• Title/Summary/Keyword: time-dependency

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Prediction of Highy Pathogenic Avian Influenza(HPAI) Diffusion Path Using LSTM (LSTM을 활용한 고위험성 조류인플루엔자(HPAI) 확산 경로 예측)

  • Choi, Dae-Woo;Lee, Won-Been;Song, Yu-Han;Kang, Tae-Hun;Han, Ye-Ji
    • The Journal of Bigdata
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    • v.5 no.1
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    • pp.1-9
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    • 2020
  • The study was conducted with funding from the government (Ministry of Agriculture, Food and Rural Affairs) in 2018 with support from the Agricultural, Food, and Rural Affairs Agency, 318069-03-HD040, and in based on artificial intelligence-based HPAI spread analysis and patterning. The model that is actively used in time series and text mining recently is LSTM (Long Short-Term Memory Models) model utilizing deep learning model structure. The LSTM model is a model that emerged to resolve the Long-Term Dependency Problem that occurs during the Backpropagation Through Time (BPTT) process of RNN. LSTM models have resolved the problem of forecasting very well using variable sequence data, and are still widely used.In this paper study, we used the data of the Call Detailed Record (CDR) provided by KT to identify the migration path of people who are expected to be closely related to the virus. Introduce the results of predicting the path of movement by learning the LSTM model using the path of the person concerned. The results of this study could be used to predict the route of HPAI propagation and to select routes or areas to focus on quarantine and to reduce HPAI spread.

Radiation measurement and imaging using 3D position sensitive pixelated CZT detector

  • Kim, Younghak;Lee, Taewoong;Lee, Wonho
    • Nuclear Engineering and Technology
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    • v.51 no.5
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    • pp.1417-1427
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    • 2019
  • In this study, we evaluated the performance of a commercial pixelated cadmium zinc telluride (CZT) detector for spectroscopy and identified its feasibility as a Compton camera for radiation monitoring in a nuclear power plant. The detection system consisted of a $20mm{\times}20mm{\times}5mm$ CZT crystal with $8{\times}8$ pixelated anodes and a common cathode, in addition to an application specific integrated circuit. The performance of the various radioisotopes $^{57}Co$, $^{133}Ba$, $^{22}Na$, and $^{137}Cs$ was evaluated. In general, the amplitude of the induced signal in a CZT crystal depends on the interaction position and material non-uniformity. To minimize this dependency, a drift time correction was applied. The depth of each interaction was calculated by the drift time and the positional dependency of the signal amplitude was corrected based on the depth information. After the correction, the Compton regions of each spectrum were reduced, and energy resolutions of 122 keV, 356 keV, 511 keV, and 662 keV peaks were improved from 13.59%, 9.56%, 6.08%, and 5%-4.61%, 2.94%, 2.08%, and 2.2%, respectively. For the Compton imaging, simulations and experiments using one $^{137}Cs$ source with various angular positions and two $^{137}Cs$ sources were performed. Individual and multiple sources of $^{133}Ba$, $^{22}Na$, and $^{137}Cs$ were also measured. The images were successfully reconstructed by weighted list-mode maximum likelihood expectation maximization method. The angular resolutions and intrinsic efficiency of the $^{137}Cs$ experiments were approximately $7^{\circ}-9^{\circ}$ and $5{\times}10^{-4}-7{\times}10^{-4}$, respectively. The distortions of the source distribution were proportional to the offset angle.

Allocation Priority Scheme for Multiprocessor Systems (다중프로세서 시스템에 적합한 우선순위 할당 결정기법에 관한 연구)

  • Park Yeong-Seon;Kim Hwa-Su
    • Journal of the military operations research society of Korea
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    • v.17 no.2
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    • pp.113-122
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    • 1991
  • This paper presents the Allocation Priority Scheme (APS) for multiprocessor system. The objective of APS is to reduce the time-complexity on a Physical Mapping Scheme(PMS). The PMS is to allocate the nodes of the Data Dependency Graph (DDG) to the multprocessors efficiently and effectively. The APS provides the priority to each node (vertex) in the DDG. In other words, the goal of the APS is to find a request resource mapping such that the total cost (time-complexity) is minimized. The special case in which all requests have equal priorities and all resoruces have equal precedences, and the comparisons between our APS and other schems are discussed in the paper. The APS provides the heuristic rules which are based on maximum height (MH), number of children nodes ($N_c$), number of father nodes ($N_f$), and computation time ($T_c$). The estimation moth of the computaion time is in the paper.

