• 한국정보처리학회:학술대회논문집
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• 한국정보처리학회 2004년도 춘계학술발표대회
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• pp.1461-1464
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• 2004

본 논문에서는 LAN 상에서 유휴 PC들을 사용하여 PC Cluster를 구성한 후 이를 사용한 내용기반의 화상 정보 검색(CBIR) 시스템에 관한 연구를 수행하였다. LAN 상의 유휴 PC 들은 인터넷상의 연산 자원들보다 안정되고 신뢰성이 있기 때문에 복잡한 보안 기법을 사용하지 않아도 되며 또한 연산시간이 유휴시간으로 고정되어 있기 때문에 네트워크의 부하 및 노드의 부하를 고려하는 복잡한 부하 균등화 기법이나 스케쥴링 기법이 필요로 하지 않는 특징을 갖는다. 내용기반의 화상 정보 검색은 화상 데이터의 대용량 특징으로 인해 화상 특징 추출 및 유사도 계산을 위해 많은 연산을 필요로 한다. 특히 다양한 내용기반의 정보 검색 서비스를 지원하기 위해 다중 특징(Multiple Features)을 동시에 추출하고자 할 때 연산시간은 급격히 증가한다. 따라서 이러한 내용 기반의 화상 정보 검색 시스템을 구현하기 위해 저비용의 고성능의 PC Cluster를 사용하여 전체 연산시간을 단축하고 실시간 정보검색이 가능하도록 하는 연구를 수행 하였다.

• Journal of information and communication convergence engineering
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• 제20권2호
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• pp.96-102
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• 2022

We aim to build predictive models for Airbnb's prices using a GPU-accelerated RAPIDS in a big data cluster. The Airbnb Listings datasets are used for the predictive analysis. Several machine-learning algorithms have been adopted to build models that predict the price of Airbnb listings. We compare the results of traditional and big data approaches to machine learning for price prediction and discuss the performance of the models. We built big data models using Databricks Spark Cluster, a distributed parallel computing system. Furthermore, we implemented models using multiple GPUs using RAPIDS in the spark cluster. The model was developed using the XGBoost algorithm, whereas other models were developed using traditional central processing unit (CPU)-based algorithms. This study compared all models in terms of accuracy metrics and computing time. We observed that the XGBoost model with RAPIDS using GPUs had the highest accuracy and computing time.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제7권8호
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• pp.2042-2060
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• 2013

In wireless sensor networks (WSNs), energy efficiency is one of the most essential design considerations, since sensor nodes are resource constrained. Group communication can reduce WSNs communication overhead by sending a message to multiple nodes in one packet. In this paper, in order to simultaneously resolve the transmission security and scalability in WSNs group communications, we propose a hierarchical cluster-based secure and scalable group key management scheme, called HRKT, based on logic key tree and route key tree structure. The HRKT scheme divides the group key into cluster head key and cluster key. The cluster head generates a route key tree according to the route topology of the cluster. This hierarchical key structure facilitates local secure communications taking advantage of the fact that the nodes at a contiguous place usually communicate with each other more frequently. In HRKT scheme, the key updates are confined in a cluster, so the cost of the key updates is reduced efficiently, especially in the case of massive membership changes. The security analysis shows that the HRKT scheme meets the requirements of group communication. In addition, performance simulation results also demonstrate its efficiency in terms of low storage and flexibility when membership changes massively.

• IEIE Transactions on Smart Processing and Computing
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• 제6권3호
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• pp.200-209
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• 2017

In this paper, we investigate the tradeoff between security and reliability for a multi-hop protocol in cluster-based underlay cognitive radio networks. In the proposed protocol, a secondary source communicates with a secondary destination via the multi-hop relay method in the presence of a secondary eavesdropper. To enhance system performance under the joint impact of interference constraint required by multiple primary users and hardware impairments, the best relay node is selected at each hop to relay the source data to the destination. Moreover, the destination is equipped with multiple antennas and employs a selection combining (SC) technique to combine the received data. We derive closed-form expressions of the intercept probability (IP) for the eavesdropping links and the outage probability (OP) for the data links over a Rayleigh fading channel. Finally, the correction of our derivations is verified by Monte-Carlo simulations.

• 디지털산업정보학회논문지
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• 제6권3호
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• pp.103-109
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• 2010

Total performance is improved by minimizing the channel interference between links in wireless mesh networks (WMNs). The paper refines on the CB-CA [1] to be suitable for multi-radio multi-channel (MRMC) WMNs. The CB-CA is the cluster-based channel assignment algorithm for one radio three channel WMN based on IEEE 802.11b/g. The CB-CA does not perform the channel scanning and the channel switching between the cluster heads (CHs) and the edge gateway nodes (EGs). However, the use of co-channel for links between CHs and EGs brings the problem of channel interference among many nodes. We propose and evaluate an improved CB-CA algorithm to solve this problem in MRMC WMNs. The proposed algorithm discriminates between transmission channel and receive channel and assigns channels to each interface randomly and advertises this information to neighbor clusters in order to be assigned no-interference channel between clusters. Therefore, the proposed algorithm can minimize the interference between clusters and also improve QoS, since it can use multiple interfaces and multiple channels.

• Journal of the Optical Society of Korea
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• 제20권2호
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• pp.276-282
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• 2016

A 2 Gbit/s visible-light communication (VLC) scheme using time-frequency color-clustered (TFCC) multiple-input multiple-output (MIMO) based on blue, cyan, yellow, and red (BCYR) light-emitting diodes (LEDs) is presented. In the proposed scheme, BCYR LEDs are employed to form four different color clusters. Data transmission using the four color clusters is performed in MIMO, so that the scheme achieves a very high speed of data transmission. Moreover, the scheme employs the TFCC strategy to yield high performance in terms of bit error rate (BER). TFCC operates in such a way that the original data and the two delayed versions of the data are multiplied by orthogonal frequencies and then transmitted using a specific color of the BCYR LED. In the receiver, color filters are employed to detect the data transmitted from the desired cluster. Selection combining (SC) is also performed to yield a diversity effect within each color cluster, to further improve the performance. Performance evaluation demonstrates that the proposed TFCC MIMO VLC offers a data rate of 2 Gbit/s and a bit error rate of 4×10^-5, at an E_b/N_o value of merely 3 dB.

