• 한국IT서비스학회지
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• 제17권2호
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• pp.129-142
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• 2018

Recently, the number of patent applications have been increasing rapidly every year as the importance of protecting intellectual property rights becomes more important. Patents must be inventive and have novelty. Especially, the novelty implies that the corresponding invention is not the same as the previous invention. To confirm the novelty, prior art search must be conducted before and after the application. The target of prior art search should include not only Korean patents but also foreign patents. Search of foreign patents should be supported by multilingual search techniques. However, a dictionary-based naive approach shows a limitation because some technical concepts are represented in different terms according to each nation. For example, a Korean term and a Japanese term may not be synonym even though they represent the same technical concept. In this paper, we propose a new method to map semantic similarity between technical terms in Korean patents and Japanese patents. To investigate different representations in each nation for the same technical concept, we identified and analyzed pairs of patents those are mutually connected with priority claim relationship. By performing an experiment with real-world data, we showed that our approach can reveal semantically similar technical terms in other language successfully.

• 한국지능시스템학회논문지
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• 제21권3호
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• pp.341-346
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• 2011

공백기술예측은 기술경영 분야에서 중요하게 다루어지는 주제이다. 다양한 분야에서 현재까지의 기술개발결과를 분석하여 상대적으로 연구개발이 이루어지지 못한 분야를 찾아내어 개발하는 것은 국가와 기업의 발전에 중요한 영향을 미친다. 현재 특허는 기술개발결과에 대한 가장 객관적인 데이터 중 하나이다. 본 논문에서는 특허데이터를 이용하여 공백기술을 정량적으로 예측할 수 있는 방법에 대하여 연구한다. 하나의 정량적 기술예측모형이 완벽하다는 보장을 할 수 없기 때문에 본 연구에서는 여러 가지 모형들의 결과를 결합하여 예측하는 앙상블모형을 제안한다. 통계적 분석기법과 기계학습 알고리즘을 결합하여 보다 객관적이고 정확한 공백기술예측모형을 구축한다. 제안방법의 객관적인 성능평가를 위하여 각 기술분야에 대하여 최초 특허가 이루어진 시점부터 최근까지 출원, 등록된 특허데이터를 이용한다.

• 한국정보통신학회논문지
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• 제26권5호
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• pp.763-778
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• 2022

본 연구는 융합산업으로 각광받고 있는 헬스케어 분야를 중심으로 기술융합을 이루는 요소기술과 핵심기술을 파악하여 기술융합 현상을 분석하고자 하였으며, 이를 위해 2011년부터 2020년까지의 국내 특허 중 헬스케어와 관련 있는 특허 총 376개를 수집하여 토픽모델링과 네트워크 분석을 수행하였다. 첫째, 토픽모델링 분석 결과 "데이터수집·분석", "생체신호측정", "건강관리", "디지털정보 수집 및 전송", "진단·치료", "측정 진단장치" 총 6개의 주요 토픽이 도출되었다. 둘째, 앞서 분석한 토픽별로 네트워크 분석을 수행하여 기술간 연결망 구조를 파악한 후 기술융합 특성을 확인하고, 중심성 지표를 통해 핵심기술을 도출하였다. 본 연구의 핵심인 국내 헬스케어의 핵심·요소기술동향 및 기술융합도 분석결과는, 기업의 신규 가치창출을 위한 제품·서비스개발 방향성을 수립하거나, 학계 및 정부의 헬스케어 산업을 육성·지원하기 위한 전략 및 정책적인 방향성을 수립하는데 기초자료로 활용될 수 있을 것이다.

• 산업경영시스템학회지
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• 제45권4호
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• pp.199-209
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• 2022

As the uncertainty of technology development and market needs increases due to changes in the global business environment, the interest and demand for R&D activities of individual companies are increasing. To respond to these environmental changes, technology commercialization players are paying great attention to enhancing the qualitative competitiveness of R&D. In particular, R&D companies in the marine and fishery sector face many difficulties compared to other industries. For example, the R&D environment is barren, it is challenging to secure R&D human resources, and it is facing a somewhat more difficult environment compared to other sectors, such as the difficulty in maintaining R&D continuity due to the turnover rate of researchers. In this study, based on the empirical data and patent status of private companies closely related to the R&D technology status, big data analysis, and simulation analysis methods were used to identify the relative position of individual companies' R&D capabilities and industrial perspectives. In this study, based on industrial evidence and patent applications closely related to the R&D technology status, the R&D capabilities of individual companies were evaluated using extensive data analysis and simulation analysis methods, and a statistical test was performed to analyze if there were differences in capabilities from an industrial point of view. At this time, the industries to be analyzed were based on all sectors, the maritime industry, the fisheries industry, and the maritime industry integration sector. In conclusion, it was analyzed that there was a certain level of difference in the R&D capabilities of individual companies in each industry sector, Therefore when developing a future R&D capability system, it was confirmed that it was necessary to separate the population for each industry and establish a strategy.

