• Title/Summary/Keyword: 지능형 데이터 분석

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Mining Interesting Sequential Pattern with a Time-interval Constraint for Efficient Analyzing a Web-Click Stream (웹 클릭 스트림의 효율적 분석을 위한 시간 간격 제한을 활용한 관심 순차패턴 탐색)

  • Chang, Joong-Hyuk
    • Journal of Korea Society of Industrial Information Systems
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    • v.16 no.2
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    • pp.19-29
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    • 2011
  • Due to the development of web technologies and the increasing use of smart devices such as smart phone, in recent various web services are widely used in many application fields. In this environment, the topic of supporting personalized and intelligent web services have been actively researched, and an analysis technique on a web-click stream generated from web usage logs is one of the essential techniques related to the topic. In this paper, for efficient analyzing a web-click stream of sequences, a sequential pattern mining technique is proposed, which satisfies the basic requirements for data stream processing and finds a refined mining result. For this purpose, a concept of interesting sequential patterns with a time-interval constraint is defined, which uses not on1y the order of items in a sequential pattern but also their generation times. In addition, A mining method to find the interesting sequential patterns efficiently over a data stream such as a web-click stream is proposed. The proposed method can be effectively used to various computing application fields such as E-commerce, bio-informatics, and USN environments, which generate data as a form of data streams.

A Study on the Development of Energy IoT Platform (에너지 IoT 플랫폼 개발에 관한 연구)

  • Park, Myung Hye;Kim, Young Hyun;Lee, Seung Bae
    • KIPS Transactions on Computer and Communication Systems
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    • v.5 no.10
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    • pp.311-318
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    • 2016
  • IoT(Internet of Things areas) rich information based on the user easy access to service creation must be one of the power system of specificity due following: The IoT spread obstacle to the act be, and 'Smart Grid information of this is not easy under power plants approach the Directive on the protection measures, particularly when stringent security policies IoT technologies applied to Advanced Metering Infrastructure sector has been desired. This is a situation that occurs is limited to the application and use of IoT technologies in the power system. Power Information Network is whilst closed network operating is has a smart grid infrastructure, smart grid in an open two-way communication for review and although information security vulnerabilities increased risk of accidents increases as according to comprehensive security policies and technologies are required and can. In this paper, the IoT platform architecture design of information systems as part of the power of research and development IoT-based energy information platform aims. And to establish a standard framework for a connection to one 'Sensor-Gateway-Network-platform sensors Service' to provide power based on the IoT services and solutions. Framework is divided into "sensor-gateway" platform to link information modeling and gateways that can accommodate the interlocking standards and handling protocols variety of sensors Based on this real-time data collection, analysis and delivery platform that performs the role of the relevant and to secure technology.

A Study on the Imputation for Missing Data in Dual-loop Vehicle Detector System (차량 검지자료 결측 보정처리에 관한 연구 (이력자료 활용방안을 중심으로))

  • Kim, Jeong-Yeon;Lee, Yeong-In;Baek, Seung-Geol;Nam, Gung-Seong
    • Journal of Korean Society of Transportation
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    • v.24 no.7 s.93
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    • pp.27-40
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    • 2006
  • The traffic information is provided, which based on the volume of traffic, speed, occupancy collected through the currently operating Vehicle Detector System(VDS). In addition to the trend in utilization fold of traffic information is increasing gradually with the applied various fields and users. Missing data in Vehicle detector data means series of data transmitted to controller without specific property. The missing data does not have a data property, so excluded at the whole data Process Hence, increasing ratio of missing data in VDS data inflicts unreliable representation of actual traffic situation. This study presented the imputation process due out which applied the methodologies that utilized adjacent stations reference and historical data utilize about missing data. Applied imputation process methodologies to VDS data or SeoHaeAn/Kyongbu Expressway, currently operation VDS, after processes at missing data ratio of an option. Imputation process held presented to per lane-30seconds-period, and morning/afternoon/daily time scope ranges classified, and analyzed an error of imputed data preparing for actual data. The analysis results, an low error occurred relatively in the results of the imputation process way that utilized a historical data compare with adjacent stations reference methods.

