• 제목/요약/키워드: Manufacturing Big Data

검색결과 186건 처리시간 0.026초

Development of an intelligent skin condition diagnosis information system based on social media

  • Kim, Hyung-Hoon;Ohk, Seung-Ho
    • 한국컴퓨터정보학회논문지
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    • 제27권8호
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    • pp.241-251
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    • 2022
  • 화장품 및 뷰티산업에서 고객의 피부상태 진단과 관리는 중요한 필수기능이다. 소셜미디어 환경이 사회 전 분야에 확산되고 일반화되면서 피부 상태의 진단과 관리에 대한 다양하고 섬세한 고민과 요구 사항의 질문과 답변의 상호작용이 소셜미디어 커뮤니티에서 활발하게 다루어지고 있다. 그러나 소셜미디어 정보는 매우 다양하고 비정형적인 방대한 빅데이터이므로 적절한 피부상태 정보분석과 인공지능 기술을 접목한 지능화된 피부상태 진단 시스템이 필요하다. 본 논문에서는 소셜미디어의 텍스트 분석정보를 학습데이터로 가공하여 고객의 피부상태를 지능적으로 진단 및 관리하기 위한 피부상태진단시스템 SCDIS를 개발하였다. SCDIS에서는 딥러닝 기계학습 방법인 인공신경망 기술을 사용하여 자동적으로 피부상태 유형을 진단하는 인공신경망 모델 AnnTFIDF을 빌드업하여 사용하였다. 인공신경망 모델 AnnTFIDF의 성능은 테스트샘플 데이터를 사용하여 분석되었으며, 피부상태 유형 진단 예측 값의 정확성은 약 95%의 높은 성능을 나타내었다. 본 논문의 실험 및 성능분석결과를 통하여 SCDIS는 화장품 및 뷰티산업 분야의 피부상태 분석 및 진단 관리 과정에서 효율적으로 사용 가능한 지능화된 도구로 평가할 수 있다. 본 논문에서 제안된 시스템은 소셜미디어 기반의 새로운 환경에서 화장품 및 피부미용에 대한 사용자의 요구를 체계적으로 파악하고 진단하는 기초 기술로 사용 가능할 것이다. 그리고 이 연구는 새로운 기술 트렌드인 맞춤형 화장품제조와 소비자중심의 뷰티산업기술 수요를 해결하기 위한 기초 연구로 사용될 수 있을 것이다.

식품용수 수질자료를 이용한 지하수 오염 예측 모델 개발 및 소규모 유역에서의 검증 (Development of Prediction Model of Groundwater Pollution based on Food Available Water and Validation in Small Watersheds)

  • 남성우;박은규;이명재;전선금;정혜민;김정우
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제26권6호
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    • pp.165-175
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    • 2021
  • Groundwater is used in many areas in food industry such as food manufacturing, food processing, cooking, and liquor industry etc. in Korea. As groundwater occupies a large portion of food industry, it is necessary to predict deterioration of water quality to ensure the safety of food water since using undrinkable groundwater has a ripple effect that can cause great harm or anxiety to food users. In this study, spatiotemporal data aggregation method was used in order to obtain spatially representative data, which enable prediction of groundwater quality change in a small watershed. In addition, a highly reliable predictive model was developed to estimate long-term changes in groundwater quality by applying a non-parametric segmented regression technique. Two pilot watersheds were selected where a large number of companies use groundwater for food water, and the appropriateness of the model was assessed by comparing the model-produced values with those obtained by actual measurements. The result of this study can contribute to establishing a customized food water management system utilizing big data that respond quickly, accurately, and preemptively to changes in groundwater quality and pollution. It is also expected to contribute to the improvement of food safety management.

스마트 IT 융합 플랫폼을 위한 지능형 센서 기술 동향 (Intelligent Sensor Technology Trend for Smart IT Convergence Platform)

  • 김혜진;진한빛;염우섭;김이경;박강호
    • 전자통신동향분석
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    • 제34권5호
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    • pp.14-25
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    • 2019
  • As the Internet of Things, artificial intelligence and big data have received a lot of attention as key growth engines in the era of the fourth industrial revolution, data acquisition and utilization in mobile, automotive, robotics, manufacturing, agriculture, health care and national defense are becoming more important. Due to numerous data-based industrial changes, demand for sensor technologies is exploding, especially for intelligent sensor technologies that combine control, judgement, storage and communication functions with the sensors's own functions. Intelligent sensor technology can be defined as a convergence component technology that combines intelligent sensor units, intelligent algorithms, modules with signal processing circuits, and integrated plaform technologies. Intelligent sensor technology, which can be applied to variety of smart IT convergence services such as smart devices, smart homes, smart cars, smart factory, smart cities, and others, is evolving towards intelligent and convergence technologies that produce new high-value information through recognition, reasoning, and judgement based on artificial intelligence. As a result, development of intelligent sensor units is accelerating with strategies for miniaturization, low-power consumption and convergence, new form factor such as flexible and stretchable form, and integration of high-resolution sensor arrays. In the future, these intelligent sensor technologies will lead explosive sensor industries in the era of data-based artificial intelligence and will greatly contribute to enhancing nation's competitiveness in the global sensor market. In this report, we analyze and summarize the recent trends in intelligent sensor technologies, especially those for four core technologies.