• 정보화정책
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• 제30권3호
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• pp.69-91
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• 2023

기술 발전이 고용에 미치는 영향은 자동화에 의한 대체 또는 새로운 업무 도입에 따른 고용 증가 등 여전한 논쟁의 대상이다. 특히 인공지능 기술 발전과 고용에 대한 실증 논의는 더욱 부족한 실정이다. 이에 본 연구는 자연어처리 기법(SBERT)과 특허를 이용하여 직업별 인공지능 노출 점수를 계산하고 평균 점수를 기준으로 상위 집단과 하위 집단으로 구분하여 집단별 고용 추세를 분석한다. 자연어처리 기법을 통해 한국 특허와 미국 직업의 업무 설명을 연계하는 인공지능 노출 점수 계산 방식과 한미 표준직업분류 연계 방식을 제시하고 이를 국내 고용 통계에 적용하여 추세를 분석한다. 2013년 이후 국내 인공지능 출원 특허와 통계청 지역별고용조사를 분석한 결과 한국의 고용은 시간이 지남에 따라 평균 이상의 인공지능 노출 집단에서 우상향하고, 평균 이하 집단에서는 우하향하는 K자형 양극화 양상을 보인다.

• 한국소음진동공학회:학술대회논문집
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• 한국소음진동공학회 2005년도 추계 학술대회논문집(수송기계편)
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• pp.208-211
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• 2005

This paper describes the development process of steering system for reduce idle vibration through the data level of frequency and sensitivity. High stiffness and light weight vehicle is a major target in the refinement of passenger cars to meet customers' contradictable requirements between NVH performance and fuel economy. The target frequency of the steering system is set by benchmarking of a competitive vehicle and the vibration mode map is used to separate steering column modes from resonance of body structure and engine idle rpm. This paper descirbes the analysis approach process for high stiffness of steering system and the design guideline is suggested about steering column and support system by using mother car at initial design stage. We used a patent map in order to analyze accurately a technical trend and suggested the design process using dynamic damper of steering system considering sensitivity. And we established techniques of analysis on steering system and evaluated the level of accuracy of analysis through correlating the test and analysis results. It makes possible to design the good NVH performance vehicle at initial design stage and save vehicles to be used in tests. These improvements can lead to shortening the time needed to develop better vehicles.

• 한국컴퓨터정보학회논문지
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• 제23권11호
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• pp.193-201
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• 2018

In this paper, we extracted relevant patent data and conducted statistical analysis to understand the technical development trend related to Wireless Power Transfer (WPT) for Light Rail Transit (LRT). Recently, with the development of WPT technologies, the Light Rail Transit (LRT) industry is concentrating on applying WPT to the power supply system of trains because of their advantages compared wired counterpart, such as low maintenance cost and high stability. This technology is divided into three areas: wireless feeding and collecting technology, high-frequency power converter technology and orbital and infrastructure technology. From each specific area, key words in patent document were extracted by TF-IDF method and analyzed by social network. In the keyword network, core word of each specific technology were extracted according to their degree centrality. Then, the multi-word phrases were also built to represent the concept of core technologies. Finally, based on the analysis results, the development strategies for each specifics technical area of WPT in LRT filed will be provided.

• 동의신경정신과학회지
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• 제22권3호
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• pp.101-113
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• 2011