Performance Analysis of OFDM-DSRC System Using LMMSE Equalization Technique (LMMSE 등화기법을 적용한 OFDM-DSRC 시스템의 성능분석)

  • Sung Tae-Kyung;Kim Soon-Young;Rhee Myung-Soo;Cho Hyung-Rae
    • Journal of Navigation and Port Research
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    • v.29 no.1 s.97
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    • pp.23-28
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    • 2005
  • The signal in wireless multi-path channel is affected by fading and ISI because of high data rate transmission, so the signal has the high error rate. The present modulation and demodulation method of DSRC system can not expect sufficient for providing data service over 1 Mbps, so the channel equalization and advanced modulation and demodulation methods are required. OFDM is generally known as an effective technique for high data rate transmission system, since it can prevent ISI by inserting a guard interval. However, a guard interval longer than channel delay spread has to be used in each OFDM symbol period, thus resulting a considerable loss in the efficiency of channel utilization Therefore the equalizer is necessary to cancel ISI to accommodate advanced ITS service with higher bit rate and longer channel delay spread condition In this paper, the channel equalizer for the OFDM -DSRC system was designed and its performance in a multi-path fading environment was evaluated with computer simulation.

A New Image Processing Scheme For Face Swapping Using CycleGAN (순환 적대적 생성 신경망을 이용한 안면 교체를 위한 새로운 이미지 처리 기법)

  • Ban, Tae-Won
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.9
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    • pp.1305-1311
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    • 2022
  • With the recent rapid development of mobile terminals and personal computers and the advent of neural network technology, real-time face swapping using images has become possible. In particular, the cycle generative adversarial network made it possible to replace faces using uncorrelated image data. In this paper, we propose an input data processing scheme that can improve the quality of face swapping with less training data and time. The proposed scheme can improve the image quality while preserving facial structure and expression information by combining facial landmarks extracted through a pre-trained neural network with major information that affects the structure and expression of the face. Using the blind/referenceless image spatial quality evaluator (BRISQUE) score, which is one of the AI-based non-reference quality metrics, we quantitatively analyze the performance of the proposed scheme and compare it to the conventional schemes. According to the numerical results, the proposed scheme obtained BRISQUE scores improved by about 4.6% to 14.6%, compared to the conventional schemes.

Preliminary design for satellite image situation board linkage and display system (위성영상 상황판연계·표출시스템 예비설계)

  • Sang Min Lee;Eun Jeong Kim;Mi Rae Kim
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.458-458
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    • 2023
  • 본 연구에서는 위성영상 활용 지능형 재난관측·감시 기술 개발을 목적으로 위성영상과 멀티소스(CCTV, 항공영상, 공공DB 등)와의 연계·융합을 통해 재난상황관리의 정확도 향상과 위성영상 활용성 제고 방안을 제시하고자 하였다. 위성영상 수집·배포시스템으로부터 전달되는 위성영상과 멀티소스의 연계 융합을 통한 재난상황정보의 표출을 목적으로 상황판연계 표출시스템 가동 절차와 위성영상 수집을 통한 위험탐지 알고리즘과의 연계를 위해 재난상황업무 기반 시스템 가동절차를 수립하고, 위기관리표준 매뉴얼 상 상황업무절차를 적용해 예비설계를 진행하였다. 상황실 실무자 설문을 통해 작성된 시스템 요구사항과 규격서를 기반으로 상황업무절차를 적용해 먼저업무시스템 설계를 진행하였다. 평시에는 GIS통합상황판에서 관리됨을 전제로 위성영상 수집에 대한국가적 예산 투입 측면을 고려해 중대본 설치가 필요한 대형재난 발생상황을 가정하여 상황판연계·표출시스템의 가동되도록 설계하였다. 또한, 위성영상 분석을 통한 피해위험도와 재난이력통계 등 멀티소스와 중첩한 결과를 실시간으로 표출함에 따라 상황실근무자는 재난확산 여부를 판단하고, NDMS를 통해 재난상황을 전파할 수 있도록 설계하였다. 상황판연계 표출시스템의 원활한 데이터 입/출력을 위해 재난유형 및 분석단계별 클래스 정의, 유스케이스 ID(요구기능)와 1:1 또는 1:n매칭을 수행하여 재난유형 및 분석단계별 클래스를 정의하였다. 정의된 클래스는 유스케이스인 요구기능과 매칭을 수행하였고, 시스템 가동절차 중 피해위험도분석, 재난이력통계, 중첩결과표출, NDMS 상황전파에 대한 상황업무절차를 기반으로 산불·홍수·산사태·대설·태풍 총 5종의재난별 시퀀스를 설계하였다. 마지막으로 화면정의서와 UI/UX설계서를 기반으로 Figma를 통해 시스템구동화면을 사전에 모의하였다. 향후, 진행되는 연구에서는 위성영상과 멀티소스를 연계한 화면을 실체화하여 더욱 정확한 재난상황관리가 가능하도록 NDMS 연계 상황판 표출 시스템을 개발하고자 한다.

