• 제목/요약/키워드: information technology industry

검색결과 4,826건 처리시간 0.032초

EDMFEN: Edge detection-based multi-scale feature enhancement Network for low-light image enhancement

  • Canlin Li;Shun Song;Pengcheng Gao;Wei Huang;Lihua Bi
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제18권4호
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    • pp.980-997
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    • 2024
  • To improve the brightness of images and reveal hidden information in dark areas is the main objective of low-light image enhancement (LLIE). LLIE methods based on deep learning show good performance. However, there are some limitations to these methods, such as the complex network model requires highly configurable environments, and deficient enhancement of edge details leads to blurring of the target content. Single-scale feature extraction results in the insufficient recovery of the hidden content of the enhanced images. This paper proposed an edge detection-based multi-scale feature enhancement network for LLIE (EDMFEN). To reduce the loss of edge details in the enhanced images, an edge extraction module consisting of a Sobel operator is introduced to obtain edge information by computing gradients of images. In addition, a multi-scale feature enhancement module (MSFEM) consisting of multi-scale feature extraction block (MSFEB) and a spatial attention mechanism is proposed to thoroughly recover the hidden content of the enhanced images and obtain richer features. Since the fused features may contain some useless information, the MSFEB is introduced so as to obtain the image features with different perceptual fields. To use the multi-scale features more effectively, a spatial attention mechanism module is used to retain the key features and improve the model performance after fusing multi-scale features. Experimental results on two datasets and five baseline datasets show that EDMFEN has good performance when compared with the stateof-the-art LLIE methods.

정보기술, 기업 및 산업특성, 재고회전율 간의 관계에 대한 실증분석 (Investigating the Relationships Among Inventory Turnover Performance, IT, and Firm and Industry Characteristics)

  • 김길환
    • 한국산업정보학회논문지
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    • 제24권3호
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    • pp.1-21
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    • 2019
  • 본 연구는 다음의 세 가지 목적을 갖는다. 첫째, 98개 미국기업의 11년(1999년에서 2009년)치 자료를 통하여 정보기술(IT) 관련 투자가 기업의 재고회전율에 미치는 영향을 분석한다. 둘째, 기업 및 산업의 특성이 재고회전율에 미치는 영향을 살펴본다. 구체적으로, 기업의 특성을 반영하기 위하여 수직결합도(vertical integration)와 성장옵션(growth option)을 고려하였고 기업이 속한 산업의 특성을 반영하기 위해 산업역동성(industry dynamism)과 산업집중도(industry concentration)를 선택하였다. 셋째, 분석 대상기업의 재고회전율에 대한 시계열적 추세를 검토한다. 본 연구의 주요 결과는 다음과 같다. 첫째, 정보기술 투자와 성장옵션은 재고회전율에 양의 영향을 주었다. 둘째, 수직결합도와 산업집중도는 재고회전율은 음의 영향을 주었다. 셋째, 재고회전율에 대한 산업역동성의 효과는 양의 값을 보였다. 마지막으로 분석기간 동안 재고회전율과 '조정된 재고회전율'로 표현된 재고생산성(inventory productivity)의 상승추세를 확인하였다.

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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    • 제13권1호
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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.

휴대폰 카메라 모듈 기술 및 시장동향 분석 (Technology & Market Trend Analysis of Camera Module for Mobile Phone)

  • 서진이;최광남
    • 한국콘텐츠학회:학술대회논문집
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    • 한국콘텐츠학회 2007년도 추계 종합학술대회 논문집
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    • pp.482-486
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    • 2007
  • 카메라폰의 비중이 증가함에 따라 카메라 모듈, 회전힌지 모듈, CCP 등 전용부품 시장이 확대되어 높은 성장을 유지했다. 동시에 카메라폰의 다기능화 및 고화소화로 인하여 카메라폰 대당 출하가격에서 전용부품이 차지하는 비중이 점차 높아지고 있으므로 휴대폰 카메라 모듈 기술에 대한 현황 및 시장 상황을 파악하여 카메라 모듈 기술의 사업화 전략에 활용하고자 한다.

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자유팽창으로 생성된 아세틸렌 Cluster의 온도변화에 관한 모델링 (The Modeling of Temperature Changes of Acetylene Clusters formed in Free Jet Expansion)

  • 이경희;김홍락;김철현
    • 한국가스학회지
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    • 제7권1호
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    • pp.41-46
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    • 2003
  • 14atm, 233K의 아세틸렌 기체를 자유팽창 시켜서 생성한 아세틸렌 cluster의 상과 온도 변화를 실험적으로 측정하였으며, cluster를 여러 겹의 shell로 나누어 취급하고 각 shell 마다 증발과 열전도 현상에 근거한 온도계산을 하는 모델링을 적용하여 이론적인 온도를 구하고 실험값과 비교함으로써, 생성된 cluster의 크기를 4.88$\mu$으로 결정하였다.

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Identification of factors of Hard and Soft Human Resource Management Practices

  • Goyal, Charu;Patwardhan, Manoj
    • Journal of Information Technology Applications and Management
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    • 제27권6호
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    • pp.75-87
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    • 2020
  • The Human Resource (HR) system comprises of various interrelated HR practices that forms the bundles. These bundles of Human Resource practices impact the organizational performance. The hard and soft HR bundles are the two sets of the same continuum that describes the strategic approach of the HR system. The purpose of this study is to identify the hard and soft HRM practices from the literature and then empirically test them with the help of factor analysis. The study is conducted on the service industry employees in India. The survey includes the employees from the middle and top-level executives of the service firms. The sample size for the study is 160. Principal component analysis with VARIMAX rotation and Confirmatory Factor Analysis was used to obtain the results. The data analysis was done on SPSS V.20 and AMOS V.22. The results provide knowledge of the HR practices under the hard and soft HRM bundles implemented in the service industry.

