• Title/Summary/Keyword: 공백기술예측

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Vacant Technology Forecasting using Ensemble Model (앙상블모형을 이용한 공백기술예측)

  • Jun, Sung-Hae
    • Journal of the Korean Institute of Intelligent Systems
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    • v.21 no.3
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    • pp.341-346
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    • 2011
  • A vacant technology forecasting is an important issue in management of technology. The forecast of vacant technology leads to the growth of nation and company. So, we need the results of technology developments until now to predict the vacant technology. Patent is an objective thing of the results in research and development of technology. We study a predictive method for forecasting the vacant technology quantitatively using patent data in this paper. We propose an ensemble model that is to vote some clustering criteria because we can't guarantee a model is optimal. Therefore, an objective and accurate forecasting model of vacant technology is researched in our paper. This model combines statistical analysis methods with machine learning algorithms. To verify our performance evaluation objectively, we make experiments using patent documents of diverse technology fields.

Moving Object Tracking Scheme based on Polynomial Regression Prediction in Sparse Sensor Networks (저밀도 센서 네트워크 환경에서 다항 회귀 예측 기반 이동 객체 추적 기법)

  • Hwang, Dong-Gyo;Park, Hyuk;Park, Jun-Ho;Seong, Dong-Ook;Yoo, Jae-Soo
    • The Journal of the Korea Contents Association
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    • v.12 no.3
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    • pp.44-54
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    • 2012
  • In wireless sensor networks, a moving object tracking scheme is one of core technologies for real applications such as environment monitering and enemy moving tracking in military areas. However, no works have been carried out on processing the failure of object tracking in sparse sensor networks with holes. Therefore, the energy consumption in the existing schemes significantly increases due to plenty of failures of moving object tracking. To overcome this problem, we propose a novel moving object tracking scheme based on polynomial regression prediction in sparse sensor networks. The proposed scheme activates the minimum sensor nodes by predicting the trajectory of an object based on polynomial regression analysis. Moreover, in the case of the failure of moving object tracking, it just activates only the boundary nodes of a hole for failure recovery. By doing so, the proposed scheme reduces the energy consumption and ensures the high accuracy for object tracking in the sensor network with holes. To show the superiority of our proposed scheme, we compare it with the existing scheme. Our experimental results show that our proposed scheme reduces about 47% energy consumption for object tracking over the existing scheme and achieves about 91% accuracy of object tracking even in sensor networks with holes.

Research on the Prediction of Maritime Traffic Congestion based on Big Data (빅데이터 기반 선박 교통 혼잡도 예측에 관한 연구)

  • Jae-Yong Oh;Hye-Jin Kim
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2023.05a
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    • pp.15-16
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    • 2023
  • 해상교통관제 구역은 항만 시설을 사용하기 위한 입·출항 선박, 연안 해역을 이동하는 선박 등이 서로 복잡하게 운항하는 교통 패턴을 가지고 있다. 이를 안전하고 효과적으로 관리하기 위해 해상교통관제센터(VTS)에서는 선박을 실시간 모니터링하며 관제 업무를 수행하고 있지만, 교통 혼잡 상황에서는 업무 로드의 증가로 인해 관제 공백이 발생하기도 한다. 이에 교통 혼잡도 및 혼잡 구역을 예측한다면보다 효율적인 관제가 가능하지만 현재는 관제사의 경험에 전적으로 의존하고 있는 실정이다. 본 논문에서는 VTS 관점에서의 교통 혼잡을 정의하고, 과거 항적 데이터를 이용하여 항내 선박 교통 혼잡도 및 혼잡 구역을 예측하는 방법을 제안하였다. 또한, 실해역 데이터(대산항 VTS)를 적용하여 제안된 기술이 관제지원 도구로서 활용될 수 있는지 검토하였다.