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An Empirical Study on Defense Future Technology in Artificial Intelligence (인공지능 분야 국방 미래기술에 관한 실증연구)

  • Ahn, Jin-Woo;Noh, Sang-Woo;Kim, Tae-Hwan;Yun, Il-Woong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.5
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    • pp.409-416
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    • 2020
  • Artificial intelligence, which is in the spotlight as the core driving force of the 4th industrial revolution, is expanding its scope to various industrial fields such as smart factories and autonomous driving with the development of high-performance hardware, big data, data processing technology, learning methods and algorithms. In the field of defense, as the security environment has changed due to decreasing defense budget, reducing military service resources, and universalizing unmanned combat systems, advanced countries are also conducting technical and policy research to incorporate artificial intelligence into their work by including recognition systems, decision support, simplification of the work processes, and efficient resource utilization. For this reason, the importance of technology-driven planning and investigation is also increasing to discover and research potential defense future technologies. In this study, based on the research data that was collected to derive future defense technologies, we analyzed the characteristic evaluation indicators for future technologies in the field of artificial intelligence and conducted empirical studies. The study results confirmed that in the future technologies of the defense AI field, the applicability of the weapon system and the economic ripple effect will show a significant relationship with the prospect.

Design and Implementation of the Chronic Disease Management Platform based on Personal Health Records (개인건강기록 기반 만성질환 관리 플랫폼의 설계 및 구현)

  • Song, Je-Min;Lee, Yong-Jun;Nam, Kwang-Woo
    • Journal of Korea Society of Industrial Information Systems
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    • v.17 no.1
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    • pp.47-62
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    • 2012
  • To propagate clinical disease management service, there should be built a ecosystem where service developers, service providers, device suppliers closely cooperate for u-Health platform. However, most u-Health platform is difficult to build an effective ecosystem due to the lack of secure and effective PHR(Personal Health Record) management, the lack of personalized and intelligent service, difficulties of N-screen service. To solve these problems we suggest the CDMP(Chronic Disease Management Platform) architecture. The CDMP is a software platform that provides the core functions to develop the chronic disease management services and performs a hub function for the link and integration rbetween various services and systems. CDMP is SOA based platform that enables a provision of reusability, expansibility and it provides open API where everybody can share information, contents and services easily. CDMP supports the multi platform system foN-screen service and the self management functions via SNS. In this paper, we design and implement the CDMP including PHR service based on hybrid data model for privacy preservation. Experiment results prove the effectiveness of hybrid model-based PHR service.

A Measurement of Multi-path Propagation Characteristics for 2.4GHz Radio at roadside (도로변에서의 2.4GHz 전파 다중경로 전파특성 측정)

  • Oh, Jong-Taek;Cho, Dong-Kwon
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.1B
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    • pp.108-113
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    • 2002
  • Short range communications between road-side equipments and on-board equipment is very important for ITS(intelligent Transport System). Roadside communication is for short range communication, and needs performance of high data bit rate and should support the function for very short term communication. In addition to it, a radio propagation characteristics is very different according to a road environment. In this paper, for reliable roadside communication, the radio multi-path propagation profile at roadside is measured and the characteristics is analyzed.

A Study Of Division and Operation for Network Resources in ATM Networks (ATM망에서의 자원분배 및 운영기법 연구)

  • Park, Myung-Hye;Kim, Sun-Ic;Lee, Jin-Ki
    • Annual Conference of KIPS
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    • 2000.04a
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    • pp.599-603
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    • 2000
  • 현재 각 국가별로 추진 중인 초고속 정보통신망은 지금까지 전화, 데이터, CATV 등 서비스별 특성에 따라 구축되어온 개별 망들을 대용량 전송, 광대역 교환, 고도지능형 관리 기술을 바탕으로 통합하고, 이들 개별 망에서 제공하고 있는 서비스들은 물론 미래에 예상되는 멀티미디어 서비스들도 효과적으로 수용하는 것을 목표로 한다. 이를 가능하기 위하여 모든 초고속 정보통신망은 ATM(Asynchronous Transfer Mode)기술을 기반으로 하고 있다. 이에 따라 최근에는 ATM기반 초고속 정보통신망 자원을 효율적으로 운용, 관리하는 방안이 통신망 사업자의 주요 관심사로 대두되고 있다. 본 논문에서는 ATM통신망에서의 자원 관리의 범주를 단순한 대역폭 할당 뿐 아니라 효율적인 자원관리를 위해 기본적인 트래픽 제어 등으로 폭넓게 고려하여 ATM 망자원 분배를 위한 다양한 접근 방법들을 분석하였다.

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