• Title/Summary/Keyword: 자원 추론

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NAAL: Software for controlling heterogeneous IoT devices based on neuromorphic architecture abstraction (NAAL: 뉴로모픽 아키텍처 추상화 기반 이기종 IoT 기기 제어용 소프트웨어)

  • Cho, Jinsung;Kim, Bongjae
    • Smart Media Journal
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    • v.11 no.3
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    • pp.18-25
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    • 2022
  • Neuromorphic computing generally shows significantly better power, area, and speed performance than neural network computation using CPU and GPU. These characteristics are suitable for resource-constrained IoT environments where energy consumption is important. However, there is a problem in that it is necessary to modify the source code for environment setting and application operation according to heterogeneous IoT devices that support neuromorphic computing. To solve these problems, NAAL was proposed and implemented in this paper. NAAL provides functions necessary for IoT device control and neuromorphic architecture abstraction and inference model operation in various heterogeneous IoT device environments based on common APIs of NAAL. NAAL has the advantage of enabling additional support for new heterogeneous IoT devices and neuromorphic architectures and computing devices in the future.

Toward Preventing Cold-start Problem: Basis Recommendation System (콜드스타트 문제 완화를 위한 기저속성 추출 기반 추천시스템 제안)

  • Jungseob Lee;Hyeonseok Moon;Chanjun Park;Myunghoon Kang;Seungjun Lee;Sungmin Ahn;Jeongbae Park;Heuiseok Lim
    • Annual Conference on Human and Language Technology
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    • 2022.10a
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    • pp.427-430
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    • 2022
  • 추천시스템에서 콜드스타트 문제를 해결하기 위해 다양한 연구들이 진행되고 있다. 하지만, 대부분의 연구는 아직도 사용자 기반의 히스토리 데이터셋을 반드시 필요로 하여, 콜드스타트 문제를 완벽히 해결하지 못하고 있다. 이에 본 논문은 콜드스타트 문제를 완화할 수 있는 기저속성 기반의 추천시스템을 제안한다. 제안하는 방법론을 검증하기 위해, 직접 수집한 한국어 영화 리뷰 데이터셋을 기반으로 성능을 검증하였으며, 평가 결과 제안한 방법론이 키워드와 사용자의 리뷰 점수를 효과적으로 반영한 추천시스템임을 확인할 수 있었고, 데이터 희소성 및 콜드스타트 문제를 완화하여 기존의 텍스트 기반 랭킹 시스템의 성능을 압도하는 것을 확인하였다. 더 나아가 제안된 기저속성 추천시스템은 추론 시에 GPU 컴퓨팅 자원을 요구하지 않기에 서비스 측면에서도 많은 이점이 있음을 확인하였다.

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Understanding the Role of Wonderment Questions Related to Activation of Conceptual Resources in Scientific Model Construction: Focusing on Students' Epistemological Framing and Positional Framing (과학적 모형 구성 과정에서 나타난 사고 질문의 개념적 자원 활성화의 이해 -인식론적 프레이밍과 위치 짓기 프레이밍을 중심으로-)

  • Lee, Cha-Eun;Kim, Heui-Baik
    • Journal of The Korean Association For Science Education
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    • v.36 no.3
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    • pp.471-483
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    • 2016
  • The purpose of this study is to explore how students' epistemological framing and positional framing affect the role of wonderment questions related to the activation of conceptual resources and to investigate what contexts affect students' framings during scientific model construction. Four students were selected as focus group and they participated in collaborative scientific model construction of mechanisms relating to urination. According to the results, one student whose framings were "understanding phenomena" and "facilitator" asked wonderment questions, but the others whose framings were "classroom game" and "non-respondent" were not able to activate their conceptual resources. However, they were able to activate their conceptual resources when they shared the epistemological framing of "understanding phenomena" and shifted between the positional framings of "facilitator" and "respondent." Although they were able to activate their conceptual resources, these activated resources were not able to contribute to their model when they shifted to the framings of "classroom game" and "receiver." In contrast, when students constantly shared an "understanding phenomena" framing and dynamically shifted between the framings of "facilitator" and "respondent," they were able to activate various conceptual resources and develop their group model. The students' framings were affected by the contexts. These included: when students were confronted with cognitive difficulties and were not provided proper scaffolding; when the teacher played the role of answer provider and guided the activity with correctness; when there were several possible explanatory models that students could choose from; and when the teacher played the role of thought facilitator. This study contributes to supporting teaching and learning environments for productive scientific model construction.