• 전기학회논문지
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• 제58권9호
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• pp.1658-1666
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• 2009

This paper proposes an approach of Mult_HPSO based on the PC cluster system to reduce or remove the stagnation on an early convergence effect of PSO, reduce an execution time and improve a search ability on an optimal solution. Hybrid PSO(HPSO) is combines the PSO(Particle Swarm Optimization) with the mutation of conventional GA(Genetic Algorithm). The conventional PSO has operated a search process in a single swarm. However, Multi_PSO operates a search process through multiple swarms, which increments diversity of expected solutions and reduces the execution time. Multiple Swarms are composed of unsynchronized PC clusters. We apply to SCED(security constrained economic dispatch) problem, a nonlinear optimization problem, which considers line flow constraints and N-1 line contingency constraints. To consider N-1 line contingency in power system, we have chosen critical line contingency through a process of Screening and Selection based on PI(performace Index). We have applied to IEEE 118 bus system for verifying a usefulness of the proposed approaches.

• 산업클러스터
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• 제1권1호
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• pp.29-46
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• 2007

이 논문은 우리나라 산업 클러스터 형성여건을 파악하고 정책적 함의를 도출하는데 목적이 있다. 이를 위하여 지역혁신사업 추진 주체들을 대상으로 지역의 클러스터 형성수준을 조사한 설문조사 결과를 활용하였다. 그 결과 수도권과 비수도권, 대도시와 중소도시 간에는 클러스터 형성여건과 발전단계가 상이하다. 집적 등 기반조성기 요인들은 양호하나 형성기 요인들인 전략산업별 연구자, 벤처기업과 대기업 관계, 경영, 금융 및 마케팅 등 기업지원기관 및 분리신설기업 등은 취약한 것으로 나타났다. 따라서 발전된 지역과 저 발전된 지역을 구분하고 지역의 여건과 발전단계에 맞는 다양한 사업을 개발하여 추진할 필요가 있다. 수도권과 지방간의 균형발전이 중요한 현 시점에서 지역혁신사업의 입지는 형평성 보다는 효율성, 분산 보다는 집적, 백화점식 보다는 지역의 특화를 고려하여 선정 추진하는 것이 필요하다. 발전된 지역은 지역내 균형발전 방향, 저 발전된 지역은 지역내 선택과 집중 방향으로 추진할 필요가 있다.

• Preventive Nutrition and Food Science
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• 제7권2호
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• pp.201-206
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• 2002

Findings from European and American studies have indicated such health behaviors as smoking, drinking, lack of exercise, and insufficient intake of grains, fruits and vegetables as risk factors for hypertension. However, because dietary pattern and health behaviors of Korean differ from people of other countries, the risk factors for Koreans could be different. Therefore, the aim of this study was to identify food consumption patterns and health behavior characteristics of Korean hypertensive adults. Data on food consumptions and other health behaviors such as smoking, drinking, and exercise together with development of hypertension were collected from 597 persons aged 20 to 69 years in a local community. The first stage of analysis utilized cluster analysis to aggregate individuals into different health behavior and food consumption groups. Four health behavior groups were characterized by passive cluster, smoker cluster, fitness cluster and drinker cluster. Food consumption patterns of the subjects were also aggregated into 4 different clusters: dairy cluster, grain & vegetable cluster, fruit cluster, and fish & meat cluster. Then univariate analysis was followed to identify the variables associated with hypertension. The final stage of analysis was the identification of the relative importance of the variables selected from the univariate analysis on hypertension, using multiple logistic analysis. The results showed that heavy drinking was the most significant health behavior associated hypertension, which was similar to the findings in European and American studies. However, unlike the findings from foreign studies, grain and vegetable consumption appeared to be a risk factor for hypertension. A possible reason for the contradictory results between Korean and Western studies may be the dependence of Koreans on white rice as the major staple food, and/or the frequent consumption of salted vegetables, rather than fresh vegetables as is customary in Europe and America.

• 한국조리학회지
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• 제17권2호
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• pp.74-84
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• 2011

조리 외식전공 대학생들의 교육환경서비스와 만족도에 관한 연구. 본 연구의 목적은 조리 외식전공대학생들을 대상으로 교육환경서비스와 전반적인 만족도간의 영향관계를 파악하기 위하여 전공자 314명을 대상으로 설문조사하였다. 조사목적을 달성하기 위하여 통계 프로그램 SPSS 17.0을 활용하여 기술통계 분석, 빈도분석, 요인분석, 다중회귀분석, 군집분석과 One-Way ANOVA 분석을 진행하였다. 교육환경서비스가 전반적인 만족도에 미치는 가설검정결과는 교육환경서비스 요인 중 실습시설 만족도와 교수의 친절강의 만족도에서(p<0.01) 부분적인 유의한 영향을 미치는 것으로 나타났다. 편의시설 만족도와 행정 서비스 만족도에서(p<0.01)는 유의한 영향을 미치는 것으로 나타났다. 교육환경서비스의 군집분류를 보면, 4개의 군집에서 군집 1은 미스트리형, 군집2는 만족형, 군집3은 불만족형, 군집4는 부정형 만족집단으로 분류하여 일원배치 분산분석에서(p<0.01)에서 통계적으로 유의한 결과를 나타내었다.