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Healthcare in the Internet of Things Major Applications Trends ; Focusing on Patient Analysis (사물인터넷의 헬스케어 주요 적용 동향 : 특허분석을 중심으로)

  • Kim, Jinhee;Lee, Myungsun;Kim, Hyunchul
    • Proceedings of the Korea Technology Innovation Society Conference
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    • 2017.11a
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    • pp.1437-1451
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    • 2017
  • 4차 산업혁명의 주요 기술 중 하나로 언급되는 사물인터넷 기술은 헬스케어분야에서 질병의 예측, 관리뿐만 아니라 보건의료 산업 전반에까지 영향을 미치고 있으며, 기술의 고도화 및 적용 분야가 점차 확대되고 있다. 이에 본고에서는 사물인터넷이 헬스케어 산업 분야에 적용 동향을 살펴보고, 한국, 미국, 일본, 유럽 특허청의 특허분석을 통해 공백 기술 및 분야에 대한 분석과 함께 향후 기술 개발이 요구되는 분야에 대해 논하고자 한다.

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ICT 표준특허 창출 전략

  • Seo, Ho-Seon
    • Information and Communications Magazine
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    • v.31 no.10
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    • pp.64-71
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    • 2014
  • 본고에서는 ICT 분야의 R&D 기획과 목표로서 중요한 정보로서 표준과 특허, 그리고 표준 기술을 권리 범위로 하는 표준 특허에 대해 알아본다. 또한 ICT 분야의 R&D 기획과 성과 도출을 위한 방법론으로서, 표준화 기구에서 현재 제정된 표준의 한계를 이해하여 미래의 표준안을 예측하고, 표준화 선도 기업의 R&D 방향을 파악하며, 현행 표준이 커버하지 못하고 있는 공백 부분이나 향후 표준으로 제정될 수 있는 진보된 기술을 도출하기 위해 표준 기술과 표준 특허 정보를 입수하는 방법을 알아본다. 결론으로서, 상호 호환성을 기반으로 하는 ICT 기술은 국제표준 정보에서 출발한다는 사실을 이해하고, 향후 ICT기술의 R&D가 국제적인 기술의 추세에 발맞추어 가치 있는 성과의 창출에 보다 부합되도록 하기 위한 전략적 방안을 제시한다.

The Study of System Visibility of Universal Middleware Pervasive Memorial Engine (시스템가시성평가를 위한 유니버설미들웨어기반 Pervasive Memorial Engine 연구)

  • Lee, Hae-Jun;Hwang, Chi-Gon;Yoon, Chang-Pyo
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2017.10a
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    • pp.335-338
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    • 2017
  • Presently, the collaboration hardware system and software technology that promoted commercializing ICBMS for integrated system visibility evaluation. This variation will move on the next pervasive period that mixed with cultural and technology convergence. There is possibility for the period system can invoke unpredictable confusing blank state. The blank state systems have ecosystem characteristics that are supplied, maintained and operated through the complex interactions of technology and culture. Using universal middleware can support the life-cycle model and increase the visibility of complex systems and prepare for confusing situations. In this study, based on universal middleware, data and service dynamic standardized modules were evaluated to support stable system visibility platform. The system visibility module consists of Intelligent Pervasive Cloud module, Memorial Service module and Life Cycler connection module. each module reflects various requirements of system visibility requested by external system. In addition, the analysis results are supported by various network application service standards through platform independent system and architecture.

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Research on Prediction of Maritime Traffic Congestion to Support VTSO (관제 지원을 위한 선박 교통 혼잡 예측에 관한 연구)

  • Jae-Yong Oh;Hye-Jin Kim
    • Journal of Navigation and Port Research
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    • v.47 no.4
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    • pp.212-219
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    • 2023
  • Vessel Traffic Service (VTS) area presents a complex traffic pattern due to ships entering or leaving the port to utilize port facilities, as well as ships passing through the coastal area. To ensure safe and efficient management of maritime traffic, VTS operators continuously monitor and control vessels in real time. However, during periods of high traffic congestion, the workload of VTS operators increases, which can result in delayed or inadequate VTS services. Therefore, it would be beneficial to predict traffic congestion and congested areas to enable more efficient traffic control. Currently, such prediction relies on the experience of VTS operators. In this paper, we defined vessel traffic congestion from the perspective of a VTS operator. We proposed a method to generate traffic networks using historical navigational data and predict traffic congestion and congested areas. Experiments were performed to compare prediction results with real maritime data (Daesan port VTS) and examine whether the proposed method could support VTS operators.