An Analysis of Panel Data on the Web-accessibility Policies of Local Governments in Korea (우리나라 웹 접근성 정책 영향요인 분석 - 16개 광역자치단체 패널데이터를 중심으로 -)

  • JIN, Sangki;HYUN, Joonho
    • Informatization Policy
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    • v.18 no.4
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    • pp.42-58
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    • 2011
  • This paper starts from one question: what are the key factors of the web accessibility policy, which is significant for realizing equity in the web and enhancing human dignity in the information society. To find significant factors for complying with web accessibility, this paper analyzes panel data of 16 Korean local governments (for five years: 2004-2009) according to the research design which is based on the demand and supply balance model and consists of four variables : 'legal and institutional environment (including legal infrastructure)', 'financial foundation (fiscal self-reliance ratio)', 'policy inputs (amount of imformatization budget, employee of information experts)'and 'policy demand (internet usage rate, the number of disabled people and elderly people)'. From the results of this study, this paper can explain the mechanism and impact factors on the web accessibility policy of Korean local governments. Some factors are critical to improve web accessibility: (1) the importance of policy demand, (2) the importance of policy inputs, (3) the importance of legal and institutional environment. Finally, this paper concludes with some suggestions to enhance the web accessibility capacity for Korean local governments: (1) improve awareness on web accessibility, (2) develop a standard and invest R&D on web accessibility, (3) foster experts in web accessibility.

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Performance Evaluation and Analysis on Single and Multi-Network Virtualization Systems with Virtio and SR-IOV (가상화 시스템에서 Virtio와 SR-IOV 적용에 대한 단일 및 다중 네트워크 성능 평가 및 분석)

  • Jaehak Lee;Jongbeom Lim;Heonchang Yu
    • The Transactions of the Korea Information Processing Society
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    • v.13 no.2
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    • pp.48-59
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    • 2024
  • As functions that support virtualization on their own in hardware are developed, user applications having various workloads are operating efficiently in the virtualization system. SR-IOV is a virtualization support function that takes direct access to PCI devices, thus giving a high I/O performance by minimizing the need for hypervisor or operating system interventions. With SR-IOV, network I/O acceleration can be realized in virtualization systems that have relatively long I/O paths compared to bare-metal systems and frequent context switches between the user area and kernel area. To take performance advantages of SR-IOV, network resource management policies that can derive optimal network performance when SR-IOV is applied to an instance such as a virtual machine(VM) or container are being actively studied.This paper evaluates and analyzes the network performance of SR-IOV implementing I/O acceleration is compared with Virtio in terms of 1) network delay, 2) network throughput, 3) network fairness, 4) performance interference, and 5) multi-network. The contributions of this paper are as follows. First, the network I/O process of Virtio and SR-IOV was clearly explained in the virtualization system, and second, the evaluation results of the network performance of Virtio and SR-IOV were analyzed based on various performance metrics. Third, the system overhead and the possibility of optimization for the SR-IOV network in a virtualization system with high VM density were experimentally confirmed. The experimental results and analysis of the paper are expected to be referenced in the network resource management policy for virtualization systems that operate network-intensive services such as smart factories, connected cars, deep learning inference models, and crowdsourcing.

Temporal and Spatial Analysis of Extended Sewer Surcharge on Anyangcheon Watershed Using PCSWMM (PCSWMM 모형을 이용한 안양천 유역에서 내수침수의 시간적.공간적 해석)