Objectives : Trend of R&D of herbal medicine for dementia treatment was examined based on the quantitative information analysis for establishing the national strategy of research on dementia treatment with oriental medicine. Methods : Definition was made to clarify the technology for development of herbal medicine for dementia treatment. Based on the initial keyword provided by experts in the field, queries were compounded to conduct search in the search engines of WoS and DWPI. The raw data (papers or patents) extracted from the initial search were examined by expert-review before objects of analysis were determined. Then, the accumulated data was analyzed in terms of year, country and organization, which led to examination of the trend of R&D. And the research performance evaluation for dementia treatment technologies was also made in terms of country, organization and researcher based on the forward citation analysis. The international cooperation intensity was examined on the basis of analysis of network by researcher before analysis results were put together to select lead researchers. Results : According to the quantitative information analysis of 1,330 articles that were selected as analysis objects, the number of papers on natural products research for dementia treatment has increased by around 4.6 times in recent five years. This indicates that the intensive studies have been underway recently. It was found to be the US that had the highest level in research filed of herbal medicine for dementia treatment and the highest capacity of international cooperation for that purpose. On the contrary, Korea had the share of papers at 5.1%, the number of countries in cooperation research at 8, and the article quality index at 0.40, showing that the qualitative level was insufficient, compared to the quantitative outcome. In particular, Korea was found to have no intensity of international cooperation among researchers. In case of patent, the results of information analysis of 305 patents selected as analysis objects demonstrated that China had the highest share while Korea had the very low frequency of patent application quantitatively. Conclusions : In this study, the research to develop herbal medicine for dementia treatment has recently drawn much attention that has spread around the globe. Therefore, these results suggest establishing the strategy to develop technology for dementia treatment with oriental medicine in the future based on quantitative information analysis.

• 한국측량학회:학술대회논문집
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• 한국측량학회 2007년도 춘계학술발표회 논문집
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• pp.295-299
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• 2007

Today, ubiquitous technology (e.g. computers or networked devices pervade everywhere we are) has enlarged by great advancement of information and communication technologies. If ubiquitous technologies is applied to, innovation of spatial information technology is expected. traditional spatial information technologies such as survey, GIS, GPS, LBS, and RS and ubiquitous technology gradual1y have been converged. The aim of this study is to create shared visions in spatial information technologies by scenario based roadmapping. So, we surveyed the state of the art in main spatial information technologies, market status and patent map. Consequently, prospects of spatial information technologies is suggested. The aim of 1st and 2nd NGIS project focused on map supplier was to develop digital map(e.g. framework data, various thematic map). As a result, the best technology of digital mapping is achieved in the world. But, there is not enough to develop GIS and LBS solution. Current market in GIS S/W and Telematics is about 384billon won and 250billion won. a patent is applied in the order, like a USA(1571case, 47%), Japan(883case, 26%), EU(478case, 14%), Korea(446case, 13%). In the future, spatial information technology fused on ubiquitous technology will be focused on user's demand and developing convenience context. The developing target will be realtime monitoring of 3D spatial data based on high resolution coordinate system, sharing and supplying multi-sensor data considered users demand, location service by ubiquitous technologies.

• 한국산학기술학회논문지
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• 제19권10호
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• pp.101-107
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• 2018

최근 우리나라의 방위산업은 고도의 발전을 해왔고 국방비 중에서 국방 R&D 예산도 점차적으로 증가하고 있다. 하지만 방위산업기술에 대한 객관적인 분석 없이는 효과적인 국방 R&D 활동이 제한적이고 자칫 국방예산이 비효율적으로 사용될 수 있다. 따라서 본 논문은 현재 주로 실시하고 있는 전문가들의 의견을 반영한 정성적인 방위산업기술의 분석에 더해서 정량적인 방법으로 방위산업기술을 객관적으로 분석함으로써 국방예산의 효율적 사용과 더 나아가서는 세계시장에서의 경쟁 우위를 달성하고자 하였다. 더구나 4차 산업혁명의 키워드 중의 하나인 빅데이터 분석 방법을 국방산업기술에 적용해서 객관적이고 체계적으로 국방산업기술의 특성과 공백기술을 파악하기 위한 특허분석 방법을 제안한다. 제안된 방법은 여러 국방산업기술 중에서 화력분야의 기술에 적용하여 사례분석을 수행하였다. 그 과정은 우선 방위산업진흥원의 방위 산업기업의 분류에서 화력에 관련된 10개 국내 기업의 특허를 Kipris를 통해서 수집하고 이 중에서 IPC 코드를 활용하기 위해서 이를 전처리하여 데이터 매트릭스를 구축하였다. 그리고 R 프로그램을 활용하여 데이터마이닝 기법 중에서 각 항목 간 연관성을 파악할 수 있는 연관규칙마이닝을 수행하였다. 이를 통해서 화력분야의 각 기술에 대한 지지도, 신뢰도, 향상도 값을 도출하고 이를 해석하여 결론을 제시하였다. 따라서 본 논문은 막대한 국방예산의 효율적인 사용과 국방산업기술의 경쟁력 제고에 도움을 줄 수 있을 것이라고 판단된다.