중공업 부문의 대중소 IT 협업 전략과 추진에 관한 사례연구 (A Case Study on The Strategy and Way to Promote IT Collaboration between SMEs and Large Firms in The Heavy Industries)

  • 김정모;조지운
    • 산업공학
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    • 제25권1호
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    • pp.1-12
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    • 2012
  • The challenges facing manufacturing companies today span across the industry, independent of company size or product. Especially, big manufacturers must overcome these challenges, and information technology (IT) collaboration with small and medium enterprises (SMEs) will play a major role in this effort. In this research, the strategy and way to promote IT collaboration between SMEs and large firms in heavy industries are proposed. A pre-consultation was performed to derive the strategy and way for the collaboration, and an IT collaboration system was developed reflection the results of pre-consultation. The IT collaboration system consists of two parts. One is ERP based on BPM for SMEs to standardize and visualize the entire business process from order placement to release. This system also provides their parent company with visibility into the status of orders and user can easily access the system on the web at a low price through cloud computing service. The other is interface part for data changes between large firms and SMEs. Thus far, this paper demonstrates the importance of strategy for the collaboration, and the applicability of IT collaboration system to elevate the speed and efficiency of business.

패션 복제품에 대한 소비행동과 소비윤리에 관한 연구: 한국.일본.홍콩 소비자를 중심으로 (Consumers' Purchasing Behavior and Consumer Ethics on Fashion Counterfeits among Korean, Japanese, and Hong Kong Consumers)

  • 이승희
    • 한국의류학회지
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    • 제28권11호
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    • pp.1438-1447
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    • 2004
  • The purpose of this study were to examine if the buyers of counterfeits tend to care less about ethical beliefs than non-buyers among Korean, Japanese, and Hong Kong consumers, and if they have more supportive attitudes toward counterfeit products. 573 female college students living in Seoul, Tokyo, and Hong Kong were surveyed. For data analysis, descriptive statistics, factor analysis, and t-test were used. As the results, 65.8% of respondents had experiences of purchasing fashion counterfeits. Handbags among fashion counterfeits were the most frequently purchased by the respondents. The buyers of counterfeits tended to purchase counterfeit goods as more alternative of genuine products than non-buyers, and did not feel guiltier toward purchasing of counterfeits than non-buyers. Also, the buyers of counterfeits tended to have more positive attitudes toward the legality of manufacturing, selling, and buying of counterfeits than non-buyers. In addition, they tended to consider much more purchasing of counterfeits as a way to fight against big-firms than non-buyers. Finally, the buyers of counterfeits tended to have lower consumer ethics than non-buyers. Based on these results, global marketing strategies for fashion goods were suggested.

국내 의류브랜드의 중국진출 현황 및 마케팅전략 제안 (Entry to Chinese Market for Korean Fashion Brands: Current Situations and Suggestions of Marketing Strategies)

  • 고은주;송윤아
    • 한국의류학회지
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    • 제28권2호
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    • pp.212-223
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    • 2004
  • The purpose of this study is 1) to identify Chinese environment for investment and apparel market, 2) to analyze the current situations of Korean fashion brands'entry to Chinese market, 3) to analyze the marketing strategies to China according to product category, and 4) to identify merits and problems of Chinese market. For data collection, secondary resources were collected, and the telephone interview with merchandisers were implemented with brand managers. Twenty-one fashion brands were included for the study. Results of the study were as followed: 1) China was a big potential apparel market due to its rapid economic growth. Apparel purchase behavior and clothing preference of Chinese consumers were various by regional groups. 2) The motives of entry to China were to competition in domestic markets, saving raw material cost. The entry modes to China were direct export, license and regional manufacturing system. 3) Marketing strategies were to pursue high quality branding, high pricing and placing strategies with high-class department stores. Also star marketing were used with "Han Rue". Also various promotion strategies were implemented such as fashion show and unique VMD. 4) The merits of Chinese market were high potential market for export, close proximity, cultural similarity and Han-Ryu syndrome. Problems of Chinese market for export were lack of experts on Chinese market, fierce competition in China, and unstable economic policies.

