• Title/Summary/Keyword: multi-tasking

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Multi-task Learning Based Tropical Cyclone Intensity Monitoring and Forecasting through Fusion of Geostationary Satellite Data and Numerical Forecasting Model Output (정지궤도 기상위성 및 수치예보모델 융합을 통한 Multi-task Learning 기반 태풍 강도 실시간 추정 및 예측)

  • Lee, Juhyun;Yoo, Cheolhee;Im, Jungho;Shin, Yeji;Cho, Dongjin
    • Korean Journal of Remote Sensing
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    • v.36 no.5_3
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    • pp.1037-1051
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    • 2020
  • The accurate monitoring and forecasting of the intensity of tropical cyclones (TCs) are able to effectively reduce the overall costs of disaster management. In this study, we proposed a multi-task learning (MTL) based deep learning model for real-time TC intensity estimation and forecasting with the lead time of 6-12 hours following the event, based on the fusion of geostationary satellite images and numerical forecast model output. A total of 142 TCs which developed in the Northwest Pacific from 2011 to 2016 were used in this study. The Communications system, the Ocean and Meteorological Satellite (COMS) Meteorological Imager (MI) data were used to extract the images of typhoons, and the Climate Forecast System version 2 (CFSv2) provided by the National Center of Environmental Prediction (NCEP) was employed to extract air and ocean forecasting data. This study suggested two schemes with different input variables to the MTL models. Scheme 1 used only satellite-based input data while scheme 2 used both satellite images and numerical forecast modeling. As a result of real-time TC intensity estimation, Both schemes exhibited similar performance. For TC intensity forecasting with the lead time of 6 and 12 hours, scheme 2 improved the performance by 13% and 16%, respectively, in terms of the root mean squared error (RMSE) when compared to scheme 1. Relative root mean squared errors(rRMSE) for most intensity levels were lessthan 30%. The lower mean absolute error (MAE) and RMSE were found for the lower intensity levels of TCs. In the test results of the typhoon HALONG in 2014, scheme 1 tended to overestimate the intensity by about 20 kts at the early development stage. Scheme 2 slightly reduced the error, resulting in an overestimation by about 5 kts. The MTL models reduced the computational cost about 300% when compared to the single-tasking model, which suggested the feasibility of the rapid production of TC intensity forecasts.

통합 Database를 기반으로 한 다중 Process Engine 개발

  • 박상민;배재호;구상엽;왕지남;김광섭
    • Proceedings of the CALSEC Conference
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    • 1997.11a
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    • pp.53-58
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    • 1997
  • 본 논문에서는 통합 Logistics Center라는 새로운 조직을 통해서, 생산, 영업 및 물류를 총괄하여, 전체 공장과 전체 DC/SB의 재고량을 줄이고. 결품현상 방지, 수송비용 절감을 도모할 수 있는 통합 물류 시스템을 구축하는데 필요한 각 Process 및 이를 수행할 수 있는 발견적 해법을 개발하는 것을 연구한다. 생산(공장)에는 가장 정확한 각 DC/SB의 수요 예측량을 토대로 수립된 발주량과, 이 발주량을 통해서 결정된 생산의뢰 계획을 제공한다. 이 생산 계획은 제품이 생산되어서 출고될 때, 근거리 지역에 있는 DC/SB에 출고될 수 있도록, 각 공장의 전용라인에 대해서는 최소 수송비용을 고려한다. 제품의 혼합생산 라인의 정보( 생산 Capa.)를 이용하여 나머지 발주량을 생산 의뢰 계획으로 바꾸게 된다. 공장에서는 이 계획을 바탕으로 생산 계획을 수립하여, 그 계획과 생산된 제품을 DC/SB로 출고시킨다. 공 장의 출하 가능량과 각 DC/SB의 2주전의 발주량은 실제 많은 차이가 발생하므로, 이를 재조정하여, 공장의 재고를 최소로 하는 방향으로 공장의 출하 가능량을 조절한다. 조절된 출하 가능량은 2일간의 근거리 수송 원칙에 의해서 입고될 DC/SB를 결정한다. 공장의 출고를 돕기 위해서 배차계획을 수립한다. 본 연구에서는 각각의 Process Engine들의 활동과 정보의 흐름이 서로 상이한 시간 간격으로 발생할 때 각 Process Engine 의 Input/output으로 사용되는 정보의 효율적인 Systematic 동기화 및 Database와 interface 및 Multi-Tasking Database Transaction을 고려할 것이다.