BERTopic을 활용한 텍스트마이닝 기반 인공지능 반도체 기술 및 연구동향 분석 (Topic Modeling on Patent and Article Big Data Using BERTopic and Analyzing Technological Trends of AI Semiconductor Industry)

  • 김현경;이정훈;강선구
    • Journal of Information Technology Applications and Management
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    • 제31권1호
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    • pp.139-161
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    • 2024
  • The Fourth Industrial Revolution has spurred widespread adoption of AI-based services, driving global interest in AI semiconductors for efficient large-scale computation. Text mining research, historically using LDA, has evolved with machine learning integration, exemplified by the 2021 BERTopic technology. This study employs BERTopic to analyze AI semiconductor-related patents and research data, generating 48 topics from 2,256 patents and 40 topics from 1,112 publications. While providing valuable insights into technology trends, the study acknowledges limitations in taking a macro approach to the entire AI semiconductor industry. Future research may explore specific technologies for more nuanced insights as the industry matures.

Impact of ICT Investment on Agricultural Sector: Analysis of Korean Corporations Based on IT Portfolio Framework

  • Lee, Dongmin;Kang, Chunghan;Moon, Junghoon;Rhee, Cheul
    • Agribusiness and Information Management
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    • 제8권2호
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    • pp.9-15
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    • 2016
  • In several industries, including the agriculture industry, information and communication technology (ICT) expenditure has been gradually increasing. This study explores the ICT investment of Korean agricultural corporations, and examines the effect of ICT investment on their profitability using an IT portfolio framework. As the organizational capabilities and environment in which ICT is used is critical in examining its impact, the IT-savvy level is used as a moderator. An increase in ICT investment size results in a significantly positive effect on profitability in organizations with higher IT-savvy levels, whereas there is no effect in organizations with lower IT-savvy levels. This study shows the necessity of understanding the structure of ICT investments in the agriculture industry, and suggests the importance of organizational capabilities and environment in making best use of ICT.

블록체인기반 의료분야의 문제해결과 이슈 (Issues in the Blockchain-Based Health Care Industry)

  • 우성희;이용주;조영복
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2019년도 춘계학술대회
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    • pp.363-366
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    • 2019
  • 블록체인 기술은 기존의 비즈니스 프로세스를 바꿀 새로운 패러다임으로서 특정 산업에 국한되지 않고 전 산업에 큰 영향을 미치고 있다. 의료산업 또한 블록체인 기술이 미치는 영향은 매우 클 것으로 기대하고 있다. 의료산업은 병원을 중심으로 구성된 중앙 집중형 시스템의 구조적 특성으로 인해 정보 비대칭성이라는 문제를 안고 있기 때문에 의료산업에서 블록체인 기술이 적용되어야 한다고 생각한다. 하지만 블록체인 기술의 탈중앙화, 투명성 등의 가치가 절대적으로 옳은 것이라고 그 누구도 확신할 수 없는 상황이며 절대적인 신뢰는 지양해야 할 것이다. 블록체인 기술은 보안성, 확장성 면에서 아직 미성숙하다고 볼 수 있기 때문에 의료 산업에서 블록체인 기술이 적용되는 과정에 많은 한계점을 제공한다. 따라서 본 연구에서는 의료분야의 블록체인 기술 적용사례와 현재 의료분야의 문제점과 블록체인을 통한 해결방안 그리고 이슈를 분석한다.

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An Analytical Appraisal of Building Information Modelling (BIM) Guidelines to Identify Variations in the Procedures

  • Das, Dakshata;Moon, Sungkon
    • 한국BIM학회 논문집
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    • 제6권3호
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    • pp.1-14
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    • 2016
  • The usage of Building Information Modelling (BIM) in building projects has enabled improvement in project planning, implementation and collaboration process amongst various stakeholders within architecture, engineering and construction (AEC) industry. However, variations exist in the current practices of BIM implementation and coordination process in the industry. These variations result in inconsistent degree of BIM use across the construction industry. This inconsistency gives rise to several managerial and technological challenges such as data interoperability issues and purposeful integration and exchange of information within the BIM components. In order to tackle the issue, it is essential to analyse the different BIM approaches employed by the industry practitioners. BIM guidelines serve as a critical link between the BIM model, and its subsequent execution. They therefore provide the best reflection of BIM application and processes. This research paper aims to address the variations existing in BIM practices across the construction industry. It includes an extensive study of 21 existing, publicly available BIM-based guidelines in order to establish an understanding of the present state of practice and deduce issues and concerns related to them. All guidelines analysed in this paper are first categorised based on authorship and the release date for efficient comparison. The points of similarity and difference between them are thereby realized and outlined. In addition, the transition of project implementation process from traditional methods to BIM technology is also explained. The existence of inconsistencies in the BIM guidelines reviewed in this paper reflects the need of a BIM 'Code Compliance Check'. The Code Compliance Check will serve as a regulatory project guideline that will further improve the potential of BIM by incorporating a consistent BIM modelling methodology for the entire construction industry.