• Title/Summary/Keyword: patent information analysis

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A Study on Big Data Analysis of Related Patents in Smart Factories Using Topic Models and ChatGPT (토픽 모형과 ChatGPT를 활용한 스마트팩토리 연관 특허 빅데이터 분석에 관한 연구)

  • Sang-Gook Kim;Minyoung Yun;Taehoon Kwon;Jung Sun Lim
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.46 no.4
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    • pp.15-31
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    • 2023
  • In this study, we propose a novel approach to analyze big data related to patents in the field of smart factories, utilizing the Latent Dirichlet Allocation (LDA) topic modeling method and the generative artificial intelligence technology, ChatGPT. Our method includes extracting valuable insights from a large data-set of associated patents using LDA to identify latent topics and their corresponding patent documents. Additionally, we validate the suitability of the topics generated using generative AI technology and review the results with domain experts. We also employ the powerful big data analysis tool, KNIME, to preprocess and visualize the patent data, facilitating a better understanding of the global patent landscape and enabling a comparative analysis with the domestic patent environment. In order to explore quantitative and qualitative comparative advantages at this juncture, we have selected six indicators for conducting a quantitative analysis. Consequently, our approach allows us to explore the distinctive characteristics and investment directions of individual countries in the context of research and development and commercialization, based on a global-scale patent analysis in the field of smart factories. We anticipate that our findings, based on the analysis of global patent data in the field of smart factories, will serve as vital guidance for determining individual countries' directions in research and development investment. Furthermore, we propose a novel utilization of GhatGPT as a tool for validating the suitability of selected topics for policy makers who must choose topics across various scientific and technological domains.

Analysis of Causal Relationship between Patent Indicators and Firm Performance (특허지표와 기업 성과의 인과관계에 대한 분석)

  • Lim, Ji-Youn;Kim, Chul-Young;Gu, Ja-Chul
    • Korean Management Science Review
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    • v.28 no.2
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    • pp.63-74
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    • 2011
  • As business environment has become more competitive, the R&D strategies of firms have been regarded more important. Patent has information about technology which affects a firm's profit and it is considered as resources which have provided appropriate data for research of innovations and trends in technology. And patent indicators are known as qualitative representation of technology quality in an objective view. Also, they are available for the continuous and systematic analysis. However, most previous studies have focused on developing patent indicators to investigate patent value and characteristics. Furthermore they have limitations that most results is not significant that patent indicators have effect on firm performance-Tobin's q, Intangible assets based on balance sheet, sales and etc. Thus, the purpose of this paper is to propose proper a factor to represent a firm performance and to analyze causal relationship between patent indicators and firm performance. Intangible assets based on market value are employed as one of most significant firm performance indicator. The results indicate that intangible assets are appropriate for analyzing causal relation between patent and a firm performance with 7 significant indicators among 10 patent indicators. Considering firm's exogenous factors, regression analysis of each data for five years is performed. This result is similar to regression analysis of full data for all years.

Design of Consolidated Patent Index for Effective Utilization of Patent Information (특허정보의 효율적 활용을 위한 통합형 특허지표 설계)

  • Shin, Han-Seop
    • Korean Management Science Review
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    • v.24 no.2
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    • pp.1-18
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    • 2007
  • This paper presents a consolidated patent index to measure national technology innovation and science technology activation, as well as index for the main constituent such as corporation, research organization by comprehensive analysis of existing patent index. It is classified by macroscopic index and analytical index in the consolidated patent index, in which macroscopic index is to present a degree of innovation in national scientific innovation and is divided into the Consolidated Patent Index and Index for comparison between countries. The analytical index basically designed to measure R&D activity by the main constituent is divided to present by quantitative index utilizing bibliographical data in patent and other technical publication related therein, and qualitative index for analysis of bibliographical data. In this paper, the Consolidated Patent Index is presented by adding Creation Index representing for patent by developing excellent technology, Evaluation Index representing valuable technology thereof, and Utility Index representing applicability diffused.

A study on the Patent Information Analysis on Electronic Commerce(G06Q) based on the International Patent Classification (IPC) Code (국제특허분류(IPC) 코드 기반 전자상거래(G06Q) 분야 특허 정보 분석에 관한 연구)

  • Shim, Jaeruen
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.19 no.6
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    • pp.1499-1505
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    • 2015
  • This study is about the patent information analysis of relevant companies and technologies based on International Patent Classification (IPC) code. 902 patent applications in the field of electronic commerce(G06Q) by NAVER, the biggest internet company in Korea, are the subjects of this study. First, we investigated the number of applications and registrations per IPC code so that we could analyze the core technology areas and the status of patent application. In addition, we examined the convergence of technologies by investigating interconnections between main and sub categories of IPC codes. Lastly, we looked into the changes in patent technologies by investigating the status of application per IPC code in accordance with year. By analyzing the IPC code based patent information used in this study, we could further expect the trends of companies and technologies.