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Real Time Linux System Design (리얼 타임 리눅스 시스템 설계)

  • Lee, Ah Ri;Hong, Seon Hack
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.10 no.2
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    • pp.13-20
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    • 2014
  • In this paper, we implemented the object scanning with nxtOSEK which is an open source platform. nxtOSEK consists of device driver of leJOS NXJ C/Assembly source code, TOPPERS/ATK(Automotive real time Kernel) and TOPPERS/JSP Real-Time Operating System source code that includes ARM7 specific porting part, and glue code make them work together. nxtOSEK can provide ANSI C by using GCC tool chain and C API and apply for real-time multi tasking features. We experimented the 3D scanning with ultra sonic and laser sensor which are made directly by laser module diode and experimented the measurement of scanning the object by knowing x, y, and z coordinates for every points that it scans. In this paper, the laser module is the dimension of $6{\times}10[mm]$ requiring 5volts/5[mW], and used the laser light of wavelength in the 650[nm] range. For detecting the object, we used the beacon detection algorithm and as the laser light swept the objects, the photodiode monitored the ambient light at interval of 10[ms] which is called a real time. We communicated the 3D scanning platform via bluetooth protocol with host platform and the results are displayed via DPlot graphic tool. And therefore we enhanced the functionality of the 3D scanner for identifying the image scanning with laser sensor modules compared to ultra sonic sensor.

Design and Implementation of a 3D Virtual Desktop System based on Windows Operation System (윈도우즈 운영체제 기반의 3D 가상 데스크톱 시스템 설계 및 구현)

  • Hong, Seung-Pyo;Oh, Myeong-Jin;Shin, Jung-Hoon;Lee, Sang-Jun
    • Journal of KIISE:Computing Practices and Letters
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    • v.16 no.12
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    • pp.1249-1253
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    • 2010
  • As personal computers have been recently improved in performance, the multi tasking of running several applications at the same time has been generalized. Since only one task space is provided for performing such tasks on Windows operating system, a number of computer users feel inconvenient. In this paper, we propose a 3D Virtual Desktop System which can show a process of switching task spaces in 3D motion using DirectX. The proposed system can provide a computer user with more task spaces and the intuitive UI(User Interlace) such as Compiz of Linux.

Design of Lightweight RTOS for MCU (MCU를 위한 경량화된 RTOS 설계)

  • Bak, Chang-Gyu
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.15 no.6
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    • pp.1301-1306
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    • 2011
  • RTOS in the embedded system is a powerful tool for the design of multi-tasking. However, previous RTOS has large proportion in the MCU with limited memory. So it is difficult to apply RTOS. In this paper, I removed less frequently used features from the traditional RTOS, and designed lightweight RTOS that schedules and manages the resources with minimal code. I used techniques to obtain user memory using sharing stack, and to reduce the overhead at context. Considering ratio of kernel and applications, the RTOS designed in this paper is available on the MCU with more than 4KB of program memory.

The technique of an adaptive scheduling for a multi-tasking separation (다중작업 분할처리를 위한 적응형 스케쥴링 기법)

  • Go, Jeong-Hwan;Kim, Young-Kil
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.14 no.10
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    • pp.2371-2377
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    • 2010
  • As the substantial increment in program complexity and appearance of mega program, the programs need to be divided to small tasks with multiple partitions and performed with a priority based scheduling. And also, a program development has to be progressed according to diversify of development environment. For instance, there are some restrictions upon O/S environment such as embedded O/S or windows. Therefore, the adaptive scheduling technique which performs multiple task partitioning process, regardless environment or O/S, is suggested. In this study, In this study, the adaptive scheduling technique algorithm and its applied examples are described.