  • Lee, Kil-Seong;Kim, Sung-Eun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2006.05a
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    • pp.1150-1155
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    • 2006
  • 대부분의 도시지역은 불투수면적 비율이 상당히 높은 특징으로 인한 유출용적 및 첨두유출량의 증가와 외수위보다 낮은 지반고의 지형학적 특징으로 인한 내수배제의 불량으로, 저지대의 침수위험도가 상당히 높다. 이러한 이유로, 빈도별 설계홍수량을 산정하여 침수위험지역을 파악하고 관리하는 공간적인 치수관리가 이루어지고 있지만, 효율적인 치수관리를 위해서는 공간적인 측면뿐 아니라, 침수위험지역 내 침수발생의 시간적인 측면도 고려하는 것이 필요하다. 본 연구에서는 침수위험지역 내 내수침수발생에 대하여 공간적.시간적으로 살펴보고, 내수침수발생 위험지역 및 우선관리지역을 선정하였다. 대상유역으로는 안양천 유역에서 대부분의 침수가 발생하는 서울시에 포함된 안양천 하류유역으로 하였다. 서울시에 포함된 안양천 하류지역에서 내수침수발생의 주원인으로는 외수위보다 낮은 지반고와 배수계통의 통수능력 부족으로 나타나고 있어, 이들 지역의 침수위험지역을 파악하기 위해 하도 및 관거의 유출해석에 우수한 SWMM 모형의 EXTRAN block을 이용하여 모의를 실시하고 맨홀이 월류되는 지역을 내수침수 위험지역으로 선정하였다. 각 빈도별 지속시간별 모의결과, 목감천 하류부의 고척 1동, 신월 1동, 화곡 2동, 도림천과 봉천천, 대방천이 만나는 구로동, 대림 1동, 대방동에서 침수가 발생하기 시작하였다. 이들 지역은 또한 10년에서 30년 빈도별 모의에서도 모두 침수위험이 높은 지역으로 선정되어, 우선관리지역으로 선정하였다. 우선관리지역의 선정은 홍수예.경보 측면에서는 주민의 신속한 대피와 같은 홍수대처능력과 치수관리측면에서는 소요되는 자원의 효율적 배분을 기대할 수 있을 것으로 판단된다. 대상으로 홍수범람모의시스템을 구축하여 분석결과를 피해지역주민 및 관련기관 실무자들에게 제공함으로써 시간과 공간에 구애받지 않는 재해관리와 신속한 재해 상황 대처가 가능해 질 것으로 사료된다.는 또 다른 형태의 주제도라고 볼 수 있으며, 이를 구축하기 위해서는 자료변환 및 가공이 필요하다. 즉, 각 상습침수지구에 필요한 지형도는 국립지리원에서 제작된 1:5,000 수치지형도가 있으나 이는 자료가 방대하고 상습침수지구에 필요하지 않은 자료들을 많이 포함하고 있으므로 상습침수지구의 데이터를 인터넷을 통해 서비스하기 위해서는 많은 불필요한 레이어의 삭제, 서비스 속도를 고려한 데이터의 일반화작업, 지도의 축소.확대 등 자료제공 방식에 따른 작업 그리고 가시성을 고려한 심볼 및 색채 디자인 등의 작업이 수반되어야 하며, 이들을 고려한 인터넷용 GIS기본도를 신규 제작한다. 상습침수지구와 관련된 각종 GIS데이타와 각 기관이 보유하고 있는 공공정보 가운데 공간정보와 연계되어야 하는 자료를 인터넷 GIS를 이용하여 효율적으로 관리하기 위해서는 단계별 구축전략이 필요하다. 따라서 본 논문에서는 인터넷 GIS를 이용하여 상습침수구역관련 정보를 검색, 처리 및 분석할 수 있는 상습침수 구역 종합정보화 시스템을 구축토록 하였다.N, 항목에서 보 상류가 높게 나타났으나, 철거되지 않은 검전보나 안양대교보에 비해 그 차이가 크지 않은 것으로 나타났다.의 기상변화가 자발성 기흉 발생에 영향을 미친다고 추론할 수 있었다. 향후 본 연구에서 추론된 기상변화와 기흉 발생과의 인과관계를 확인하고 좀 더 구체화하기 위한 연구가 필요할 것이다.게 이루어질 수 있을 것으로 기대된다.는 초과수익률이 상

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A Dynamic Service Supporting Model for Semantic Web-based Situation Awareness Service (시맨틱 웹 기반 상황인지 서비스를 위한 동적 서비스 제공 모델)

  • Choi, Jung-Hwa;Park, Young-Tack
    • Journal of KIISE:Software and Applications
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    • v.36 no.9
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    • pp.732-748
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    • 2009
  • The technology of Semantic Web realizes the base technology for context-awareness that creates new services by dynamically and flexibly combining various resources (people, concepts, etc). According to the realization of ubiquitous computing technology, many researchers are currently working for the embodiment of web service. However, most studies of them bring about the only predefined results those are limited to the initial description by service designer. In this paper, we propose a new service supporting model to provide an automatic method for plan related tasks which achieve goal state from initial state. The inputs on an planner are intial and goal descriptions which are mapped to the current situation and to the user request respectively. The idea of the method is to infer context from world model by DL-based ontology reasoning using OWL domain ontology. The context guide services to be loaded into planner. Then, the planner searches and plans at least one service to satisfy the goal state from initial state. This is STRIPS-style backward planner, and combine OWL-S services based on AI planning theory that enabling reduced search scope of huge web-service space. Also, when feasible service do not find using pattern matching, we give user alternative services through DL-based semantic searching. The experimental result demonstrates a new possibility for realizing dynamic service modeler, compared to OWLS-XPlan, which has been known as an effective application for service composition.