Analysis Study on Patent for Scan-to-BIM Related Technology (Scan-to-BIM 관련기술 특허동향 분석연구)

  • Ryu, Jeong-Won;Byun, Na-Hyang
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.12
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    • pp.107-114
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    • 2020
  • Technologies related scan-to-BIM for BIM-based reverse engineering techniques are beginning to be actively introduced in the A.E.C. industry, and the scalability of the technology is growing considerably. This study uses patent analysis based on objective data to find the right direction for Korean Scan-to-BIM technology by identifying the trends in Korea, the United States, Europe, and Japan. This was done using the WIPSON patent search system to find previous research on patent analysis related to building technology, theoretical consideration of scan-to-BIM technology, and published patents. We collected information, verified the process, and extracted valid patents. We used the effective patent data to analyze the annual trend of patent applications, national trends, and technological trends through the International Patent Classification (IPC) code, the types of the top 20 major applicants, and family patent trends.

Analysis on the construction examples of patent pool in Telecommunications standardization activities (정보통신표준화와 관련된 특허POOL 구축사례분석)

  • 이상무;박기식
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 1999.11a
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    • pp.53-59
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    • 1999
  • A Patent Pool tends to be activated to establish the harmonization in recently standardization activities related to information and telecommunications with patent rights. Recent main examples of patent pool related to telecommunications standardization are concentrated in this paper. We seem to examine the practical meanings of patent pool from review the examples of utilizing patent pool. Those examples are analyzed and presented in this paper as typical construction cases of patent pool by characteristic of formation : The MPEG-2 patent pool which has become a pioneering precedence being managed by establishing MPEG LA as professional and administrative entity having organizied scalef; DVD patent pool which is a type of dividied case of a patent pool; the patent pool of IEEE1394 which was formed by surronding technology market effect outside the entrepreneur; finally the UMTS case in mobile telecommunications area.

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Analyzing Offshore Wind Power Patent Portfolios by Using Data Clustering

  • Chang, Shu-Hao;Fan, Chin-Yuan
    • Industrial Engineering and Management Systems
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    • v.13 no.1
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    • pp.107-115
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    • 2014
  • Offshore wind power has been extremely popular in recent years, and in the energy technology field, relevant research has been increasingly conducted. However, research regarding patent portfolios is still insufficient. The purpose of this research is to study the status of mainstream offshore wind power technology and patent portfolios and to investigate major assignees and countries to obtain a thorough understanding of the developmental trends of offshore wind power technology. The findings may be used by the government and industry for designing additional strategic development proposals. Data mining methods, such as multiple correspondence analyses and k-means clustering, were implemented to explore the competing technological and strategic-group relationships within the offshore wind power industry. The results indicate that the technological positions and patent portfolios of the countries and manufacturers are different. Additional technological development strategy recommendations were proposed for the offshore wind power industry.

A Study on the Patent Trend of 'Smart Farm' in Domestic through Network Analysis (네트워크 분석을 통한 국내 '스마트 팜' 특허 동향 연구)

  • Min, Kyong-Bin;Park, Hong-Jin
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.15 no.5
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    • pp.413-422
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    • 2022
  • Smart farms are receiving a lot of attention as a way to solve the chronic labor shortage and aging problems in agriculture. The smart farm industry, called the 6th industrial revolution, needs to strengthen its competitiveness. In order to apply innovative IT technology to agriculture, it is important to collect and analyze information about prior research or patents. This paper examines smart farm patent trends through 5,789 patent data related to smart farm using the domestic patent information search service(KIPRIS). This paper examines the domestic patent trends of smart farm information through keyword network, ego network, simultaneous appearance network, and bigram network analysis. As a result of network analysis related to smart farm patents, patents related to smart farm systems and control technologies were the most common. This paper can provide help in setting the direction of future smart farm-related patent research.

Patent Trend Report for Display using Roll-print manufacturing method(KR, JP) (롤프린트(Roll-print) 방식을 이용한 디스플레이의 특허동향(한국, 일본))

  • Jeong, In-Seong;Park, Ji-Hoon
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2007.11a
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    • pp.35-35
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    • 2007
  • The roll printing technique is the updated technology which will substitute a existing lithography technique for a field of the display such as LCD, PDP, OLED and FED etc. Currently, the patent trend analysis about research and development of the different enterprises are demanded, because it is forecast that the dominion of display market will be exchanged by research and development result of roll-printing technique. In this presentation, it is analyzed on patent trends applied the roll printing technique for a field of the display such as LCD, PDP, OLED and FED etc in Korea and Japan by the various methods.

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Research on R&D Planning Through NLP Analysis of Patent Information: Focusing on Display Technology (특허정보의 NLP 분석을 통한 R&D 계획수립 방안 연구: 디스플레이 기술 분석을 중심으로)

  • Kim, Jung-Heui;Kim, Young-Min
    • Journal of the Korean Society of Industry Convergence
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    • v.25 no.5
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    • pp.817-826
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    • 2022
  • Patent information describes the history of technological progress in the relevant field, so it can be usefully used to identify trends in technological development and change and to establish R&D development strategies. This study proposes a method to identify the needs and problems of technology development at the planning stage of the R&D process and to analyze core technologies through patent analysis using Natural Language Processing(NLP) technology. As a big data source, collected patent documents registered in Google Patents for foldable technology, the latest technology in the display industry, and then extracted keywords using NLP analyzer. By classifying the extracted keywords into needs and problems for technology development, developed technology and materials, identified the needs of the market and customers and analyzed the technologies being researched and developed. Unlike previous studies that performed patent analysis, this methodology is different in that it can quickly and conveniently analyze the latest technology trends from big data called patents even if you do not have specialized knowledge and skills in the text mining. This study contributes to the digitalization of the R&D process based on data analysis.