• Title/Summary/Keyword: processing system

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Implementation of AIoT Edge Cluster System via Distributed Deep Learning Pipeline

  • Jeon, Sung-Ho;Lee, Cheol-Gyu;Lee, Jae-Deok;Kim, Bo-Seok;Kim, Joo-Man
    • International journal of advanced smart convergence
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    • v.10 no.4
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    • pp.278-288
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    • 2021
  • Recently, IoT systems are cloud-based, so that continuous and large amounts of data collected from sensor nodes are processed in the data server through the cloud. However, in the centralized configuration of large-scale cloud computing, computational processing must be performed at a physical location where data collection and processing take place, and the need for edge computers to reduce the network load of the cloud system is gradually expanding. In this paper, a cluster system consisting of 6 inexpensive Raspberry Pi boards was constructed to perform fast data processing. And we propose "Kubernetes cluster system(KCS)" for processing large data collection and analysis by model distribution and data pipeline method. To compare the performance of this study, an ensemble model of deep learning was built, and the accuracy, processing performance, and processing time through the proposed KCS system and model distribution were compared and analyzed. As a result, the ensemble model was excellent in accuracy, but the KCS implemented as a data pipeline proved to be superior in processing speed..

Optimal Savepoint in a Loosely-Coupled Resilient Database System (느슨히 결합된 데이타베이스 시스템에서 최적의 저장점 유도)

  • Choe, Jae-Hwa;Kim, Seong-Eon
    • Asia pacific journal of information systems
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    • v.6 no.1
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    • pp.21-38
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    • 1996
  • This paper investigates the performance improvement opportunities through a resiliency mechanism in the distributed primary/backup database system. Recognizing that a distributed transaction executes at several servers during its lifetime, we propose a resiliency mechanism which allows continuous transaction processing in distributed database server systems in the presence of a server failure. In order to perform continuous transaction processing despite failures, every state change of a transaction processing can be saved in the backup server. Obviously, this pessimistic synchronization may give more burdens than benefits to the system. Thus, the tracking needs not be done synchronously with the transaction progress. Instead, the state of all transaction processing in a system is saved periodically. This activity is referred to as a savepoint. Then, the question is how often the savepoint has to be done. We derive the optimal savepoint to identify the optimization parameters for the resilient transaction processing system.

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Development of System based on Digital Image Processing for Precision Measurement of Micro Spring (초소형 스프링 정밀 측정을 위한 디지털 영상 처리 시스템 개발)

  • 표창률;강성훈;전병희
    • Transactions of Materials Processing
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    • v.11 no.7
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    • pp.620-627
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    • 2002
  • The purpose of this paper is the development of an automated measurement system for micro spring based on the digital image processing technique. This micro spring can be used in various engineering applications such as filament, load bearing springs, hard disk suspension and many others. Main functionality of the micro spring inspection system is to measure the representative pitch of the micro spring. The derivative operators are used for edge detection in gray level image. Measurement system developed in this paper consisted of new auto feeding mechanism to take advantage of air pressure. In the process of development of the micro spring inspection system based on the image processing and analysis, strong background technology and know-how have been accumulated to measure micro mechanical parts.

A study of automatic physical distribution processing system Using Vision System (Vision System을 이용한 자동화 물류 창고 시스템의 개발에 관한 연구)

  • Hwang, Young-Min;Woo, Jung-In
    • Proceedings of the KIPE Conference
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    • 2005.07a
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    • pp.146-148
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    • 2005
  • According as the industry develops recently, the import and export freight amount is increasing sharply, but physical distribution processing equipment ability had achieved conveyance, surge and setup of physical distribution by human's labor ability. But, inefficiency is indicated in operation of harbor and bay warehouse or physical distribution storage equipment because is ceilinged the processing physical distribution amount and the efficiency in physical distribution processing by these labor ability. Treatise that meet on the request proposes soldier warehouse physical distribution processing system that apply Vision System.

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Medical Image Processing System for Morphometric and Functional Analysis of a Human Brain (인간 뇌의 형태적 및 기능적 분석을 위한 의료영상 처리시스템)

  • Kim, Tae-U
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.3
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    • pp.977-991
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    • 2000
  • In this paper, a medical image processing system was designed and implemented for morphometric and functional analysis of a human brain. The system is composed of image registration, ROI(region of interest) analysis, functional analysis, image visualization, 3D medical image database management system(DBMS), and database. The software processes an anatomical and functional image as input data, and provides visual and quantitative results. Input data and intermediate or final output data are stored to the database as several data types by the DBMS for other further image processing. In the experiment, the ROI analysis, for a normal, a tumor, a Parkinson's decease, and a depression case, showed that the system is useful for morphometric and functional analysis of a human brain.

