• Title/Summary/Keyword: CMIP

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A Real-Time Integrated Hierarchical Temporal Memory Network for the Real-Time Continuous Multi-Interval Prediction of Data Streams

  • Kang, Hyun-Syug
    • Journal of Information Processing Systems
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    • v.11 no.1
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    • pp.39-56
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    • 2015
  • Continuous multi-interval prediction (CMIP) is used to continuously predict the trend of a data stream based on various intervals simultaneously. The continuous integrated hierarchical temporal memory (CIHTM) network performs well in CMIP. However, it is not suitable for CMIP in real-time mode, especially when the number of prediction intervals is increased. In this paper, we propose a real-time integrated hierarchical temporal memory (RIHTM) network by introducing a new type of node, which is called a Zeta1FirstSpecializedQueueNode (ZFSQNode), for the real-time continuous multi-interval prediction (RCMIP) of data streams. The ZFSQNode is constructed by using a specialized circular queue (sQUEUE) together with the modules of original hierarchical temporal memory (HTM) nodes. By using a simple structure and the easy operation characteristics of the sQUEUE, entire prediction operations are integrated in the ZFSQNode. In particular, we employed only one ZFSQNode in each level of the RIHTM network during the prediction stage to generate different intervals of prediction results. The RIHTM network efficiently reduces the response time. Our performance evaluation showed that the RIHTM was satisfied to continuously predict the trend of data streams with multi-intervals in the real-time mode.

Future precipitation changes in Jeju island based on CMIP6 models (CMIP6 모델을 기반으로 한 제주도 강수량의 미래 변화)

  • Kim, Sunghun;Seo, Miru;Lee, Taewon;Heo, Jun-Haeng
    • Proceedings of the Korea Water Resources Association Conference
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    • 2020.06a
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    • pp.186-186
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    • 2020
  • 본 연구에서는 IPCC (Intergovernmental Panel on Climate Change) 6차 평가보고서(6th Assessment Report, AR6)에서 제시한 새로운 온실가스 경로(SSP, Shared Socioeconomic Pathways)에 따라 산출된 전지구 기후변화 시나리오를 이용하여 제주도의 미래 강수량 변화를 살펴보고자 한다. 기상청에서 운영하는 기후정보포털(http://www.climate.go.kr/)에서는 6가지 기상요소(평균기온, 최고기온, 최저기온, 강수량, 상대습도, 풍속 등)에 대하여 SSP 시나리오 자료를 제공하고 있다. SSP 시나리오는 SSP1-2.6 저탄소 시나리오(사회 불균형의 감소와 친환경 기술의 빠른 발달로 기후변화 완화, 적응능력이 좋은 지속성장가능 사회경제 구조)와 SSP5-8.5 고탄소 시나리오(기후정책 부재, 화석연료 기반 성장과 높은 인적 투자로 기후변화 적응능력은 좋지만 완화능력이 낮은 사회경제 구조)로 구분되어 제공되고 있다. 또한, 현재의 기후 상태를 모의하는 historical period (1850-2014) 자료와 미래의 기후상태를 모의한 future period (2015-2100) 자료가 있으며, 월별(momthly), 연간(yearly) 자료의 형태로 제공된다. 본 연구를 통하여 새로운 SSP 시나리오를 이용한 제주도 강수량의 미래 변화를 정량적으로 분석하였고, 기후변화에 능동적인 대책을 수립하는데 도움이 될 것으로 판단된다.

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Statistical Probable Maximum Precipitation based on CMIP6 SSP Scenario (CMIP6 SSP 시나리오를 기반으로 통계학적 가능최대 강수량)

  • Seo, Miru;Kim, Sunghun;Kwon, Jihye;Heo, Jun-Haeng
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.169-169
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    • 2022
  • 최근 기후변화와 도시화로 인해 집중호우, 홍수 등 극한 강우의 빈도와 규모가 증가하고 있는 추세이다. 또한, 극한 강우의 빈도가 증가함으로 가능최대강수량(Probable Maximum Precipitation, PMP)에 관한 관심도 증가하고 있다. 가능최대강수량의 경우 대규모 수공 구조물, 댐의 설계나 가능최대홍수량(Probable Maximum Flood, PMF) 산정에 사용 되며, 세계 기상 기구(World Meteorological Organiztion, WMO)는 가능최대강수량 산정 방법으로 수문기상학적 방법, 통계학적 방법, 포락 곡선 방법을 제안하고 있으며, 통계학적 가능최대강수량 산정방법으로는 Hershfield가 제안한 방법을 제시하고 있다. Hershfield가 제안한 방법의 경우 빈도계수를 사용하며, Hershfield(1961)는 빈도계수의 값을 15로 제안하였으나, 1965년에 빈도계수는 강우 지속시간과 평균에 따라 5~20 값을 갖는 노모그래프를 제안하였다. 본 연구에서는 빈도계수 산정 방법, 노모그래프를 이용한 빈도계수의 값 2가지를 산정한 후 국내 가능최대강수량 보고서와 비교하여 통계학적 가능최대강수량 산정 방법을 결정한 후, 결정된 빈도계수 산정 방법을 SSP시나리오에 이용하여 미래의 통계학적 가능최대강수량을 산정하여 가능최대강수량의 변화를 분석하고자 한다.

