• 제목/요약/키워드: Smart Equipment

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A case study on the application of process abnormal detection process using big data in smart factory (Smart Factory Big Data를 활용한 공정 이상 탐지 프로세스 적용 사례 연구)

  • Nam, Hyunwoo
    • The Korean Journal of Applied Statistics
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    • v.34 no.1
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    • pp.99-114
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    • 2021
  • With the Fourth Industrial Revolution based on new technology, the semiconductor manufacturing industry researches various analysis methods such as detecting process abnormalities and predicting yield based on equipment sensor data generated in the manufacturing process. The semiconductor manufacturing process consists of hundreds of processes and thousands of measurement processes associated with them, each of which has properties that cannot be defined by chemical or physical equations. In the individual measurement process, the actual measurement ratio does not exceed 0.1% to 5% of the target product, and it cannot be kept constant for each measurement point. For this reason, efforts are being made to determine whether to manage by using equipment sensor data that can indirectly determine the normal state of each step of the process. In this study, the Functional Data Analysis (FDA) was proposed to define a process abnormality detection process based on equipment sensor data and compensate for the disadvantages of the currently applied statistics-based diagnosis method. Anomaly detection accuracy was compared using machine learning on actual field case data, and its effectiveness was verified.

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

  • Kim, Doo Yong;Kim, Kiwan
    • Journal of the Semiconductor & Display Technology
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    • v.18 no.4
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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.

Improved Performance of the Test System for Flight Data Instrumentation Equipment (비행 데이터 계측장비를 위한 점검 시스템 성능 개선)

  • Kim, Sang Beom;Lee, Sun Young;Nam, Young Ho
    • Smart Media Journal
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    • v.10 no.3
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    • pp.54-59
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    • 2021
  • Flight data acquired through flight instrumentation equipment during aircraft development play an important role in aircraft development and performance improvement. Therefore, as the reliability of flight instruments is required, inspection systems to check the soundness of flight instruments are very important. In this paper, we analyze the existing test system for flight data instrumentation equipment and present improvements in the hardware and software aspects of the test system. Based on this, we design and implement a test system with improved performance and present test results. Test system with improved performance improves cost savings, flexible application, and maintenance compared to the existing test system. Therefore, the robustness of the instrumentation equipment can be obtained, which can be expected to improve the reliability of flight data.

A Study On Power Data Analysis And Risk Situation Prediction Using Smart Plug (스마트 플러그를 이용한 전력 데이터 분석 및 위험 상황 예측에 관한 연구)

  • Jung, Se Hoon;Kim, June Young;Park, Jun;Jang, Seung Min;Sim, Chun Bo
    • Journal of Korea Multimedia Society
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    • v.23 no.7
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    • pp.870-882
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    • 2020
  • It is that failure of equipment at the factory site causes personal injury and property damage. We are required a real-time monitoring and risk forecasting techniques to prevent for equipment failure. In this paper, we proposed a 3-phase smart plug and real-time monitoring system that can be used in factories, and collected environmental information and power information using a smart plug to analyze the data. In order to analyze the correlation between the risk situation and the collected data, we predicted the risk situation using Linear Regression, SVM, and ANN algorithms. As a result, the SVM and ANN algorithms obtained high predictive accuracy and developed a mobile app that could use it to check the risk forecast results.

Life cycle cost analysis and smart operation mode of ground source heat pump system

  • Yoon, Seok;Lee, Seung-Rae
    • Smart Structures and Systems
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    • v.16 no.4
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    • pp.743-758
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    • 2015
  • This paper presents an advanced life cycle cost (LCC) analysis of a ground source heat pump (GSHP) system and suggests a smart operation mode with a thermal performance test (TPT) and an energy pile system constructed on the site of the Incheon International Airport (IIA). First, an economic analysis of the GSHP system was conducted for the second passenger terminal of the IIA considering actual influencing factors such as government support and the residual value of the equipment. The analysis results showed that the economic efficiency of the GSHP system could be increased owing to several influential factors. Second, a multiple regression analysis was conducted using different independent variables in order to analyze the influence indices with regard to the LCC results. Every independent index, in this case the initial construction cost, lifespan of the equipment, discount rate and the amount of price inflation can affect the LCC results. Third, a GSHP system using an energy pile was installed on the site of the construction laboratory institute of the IIA. TPTs of W-shape and spiral-coil-type GHEs were conducted in continuous and intermittent operation modes, respectively, prior to system operation of the energy pile. A cooling GSHP system in the energy pile was operated in both the continuous and intermittent modes, and the LCC was calculated. Furthermore, the smart operation mode and LCC were analyzed considering the application of a thermal storage tank.