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A Study on Wettability of Silicate Glasses on the Different Impurities in Alumina Substrates (알루미나의 순도에 따른 알루미나와 실리케이트계 유리와의 젖음성에 관한 연구)

  • 안병국
    • Journal of Welding and Joining
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    • v.16 no.2
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    • pp.122-128
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    • 1998
  • This investigation was performed to collect fundamental informations concerning the behavior of glass solders on ceramic joining process. The wettability of glasses on two types of alumina was evaluated by sessile drop method. SiO$_2$-CaO-Al$_2$O$_3$system glasses were selected as solder glasses, and alumina that have different purities were used for substrate materials. It is indicated that contact angles of glasses on 99% purity of alumina substrate do not change as increasing time at elevated temperature, however the contact angles on the 92% purity of alumina substrate exhibit the strong time dependency. The time-dependent property on 92% alumina was due to the interlayer reactions occurred between the glass solder and impurities on the substrate.

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Remote Controlled Robot System using Real-Time Operating System (실시간 운영체제를 탑재한 원격 제어 로봇 시스템)

  • Lee, Tae-Hee;Cho, Sang
    • Journal of Institute of Control, Robotics and Systems
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    • v.10 no.8
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    • pp.689-695
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    • 2004
  • This paper presents a robot system that combines computer network and an autonomous mobile robot where RTOS is installed. We propose a wireless communication protocol, and also implement it on the RTOS of the robot system. Main controller of the robot processes the control program as a task type in the real-time operating system. Peripheral devices are driven by the device driver functions with the dependency of the hardware. Because the client and server program was implemented to support the multi-platforms by Java SDK and Java JMF, it is easy to analyze programs, maintain system, and correct the errors in the system. End-user can control a robot with a vision showing remote sight over the Internet in real time, and the robot is moved keeping away from the obstacles by itself and command of the server received from end-user at the local client.

A Development of Wire Path Searching Module Using Extended RCA Method (Extended RCA법을 이용한 자동차 전장 경로 설정 모듈의 개발)

  • 임성혁;이수홍
    • Korean Journal of Computational Design and Engineering
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    • v.1 no.1
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    • pp.33-44
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    • 1996
  • This study deals with the development of wire path searching module as a part of automobile wire harness design system. Wire path searching module manages the free space, finds transition locations, and creates bundle paths to dramatically reduce a tedious iterative routing process which results in easy optimization of the bundle paths. A prime policy in the system configuration is to compromise between man's and computer's ability, and make it possible a designer's leading role in designing process. Human input is indispensable to cope with the special cases which were not considered in the initial design stage of the system. In this study, we improve the previous shortest-path-finding algorithm, (VGraph and RCA method) into a new method called Extended RCA. Bundles, connectors and transitions are handled as objects so one can manage and modify physical properties of the objects easily. Therefore a verification is allowed at any desired stage of design. The reuse of previous result is facilitated by using Dependency Structure, which represents the mutual relations among connectors, transitions, and bundles. Dependency Structure makes it possible the elimination of redundant calculating process, and consequently shorter routing time.