ICT 기술 고도화를 통한 스마트농업 확산 (Proliferation of Smart Agriculture through Advanced ICT Technology)

  • 김주만;정원호
    • 한국인터넷방송통신학회논문지
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    • 제18권4호
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    • pp.117-122
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    • 2018
  • 본 논문은 ICT 기술의 고도화를 통한 스마트 농업 확산 전략을 제시한다. 오늘날 세계는 환경 오염 문제와 지구 온난화로 전통 농업이 위협을 받고 있으며, 또한 저 출산 및 고령화에 따른 농업 종사자의 감소가 뚜렷하여 향후 식량 자원에 대한 사회적 문제가 예상된다. ICT 기술과 농업의 융합은 노동 집약적인 1차 산업이 아닌, 재배와 제조 및 서비스를 포함하는 새로운 페러다임을 제시하고 있다. 적은 노동력으로 양질의 식량을 안정적으로 공급할 수 있는 스마트팜 기술 보급이 시급한 실정이다. 본 논문에서는 현재 스마트팜 기술 현황을 살펴보고, 확산의 저해 요인을 분석하고 ICT 기술의 고도화를 통한 향후 스마트농업 발전 방향을 제시한다.

사물인터넷을 이용한 반도체 장비 통신 프로토콜 모델 (The Communication Protocol Model for Semiconductor Equipment with Internet of Things)

  • 김두용;김기완
    • 반도체디스플레이기술학회지
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    • 제18권4호
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    • pp.40-45
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    • 2019
  • The smart factory has developed with the help of several technologies such as automation, artificial intelligence, big data, smart sensors and communication protocols. The Internet of things(IOT) among communication protocols has become the key factor for the seamless integration of various manufacturing equipment. Therefore, it is important that the IOT cooperate with the standards of communication protocols proposed by the SEMI in the semiconductor industry. In this paper, we suggest a novel reference model of the communication protocols for semiconductor equipment by introducing an IOT service layer. With the IOT service layer, we can use the functions and the additional services provided by the IOT standards that give the inter-operability between factory machines and host computers. We implement the standard of the communication protocols for semiconductor equipment with the IOT service layer by using ns3 simulator. It concludes that it is necessary to provide the platform for the IOT service layer to deploy efficiently the proposed reference model of the communication protocols.

A Case Study on Smart Concentrations Using ICT Convergence Technology

  • Kim, Gokmi
    • International journal of advanced smart convergence
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    • 제8권1호
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    • pp.159-165
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    • 2019
  • '4th Industrial Revolution' is accelerating as a core part of creating new growth engines and enhancing competitiveness of businesses. The fourth industrial revolution means the transformation of society and industries that are brought by IoT (Internet of Things), big data analysis, AI (Artificial Intelligence), and robot technology. Information and Communication Technology (ICT), which is a major factor, is affecting production and manufacturing systems and as ICT technologies become more advanced, intelligent information technology is generally utilized in all areas of society, leading to hyper-connected society where new values are created and developed. ICT technology is not just about connecting devices and systems and making smart, it is about constantly converging and harmonizing new technologies in a number of fields and driving innovation and change. It is no exception to the agro-fisheries trade. In particular, ICT technology is applied to the agricultural sector, reducing labor, providing optimal environment for crops, and increasing productivity. Due to the nature of agriculture, which is a labor-intensive industry, it is predicted that the ripple effects of ICT technologies will become bigger. We are expected to use the Smart Concentration using ICT convergence technology as a useful resource for changing smart farms, and to help develop new service markets.

The Influence of Transformational Leadership on Employees' Innovation in Universities of UAE: Mediating Effect of Technological Diversity

  • ALMASKARI, Tariq Humaid;MOHAMAD, Effendi;YAHAYA, Siti Norbaya;JALIL, Muhammad Farhan
    • The Journal of Asian Finance, Economics and Business
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    • 제8권7호
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    • pp.657-669
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    • 2021
  • This study seeks to empirically investigate the impact of transformational leadership on employees' innovation with the mediating effect of technological diversity. Employees have evolved into leaders in organizing work within institutions over the last few decades. This shift presents new demands for leaders, who are forced to reinvent individual workers while also improving workplace innovation. This research proposes a conceptual model for considering transformational leadership and the impact of technological diversity on innovation. Structured questionnaire is used in the study and the analysis of the data from 633 employees of universities in the United Arab Emirates uses stratified sampling technique and hypotheses verified through Structural Equations Modelling (AMOS-21). According to the results, transformational leadership has a big effect on employees' innovation. Furthermore, in the relationship between transformational leadership and workforce innovation, technological diversity has a partial mediation impact. This research adds to the growing body of knowledge about how transformational leadership influences employees' innovation and how it affects employees' success, especially in the context of UAE-based universities. Overall, this research contributes to the previous studies wherein transformational leadership plays a critical role in influencing the innovative performance of employees and that, in turn, will promote diversification of technology in the organization.