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Development of soldier warehouse physical distribution processing system Using Vision System (Vision System을 이용한 무인 창고 물류처리 시스템의 개발)

  • Hwang, Young-Min;Heo, Tai-Won;Kim, Young-Bin;Noh, In-Bai;Ha, Gwang-Il;Woo, Jung-In
    • Proceedings of the KIEE Conference
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    • 2003.07d
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    • pp.2507-2510
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    • 2003
  • According as the industry develops recently, the import and export freight amount is increasing sharply, but physical distribution processing equipment ability had achieved conveyance, surge and setup of physical distribution by human's labor ability. But, inefficiency is indicated in operation of harbor and bay warehouse or physical distribution storage equipment because is ceilinged the processing physical distribution amount and the efficiency in physical distribution processing by these labor ability. Treatise that meet on these request proposes soldier warehouse physical distribution processing system that apply Vision System.

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A Study on the Design of the Radar Data Integrating System (레이다 정보처리용 통합 정보처리 시스템 셜계에 관한 연구)

  • 이상웅;최진일;라극환;양기덕;조동래
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.32B no.5
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    • pp.798-811
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    • 1995
  • In this study, radar data integrating and processing systems were designed for the data processing of various information from many kinds of radar in a single data processing system. The characteristics of the data integrating system were analyzed by the system simulation with the queueing theory. The designed data integrating systems can be divided into a centralized and a distributed type. In the system structure, we used UNIX message que as the real time processor and the queueing theory for the performance evaluation of the information flow in the systems. For the analysis of the performance of inforamtion flow in both models, queueing theory was applied to and implemented with the simulation package, OPNET system and C language. From the simulation result we could understand the system factors which effect the system performance and characteristics on the data processing.

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Development of Low Price Ultrasound Image Processing System (저가형 초음파 영상처리 장치의 개발)

  • Lee, Gun-You;Jun, Yang-Bae;Kim, Jeong-Hoon;Kim, Sang-Bong
    • Proceedings of the KSME Conference
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    • 2001.06b
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    • pp.53-58
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    • 2001
  • In this paper, a low price ultrasound image processing system is developed using DSP and PC. Ultrasound for image is generated by the 32-channel transducer. Ultrasound image is captured by DSP instead of the private image grabber board. Display of image and image processing algorithms are performed by PC. The image processing algorithms based on GUI are realized by software. So users without knowledge of image processing can perform the image enhancement more easily.

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INTRODUCTION TO THE COMS METEOROLOGICAL DATA PROCESSING SYSTEM

  • Ahn Myoung-Hwan;Seo Eun-Jin;Chung Chu-Yong;Sohn Byung-Ju;Suh Myoung-Seok;Oh Milim
    • Proceedings of the KSRS Conference
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    • 2005.10a
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    • pp.95-97
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    • 2005
  • Communication, Ocean, and Meteorological Satellite (COMS) to be launched in year 2008 will be the first Korean multi-purpose geostationary satellite aiming at three major missions, i.e.: communication, ocean, and meteorological applications. The development of systems for the meteorological mission sponsored by the Korea Meteorological Administration (KMA) consists of payloads, ground system, and data processing system. The program called COMS Meteorological Data Processing System (CMDPS) has been initiated for the development of data processing system. The primary objective ofCMDPS is to derive the level-2 environmental products from geo-Iocated and calibrated level 1.5 COMS data. Preliminary design for the level-2 data processing system consists of 16 baseline products and will be refined by end of 3rd project year. Also considered for the development are the necessary initial information such as land use and digital elevation map, algorithms for the vicarious calibration and procedures for the calibration monitoring, and radiative transfer model. Here, we briefly introduce the overall development strategy, flow chart for the intended baseline products, a few preliminary algorithm results and future plans.

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Implementation of Embedded System Based Simulator Controller Using Camera Motion Parameter Extractor (카메라 모션 벡터 추출기를 이용한 임베디드 기반 가상현실 시뮬레이터 제어기의 설계)

  • Lee Hee-Man;Park Sang-Jo
    • The Journal of the Korea Contents Association
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    • v.6 no.4
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    • pp.98-108
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    • 2006
  • In the past, the Image processing system is independently implemented and has a limit in its application to a degree of simple display. The scope of present image processing system is diversely extended in its application owing to the development of image processing IC chips. In this paper, we implement the image processing system operated independently without PC by converting analogue image signals into digital signals. In the proposed image processing system, we extract the motion parameters from analogue image signals and generate the virtual movement to Simulator and operate Simulator by extracting motion parameters.

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