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The Role of Social Support in the Relationship between Stress and Depression and Depression among Family Caregivers of Older Adults with Dementia (치매노인을 돌보는 주가족간호제공자의 스트레스원과 우울간의 관계에서 사회적 지지의 역할)

  • 이해정;서지민;안숙희
    • Journal of Korean Academy of Nursing
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    • v.33 no.6
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    • pp.713-721
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    • 2003
  • Purpose: This study was to determine the mediator or moderator role of social support in the relationship between stress and depression among family caregivers of older adults with dementia. Method: Sixty nine family caregivers were randomly selected from health care centers in P city and a face-to-face interview was conducted using questionnaires from January to May of 2002. Data were analyzed with descriptive statistics, Pearson correlation, and hierarchical multiple regression using SPSS program. Result: Family caregivers of older adults with higher dependency in ADLs and higher problematic behaviors, provided care to the older adults for a longer period of time, and perceived less social support reported higher depression. Social support showed mediating effects between stress and depression, while did not show moderating effects. Elderly dependency on ADLs and caregiving duration decreased perceived social support and decreased social support increased depression. Conclusion: To increase family and social support to the caregivers of more functionally impaired elderly, family education to increase emotional support and physical assistance to the caregivers and broader and flexible application of social support such as increasing accessibility to the elderly daycare service with lower price may prove beneficial.

Rheological Characteristics of Germinated Corn Starch (발아 옥수수 전분의 리올로지 특성)

  • Yang, Young-Kook;Lee, Shin-Young;Choi, Kook-Chi
    • Applied Biological Chemistry
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    • v.29 no.4
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    • pp.339-345
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    • 1986
  • Rheological characteristics of starch isolated from germinated corn were investigated and compared with those of nongerminated corn starch. Flow behavior of both starches were Bingham psudoplastic. Consistency index and yield stress of germinated starch solution were lower than those of nongerminated starch solution, while flow behavior index was nearly similar. Concentration dependency of both starch solutions were similar to each other but lower temperature dependency of germinated starch solution was observed. Time dependent characteristics of both starches showed thixotropic behavior, but due to germination, germinated starch showed higher structural decay under shear than nongerminated starch and its elastic properties was weaker.

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Parallel Evaluation of Linearly Recursive Rules using a Shared-Nothing Paralled Architecture (비공유 병렬구조를 이용한 선형적 재귀규칙의 병렬평가)

  • Cho, Woo-Hyun;Kim, Hang-Joon
    • The Transactions of the Korea Information Processing Society
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    • v.4 no.12
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    • pp.3069-3077
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    • 1997
  • This paper is concerned with a new paradigm for parallel evaluation of linear recursion rules which contain transitive dependency in a shared-nothing parallel architecture. For parallel evaluation of rules, we consider a shared-nothing parallel architecture that consists of a set of nodes and a message passing network to these nodes. An evaluation of normalized rules is a computation of the proof theoretic meaning of a collection of rules. We shall here define normalized recursion rules which contain transitive dependency, present an equivalent expression for the rule, propose a paradigm for Parallel evaluation of normalized rule based on the equivalent expression using join, partition, and transitive closure operations, and analyze response-time complexity.

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Effect of Auricular Acupressure Therapy on Smoking Cessation for Male Adults in Rural Areas (흡연 남성에게 적용한 이압요법이 흡연량, 니코틴 의존도, 흡연욕구에 미치는 효과)

  • Sok, Sohyune R.;Kim, Kwuy Bun
    • Korean Journal of Adult Nursing
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    • v.18 no.5
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    • pp.781-789
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    • 2006
  • Purpose: This study is to examine the effect of auricular acupressure therapy on smoking cessation for male adult in rural areas. Method: Research design was nonequivalent control pretest-posttest design. The samples were 90 male adults(Experimental: 40, Control: 40) in a community. Measures were the number of cigarette smoking per day, dependency on nicotine, and need for smoking. Auricular acupressure therapy, experimental treatment was applied for 2 weeks, 2 times/week, 3 day/time. Data were collected from June 2005 to December 2005. Data were analyzed using SPSS PC+ 12 version. Descriptive statistics, independent t-test, ${\chi}^2-test$, were used for each aim of this study. Results: The number of cigarette smoking per day (t= 13.230, p=.000), dependency on nicotine (t=-29.743, p=.000), and need for smoking (t=-19.799, p=.000) were significantly decreased in the experimental group by application of the auricular acupressure therapy. Conclusion: Auricular Acupressure Therapy can be a better effective primary nursing intervention on smoking cessation for male adults in rural areas through reverification by a study of repetition.

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