Development of Concurrent Engineering System for Design of Composite Structures (복합재 구조물의 설계를 위한 동시공학 시스템의 개발)

  • ;;;H.T.Hahn
    • Composites Research
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    • v.12 no.6
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    • pp.43-52
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    • 1999
  • This paper explains the development of a concurrent engineering system for the rlesign of composite structures. The concurrent engineering system is developed to meet the demand for the better quality products with lower production cost and time. In this study, to compose the architecture of concurrent engineering system, the commercial and noncommercial programs related to design and analysis of composite structures are surveyed and classified. The concurrent engineering system is including various design modules such as design/analysis of composite structures using CLPT and FEM, buckling and post bucking analysis, thermo-elastic analysis of carbon-carbon composite, and optimum design using expert system and genetic algorithm. For the integration and management of softwares, the concurrent engineering system is realized by Microsoft visual $C++{^\circledR}$ that provide multi-tasking and graphic user interface environment.

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A case study on the implementation and performance evaluation of profibus network in automation systems (자동화 시스템에서 Profibus 네트워크 인터페이스 구현 및 성능 평가)

  • Kim, Ki-Am;Hong, Seung-Ho
    • Journal of Institute of Control, Robotics and Systems
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    • v.4 no.1
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    • pp.113-122
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    • 1998
  • This paper presents an implementation method of Profibus interface software using FMS(Fieldbus Message Specification). The Profibus interface software is implemented on PC which is widely used as an industrial computer as well as a commercial embedded controller called IUC(Intelligent Universal Controller). In order to enable the Profibus interface software to handle many application tasks and communication services, two kinds of real-time/multi-tasking operating system, OS-9 and CTask, are utilized. We also develop an experimental model of Profibus-based automation system, and evaluate the performance of the Profibus network. Through experiments, the user layer level message latency is measured with respect to the change of message length, message generation interval and TRT(Target Rotation Time). The results of experiment are compared with those of a simulation model which comprises only the physical and data link layers of Profibus. The results of this study shows that the message latency in the user layer level occupies fairly a large part of the total message latency.

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The Design and Implementation of a Control System for TCSC in the KERI Analog Power Simulator

  • Jeon, Jin-Hong;Kim, Kwang-Su;Kim, Ji-Won;Oh, Tae-Kyoo
    • KIEE International Transactions on Power Engineering
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    • v.4A no.3
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    • pp.129-133
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    • 2004
  • This paper deals with the design and implementation of a TCSC (Thyristor Controlled Series Capacitor) simulator, which is a module for an analog type power system simulator. Principally, it presents configuration of controller hardware/software and its experimental results. An analog type power system simulator consists of numerous power system components, such as various types of generator models, scale-downed transmission line modules, transformer models, switches and FACTS (Flexible AC Transmission System) devices. It has been utilized for the verification of the control algorithm and the study of system characteristics analysis. This TCSC simulator is designed for 50% line compensation rate and considered for damping resister characteristic analysis. Its power rate is three phase 380V 20kVA. For hardware extendibility, its controller is designed with VMEBUS and its main CPU is TMS320C32 DSP (Digital Signal Processor). For real time control and communications, its controller is applied to the RTOS (Real Time Operation System) for multi-tasking. This RTOS is uC/OS-II. The experimental results of capacitive mode and inductive mode operations verify the fundamental operations of the TCSC.

Attitude Determination GPS/INS Integrated Navigation System with FDI Algorithm for a UAV

  • Oh Sang Heon;Hwang Dong-Hwan;Park Chansik;Lee Sang Jeong;Kim Se Hwan
    • Journal of Mechanical Science and Technology
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    • v.19 no.8
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    • pp.1529-1543
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    • 2005
  • Recently an unmanned aerial vehicle (UAV) has been widely used for military and civil applications. The role of a navigation system in the UAV is to provide navigation data to the flight control computer (FCC) for guidance and control. Since performance of the FCC is highly reliant on the navigation data, a fault in the navigation system may lead to a disastrous failure of the whole UAV. Therefore, the navigation system should possess a fault detection and isolation (FDI) algorithm. This paper proposes an attitude determination GPS/INS integrated navigation system with an FDI algorithm for a UAV. Hardware for the proposed navigation system has been developed. The developed hardware comprises a commercial inertial measurement unit (IMU) and the integrated navigation package (INP) which includes an attitude determination GPS (ADGPS) receiver and a navigation computer unit (NCU). The navigation algorithm was implemented in a real-time operating system with a multi-tasking structure. To evaluate performance of the proposed navigation system, a flight test has been performed using a small aircraft. The test results show that the proposed navigation system can give accurate navigation results even in a high dynamic environment.