Analysis of Patents regarding Stabilization Technology for Steep Slope Hazards (급경사지재해 안정화기술에 대한 특허분석)

  • Song, Young-Suk;Kim, Jae-Gon
    • The Journal of Engineering Geology
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    • v.20 no.3
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    • pp.257-269
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    • 2010
  • We analyzed patent trends regarding stabilization technology for steep slope hazards, focusing on patents applied for and registered in Korea, the USA, Japan, and Europe. The technology was classified into four groups at the second classification step: prediction techniques, instrumentation techniques, countermeasure/reinforcement/mitigation techniques, and laboratory tests. A total of 2,134 patents were selected for the final effective analysis. As a result of portfolio analysis using the correlation between the number of patents and the applicant for each patent, the Korean and USA situations were classified as belonging to the developing period, and the Japanese and European situations were classified as belonging to the ebbing period. In particular, patent activity in Korea has been enlivened by government-led research. As a result of technology analysis at the second classification step, prediction techniques arising from Japan are evaluated as a competitive power technique, and laboratory tests arising from the USA are evaluated as a competitive power technique. However, prediction techniques and laboratory tests arising from Korea are evaluated as a blank technique. According to the prediction results regarding future research and developments, a new finite element analysis method and a numerical model should be established as part of prediction techniques, as well as sensors, and hazard prediction should be developed by integrating information and equipment using IT technology as part of instrumentation techniques. In addition, improvements to existing structures for erosion control and the development of new slope-reinforcement methods are required as part of countermeasure/reinforcement/mitigation techniques, and new laboratory apparatus and methods with an optimizing structure should be developed as part of laboratory tests.

A Feasibility Study of Autonomous Driving and Unmanned Technology of Self-Propelled Artillery, K-9 (K-9자주포의 자율주행 및 자주포 무인화 기술의 타당성 검토)

  • Koo, Keon-Woo;Yun, Dong-Ho
    • The Journal of the Korea institute of electronic communication sciences
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    • v.16 no.5
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    • pp.889-898
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    • 2021
  • Currently, due to the demographic cliff phenomenon in Republic of Korea, A serious defense vacuum could occur due to the lack of South Korean military's personal strength. As a result, The South Korean military has a possibility to implement the polices the prepare for military provocations and preemptive strikes by the North Korean military while resolving the South Korean defense vacuum caused by the shrinking population. It seems like that the only way for the South Korean military to solve the shortage of personal strength due to the population decline is to reduce the number of Mechanized Units(MU) other than, infantry and automate, and autonomous driving the weapons system of the Mechanized Units(MU). In this paper, we propose the use of the virtual autonomous driving of the self propelled artillery K-9's in self selection of the position and occupation of position and self positioning in the position. At the same time in this paper, the self propelled artillery K-9 model robot is used to simulate and the explain about the operation method, necessity and feasibility in the self propelled artillery K-9. In addition, this paper predicted the problems that would arise if the South Korean military deployed autonomous driving self propelled K-9, in real combat.

Forecasting Vacant Technology of Patent Analysis System using Self Organizing Map and Matrix Analysis (자기조직화 지도와 매트릭스분석을 이용한 특허분석시스템의 공백기술 예측)

  • Jun, Sung-Hae;Park, Sang-Sung;Shin, Young-Geun;Jang, Dong-Sik;Chung, Ho-Seok
    • The Journal of the Korea Contents Association
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    • v.10 no.2
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    • pp.462-480
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    • 2010
  • Patent analysis is the extracting knowledge which is needed for the company's research and development strategy through accumulated worldwide patent database. In order to set the future direction of corresponding technology which is scheduled to be developed, the technology trends and deployment processes are identified by analyzing results of present patent applications. The patent analysis provides the required results for analyzing present patent applications. In this paper, we will carry out technology classification for related patent analysis methods and systems. Moreover we will investigate and analyze related domestic patents, U.S. patents and IEEE papers. Due to the characteristics of technology sector, not only patents are applied but also research papers are released actively about patent analysis system. We will analyze patents according to the technology classification by using the final searching results which come from the selected search words in this study. To find necessary niche technology which is needed for patent analysis system, matrix analysis was performed to all of valid patents and papers. Identifying the technology development trends of registered patent analysis systems, and presenting the future direction of technology development which is related to patent analysis system. To figure out the technology which is developed relatively weak based on domestic patents, U.S patent and research papers by analyzing the valid patents and papers with statistical test and self-organizing map quantitatively. Then, presenting the necessity of this technology development.