Design of Smart Home Network System based on ZigBee Topology (ZigBee 토폴로지를 이용한 스마트 홈 네트워크 시스템 설계)

  • Liu, Dan;Kim, Gwang-Jun;Lee, Jin-Woo
    • The Journal of the Korea institute of electronic communication sciences
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    • v.7 no.3
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    • pp.537-543
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    • 2012
  • Smart home System is shirt-sleeve, the automatic control systems, computer network system and network communication technology in the integration of network intelligent home control system. Intelligent household will let users have a more convenient means to management of domestic equipment, for example, through the house, wireless remote control, touch screen phone and Internet or speech recognition control household devices, more can perform scene operation, make more equipment form linkage. In this paper, we propose the intelligent household various kinds of equipment within each other can communication, do not need to user command according to different state interactive operation, thus to bring the greatest degree of user efficient and convenient, comfortable and safe.

A Study on an IT Converged Smart Outdoor Exercise Equipment (IT 융합형 스마트 야외체육기구 연구)

  • Ro, Kwang-Hyun;An, Jae-Sung;Kim, Sang-Hoon;Seo, Jeong-Min;Shin, Myeong-Guk;Lee, Gunn-Yeong;Kim, Dong-Sik;Lee, Kyung-Hun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2016.10a
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    • pp.874-875
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    • 2016
  • This paper proposes the architecture and major functionalities of IT converged smart outdoor exercise equipment and health cashback system. It provides basic information such as date, time, weather information, and display the amount of exercise, thermal images for monitoring the change of user's body temperature and health cashback point. The amount of exercise is transferred to a health cashback server via mobile communication network and the server provides the exercise history and health cashback point. Also, as additional public services, a fine dust alarm light and an emergency alarm function are embedded. The proposed IT converged smart outdoor exercise equipment will be a reference model for studying and commercializing the next generation product.

Analysis of the Increase of Matching Points for Accuracy Improvement in 3D Reconstruction Using Stereo CCTV Image Data

  • Moon, Kwang-il;Pyeon, MuWook;Eo, YangDam;Kim, JongHwa;Moon, Sujung
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.35 no.2
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    • pp.75-80
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    • 2017
  • Recently, there has been growing interest in spatial data that combines information and communication technology with smart cities. The high-precision LiDAR (Light Dectection and Ranging) equipment is mainly used to collect three-dimensional spatial data, and the acquired data is also used to model geographic features and to manage plant construction and cultural heritages which require precision. The LiDAR equipment can collect precise data, but also has limitations because they are expensive and take long time to collect data. On the other hand, in the field of computer vision, research is being conducted on the methods of acquiring image data and performing 3D reconstruction based on image data without expensive equipment. Thus, precise 3D spatial data can be constructed efficiently by collecting and processing image data using CCTVs which are installed as infrastructure facilities in smart cities. However, this method can have an accuracy problem compared to the existing equipment. In this study, experiments were conducted and the results were analyzed to increase the number of extracted matching points by applying the feature-based method and the area-based method in order to improve the precision of 3D spatial data built with image data acquired from stereo CCTVs. For techniques to extract matching points, SIFT algorithm and PATCH algorithm were used. If precise 3D reconstruction is possible using the image data from stereo CCTVs, it will be possible to collect 3D spatial data with low-cost equipment and to collect and build data in real time because image data can be easily acquired through the Web from smart-phones and drones.

A Comparable Study on Smart Technology Applied Residential Space Between Korea and China (한(韓).중(中) 주거공간에 적용되는 스마트 홈에 대한 비교 연구)

  • Zhu, Xuezhe;Park, Hee-Ryoung;Kim, Yong-Seong
    • Proceedings of the Korean Institute of Interior Design Conference
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    • 2006.11a
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    • pp.70-73
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    • 2006
  • In late 20th century, smart home market evolved in China, and absorbed best manpower and technology to commercialize the smart home equipment. Many foreign companies want to take possession of Chinese market, but not arrive at abundance yet. There has many reasons, but most important thing is ignoring the interaction between technical elements and spacial elements. in other words, ignoring the correlation between each industry. Korean smart home market evolved same period with Chinese, but it has balanced development in technic and application, so the commercialize and market arrived at poverty. In this study, survey the present situation of smart home about Korea and China, and compare the technical elements. In addition to analysis the interaction between smart spacial contents and technology. This study focused on the smart apartment, and analysis the strength and weakness in each country, and make theoretical basement for Korea to make certain about Chinese smart home market.

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Development of a Prototype Monitoring Module for Steel Bridge Repainting Robots (강교량 재도장 로봇의 모니터링 모듈 시제품 개발)

  • Seo, Myoung Kook;Lee, Ho Yeon;Park, Il Hwan;Chang, Byoung Ha
    • Journal of Drive and Control
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    • v.17 no.4
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    • pp.15-22
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    • 2020
  • With the need for efficient maintenance technology to reduce maintenance costs for steel bridges, repainting robots are being developed to automate the work in narrow and poor bridge spaces. The repainting robot is equipped with a blasting module to remove paint layers and contaminants. This study developed a prototype monitoring module to be mounted on the repainting robot. The monitoring module analyzes the condition of the painting surface through a camera installed in the front, guides the direction of movement of the robot, and provides the operator with a video to check the working status after blasting through a camera installed in the back. Various image visibility enhancement technologies were applied to the monitoring module to overcome worksite challenges where incomplete lighting and dust occurs.