Inferring and Visualizing Semantic Relationships in Web-based Social Network (웹 기반 소셜 네트워크에서 시맨틱 관계 추론 및 시각화)

  • Lee, Seung-Hoon;Kim, Ji-Hyeok;Kim, Heung-Nam;Jo, Geun-Sik
    • Journal of Intelligence and Information Systems
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    • v.15 no.1
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    • pp.87-102
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    • 2009
  • With the growth of Web 2.0, lots of services allow yours to post their personal information and useful knowledges on networked information spaces such as blogs and online communities etc. As the services are generalized, recent researches related to social network have gained momentum. However, most social network services do not support machine-processable semantic knowledge, so that the information cannot be shared and reused between different domains. Moreover, as explicit definitions of relationships between individual social entities do not be described, it is difficult to analyze social network for inferring unknown semantic relationships. To overcome these limitations, in this paper, we propose a social network analysis system with personal photographic data up-loaded by virtual community users. By using ontology, an informative connectivity between a face entity extracted from photo data and a person entity which already have social relationships was defined clearly and semantic social links were inferred with domain rules. Then the inferred links were provided to yours as a visualized graph. Based on the graph, more efficient social network analysis was achieved in online community.

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A Study of the Extended Model of Event-Aware ABC Ontology for Music Resources (음악 자원을 대상으로 한 이벤트 중심 ABC 온톨로지 확장 모형에 관한 연구)

  • Lee, Hye-Won;Kim, Tae-Soo
    • Journal of the Korean Society for information Management
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    • v.24 no.1 s.63
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    • pp.273-300
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    • 2007
  • In this study it is intended to develop the ontology which can express the relation between objects with emphasis on the structural representation of semantics. Its interoperability with other kinds of previous ontology and metadata was also considered so that the developed ontology may be applicable to the real situation. The ABC Ontology can get extended into another field where the application of the concept of event is Possible, for ABC Ontology Provides the fundamental framework on the axis of event. In this study it is Music where ABC Ontology can be applied properly, which results in creating Music Ontology. Music Ontology Provides the infrastructure of knowledge for reasoning of Potential meaning as well as the simple semantic connection of terms. The extended model of ABC Ontology has been developed by applying Music Ontology, which is the domain ontology and conveys meaning, to ABC Ontology that represents the whole framework. The representation of conceptual relation in ABC Ontology turns into the association of the framework and meaning in the extended model of ABC Ontology, with reasoning rules which are typical in ontology Also, interoperability of the extended model of ABC Ontology is examined in consideration of co-operating with metadata different from those in it.

Semantic Multi-agents Framework for Ubiquitous Systems (유비쿼터스 시스템을 위한 시맨틱 다중 에이전트)

  • Choi Jung-Hwa;Park Young-Tack
    • Journal of KIISE:Software and Applications
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    • v.32 no.3
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    • pp.192-201
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    • 2005
  • For the past ten years, the goal of ubiquitous computing research has been the establishment of a new technology system with the aim 'Anytime, Anywhere, and Any form'. The needs for agent technology innovations such as ontology-based structure, ontology-based agent communication language, and multi-agents frameworks have been identified. This paper proposes a noble multi-agents architecture for ubiquitous systems. We suggest four major steps in the interaction between human and agents which enable ubiquitous agents to process by themselves to provide adaptive service to meet human's needs. First, we propose a semantic web technology to represent the association between information resources more explicitly Second, we construct a semantic ontology so that agents can recognize web contents.'Third, we propose a method to communicate between agents using OWL ontologies. Finally, we suggest a multi-agents structure based on the JADE of FIPA to analyze messages and get information. The semantic multi-agents framework proposed in this paper infers semantic situations using semantic web technology based on ontologies. A service provided is inferred differently according to user state because the multi-agents communicate by using OWL ontology language. Therefore, our system better infers context information than other without ontologies.