmission delay time. The proposed model has higher the guarantee of QoS such as the loss rate and the playout rate than it of the previous work.

A Study on Model of Radio Wave Propagation at Microcells (마이크로셀에서의 전극-전파 모델에 관한 연구)

  • Ra Yoo Chan
    • Proceedings of the Acoustical Society of Korea Conference
    • /
    • spring
    • /
    • pp.275-278
    • /
    • 2002
  • 본 논문에서는 한국의 전파환경을 도시 계획법에서 지정한 지역세분을 기초로 4개의 대분류와 8개로 소구분하여 Kor-231 모델을 제안하였다. 전파전파 특성을 측정하기 위해 슬라이딩 코릴레이션 기법을 이용한 대역확산 송${\cdot}$수신 방식으로 구현하여 수신전력, 평균 초과지연 그리고 RMS 지연확산을 가장 도시계획적으로 개발된 공업 지역과 주거지역에서 직선 도로에 마이크로셀을 배치하여 도로를 따라 진행하는 LOS와 건물들로 둘러쌓인 N-LOS에서 측정된 데이터를 분석하여 한국의 전파환경에서 잘 적용됨을 확인 하였다.

  • PDF

Virtual Fitting Model Application (가상 피팅 모델 앱)

  • Choi, Dong-Hwan;Park, Doo-Soon
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2013.11a
    • /
    • pp.1267-1268
    • /
    • 2013
  • 온라인 패션 쇼핑몰을 이용하는 소비자가 늘어나면서 소비자의 불만 사항으로 상품의 불량상태, 사이즈 불일치, 배송 및 환불 지연, 품절 및 입고 지연, 색상 불일치, 입어보지 못하는 불편함 등이 있는데, 그 중에 하나인 사이즈 불일치와 입어보지 못하는 불편함을 가상의 모델로 대체하여 옷을 입어 사용자가 확인하는 어플리케이션이다. 본 논문에서는 사용자의 키와 몸무게, 사이즈를 입력하고 사람의 표준적인 몸으로 사이즈에 맞는 옷을 입혀 사용자가 옷을 사기 전 사이즈를 확인 할 수 있도록 도움을 주는 어플리케이션이다.

Delay Performance Analysis of a Dynamic Bandwidth Allocation Scheme in a GPON (GPON에서 동적 대역할당 방안의 지연성능 분석)

  • Park, Chul-Geun;Chung, Hae;Kim, Jin-Hee
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.33 no.9B
    • /
    • pp.813-821
    • /
    • 2008
  • In recent year, several types of PON(Passive Optical Networks) have been adopted into the subscriber loops for the high speed subscriber lines to meet the needs of some applications based on the Internet and the rapid increase of the Internet users. GPON(Gigabit PON) is a typical access network technology of these PONs which adopt the DBA(Dynamic bandwidth Allocation) scheme in order to transmit upstream traffic efficiently. In this paper, we introduce the gated polling system with a two-stage queue in order to analyze the delay performance of the DBA scheme in a GPON. We use a continuous time queueing model for deriving the mean cycle time and for obtaining the mean packet delay. We give some numerical results to investigate the delay performance for the symmetric polling system with statistically identical stations.