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Assessment of CMIP5 GCMs for future extreme drought analysis (미래 극한 가뭄 전망을 위한 CMIP5 GCMs 평가)

  • Hong, Hyun-Pyo;Park, Seo-Yeon;Kim, Tae-Woong;Lee, Joo-Heon
    • Journal of Korea Water Resources Association
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    • v.51 no.7
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    • pp.617-627
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    • 2018
  • In this study, CMIP5 GCMs rainfall data (2011~2099) based on RCP scenarios were used to analyze the extreme drought evaluation for the future period. For prospective drought assessment, historical observations were used based on the Automated Surface Observing System (ASOS) data (1976~2010) of the Korea Meteorological Administration. Through the analysis of various indicators, such as average annual rainfall, rainy days, drought spell, and average drought severity was carried out for the drought evaluation of the five major river basins (Han river, Nakdong river, Geum river, Sumjin river, and Youngsan river) over the Korean peninsula. The GCMs that predicted the most severe future droughts are CMCC-CMS, IPSL-CM5A-LR and IPSL-CM5A-MR. Moderate future droughts were predicted from HadGEM2-CC, CMCC-CM and HadGEM2-ES. GCMs with relatively weak future drought forecasts were selected as CESM1-CAM5, MIROC-ESM-CHEM and CanESM2. The results of this study might be used as a fundamental data to choose a reasonable climate change scenario in future extreme drought evaluation.

Development Strategy for New Climate Change Scenarios based on RCP (온실가스 시나리오 RCP에 대한 새로운 기후변화 시나리오 개발 전략)

  • Baek, Hee-Jeong;Cho, ChunHo;Kwon, Won-Tae;Kim, Seong-Kyoun;Cho, Joo-Young;Kim, Yeongsin
    • Journal of Climate Change Research
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    • v.2 no.1
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    • pp.55-68
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    • 2011
  • The Intergovernmental Panel on Climate Change(IPCC) has identified the causes of climate change and come up with measures to address it at the global level. Its key component of the work involves developing and assessing future climate change scenarios. The IPCC Expert Meeting in September 2007 identified a new greenhouse gas concentration scenario "Representative Concentration Pathway(RCP)" and established the framework and development schedules for Climate Modeling (CM), Integrated Assessment Modeling(IAM), Impact Adaptation Vulnerability(IAV) community for the fifth IPCC Assessment Reports while 130 researchers and users took part in. The CM community at the IPCC Expert Meeting in September 2008, agreed on a new set of coordinated climate model experiments, the phase five of the Coupled Model Intercomparison Project(CMIP5), which consists of more than 30 standardized experiment protocols for the shortterm and long-term time scales, in order to enhance understanding on climate change for the IPCC AR5 and to develop climate change scenarios and to address major issues raised at the IPCC AR4. Since early 2009, fourteen countries including the Korea have been carrying out CMIP5-related projects. Withe increasing interest on climate change, in 2009 the COdinated Regional Downscaling EXperiment(CORDEX) has been launched to generate regional and local level information on climate change. The National Institute of Meteorological Research(NIMR) under the Korea Meteorological Administration (KMA) has contributed to the IPCC AR4 by developing climate change scenarios based on IPCC SRES using ECHO-G and embarked on crafting national scenarios for climate change as well as RCP-based global ones by engaging in international projects such as CMIP5 and CORDEX. NIMR/KMA will make a contribution to drawing the IPCC AR5 and will develop national climate change scenarios reflecting geographical factors, local climate characteristics and user needs and provide them to national IAV and IAM communites to assess future regional climate impacts and take action.

Design and Implementation of the SNMP based Management System for SNMP&OSI Network (SNMP기반 SNMP/OSI 통합 망 관리 시스템 설계 및 구현)

  • Lee, Young-Jun
    • The Journal of Korean Association of Computer Education
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    • v.6 no.3
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    • pp.57-64
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    • 2003
  • If we are using SNMP based network management systems and we need to manage new OSI based network elements, we have to develop new network management system. Most of the networks, which are composed of diverse. heterogeneous network nodes, are managed by CMIP based management system. The development of new management system, however, is very costly. In this paper, we show the design and implementation of the SNMP based network management system with minor changes for the management of OSI network and network elements.

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Effective Handover Decision Method for High Quality Multimedia Service in Heterogeneous Wireless/Mobile networks (이종망 환경에서 핸드오버 시 고품질 멀티미디어 서비스 제공을 위한 효율적인 핸드오버 Decision 방안)

  • Lim, Jeong-Seob;Kim, Sung-Jin;Choi, Young-Soo;Kim, Yong-Ho
    • 한국정보통신설비학회:학술대회논문집
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    • 2009.08a
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    • pp.197-200
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    • 2009
  • Since various type of wireless/mobile network likes WLAN, WIBRO, HSDPA were come to us, technology providing high quality multimedia service while user move are actively researched such as MIH (Media Independent Handover) proposed by IEEE for interworking between heterogeneous network and CMIP (Client Mobile IP), PMIP (Proxy Mobile IP) for mobility. Despite the technology about interworking and handover between heterogeneous network are actively researched, handover decision method need to be researched. In this paper we suggest a simple and effective handover method for high quality multimedia service in real wireless environment. For this, we use MIH+CMIP platform for target multimedia service to make handover decision rule in WIBRO and HSDPA networks. After apply this rule, we verified effectiveness of handover decision method through real test.

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A Study On Management Protocol For Distributed Systems Management (분산시스템관리를 위한 관리 프로토콜에 관한연구)

  • 박승섭
    • Journal of Korean Port Research
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    • v.13 no.2
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    • pp.289-302
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    • 1999
  • As the size and complexity of network increase Distributed System Management (DSM) will be significant issue within information network in order to increase the high reliability and to improve the flexibility of network management. The OSI management model has several problems. The key problems are that it does not fully address the problem of how to develop communication protocol in support of DSM and how to classify the management connection criteria. In this paper to solve first problem described above this paper propose the connectionless CMIP to accomplish for effectively managing the distributed management managing systems to handle the dynamic informations. To work out second problem we introduce the connection criteria in the hierarchy of management system and finally evaluate the efficiency of a suggested protocol during cooperative negotiation among the managing system.

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