• Title/Summary/Keyword: manufacturing defect

Search Result 407, Processing Time 0.024 seconds

Machine Learning based on Approach for Classification of Abnormal Data in Shop-floor (제조 현장의 비정상 데이터 분류를 위한 기계학습 기반 접근 방안 연구)

  • Shin, Hyun-Juni;Oh, Chang-Heon
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.21 no.11
    • /
    • pp.2037-2042
    • /
    • 2017
  • The manufacturing facility is generally operated by a pre-set program under the existing factory automation system. On the other hand, the manufacturing facility must decide how to operate autonomously in Industry 4.0. Determining the operation mode of the production facility itself means, for example, that it detects the abnormality such as the deterioration of the facility at the shop-floor, prediction of the occurrence of the problem, detection of the defect of the product, In this paper, we propose a manufacturing process modeling using a queue for detection of manufacturing process abnormalities at the shop-floor, and detect abnormalities in the modeling using SVM, one of the machine learning techniques. The queue was used for M / D / 1 and the conveyor belt manufacturing system was modeled based on ${\mu}$, ${\lambda}$, and ${\rho}$. SVM was used to detect anomalous signs through changes in ${\rho}$.

Effects of Softwood Log Property and Veneer Defect on Veneer-and Plywood Manufacturing Yield (침엽수재(針葉樹材)의 원목형질(原木形質)과 단판결함(單板缺陷)이 단판(單板) 및 합판제조수율(合板製造收率)에 미치는 영향(影響))

  • Suh, Jin-Suk;Park, Jong-Young;Jo, Jae-Myeong
    • Journal of the Korean Wood Science and Technology
    • /
    • v.16 no.4
    • /
    • pp.40-47
    • /
    • 1988
  • Our plywood manufacturing industries which entertained prosperous stage in late 1970's have come to be in face of the problems of conceedingly obtaining good quality logs and yield up-grading, which is considered by future-replaceable forest resources. In view of this point, manufacturing characteristic on softwood plywood using Japanese larch, pitch pine as domestic plantation species, and western hemlock as foreign species was studied. In this study, veneer- and plywood manufacturing yields were discussed in relation to log properties and veneer defects (knots). The summarized conclusions were as follows: 1. The majority of sample logs belonged to second grade on the standard. And, eccentricity of larch was the highest 11%, about 2 times those of pitch pine, hemlock. 2. Knot frequency of occurrence of larch reached 19% within log height 8m, and pitch pine 13% within 4m. Correspondingly, the log height of larch available for plywood manufacture was higher by about 2 times that of pitch pine. 3. In the knot types, most of knots of larch appeared dead, whereas those of pitch pine and hemlock appeared live. In size of knots, larch and hemlock showed relatively small 1-2cm dia. by 70% or more and pitch pine did the larger 24cm by 65%. Generally the more knot emerged in the inner side of veneer than the outer. 4. Plywood manufacturing yields by peeling with spindle revolution lathe were 37% in larch > 32% in hemlock> 26% in pitch pine. S. Jointed core veneer yields by peeling with outer perimeter back-up lathe were 55% in hemlock> 53% in larch> and 48% in pitch pine.

  • PDF

Development of Cloud based Data Collection and Analysis for Manufacturing (클라우드 기반의 생산설비 데이터 수집 및 분석 시스템 개발)

  • Young-Dong Lee
    • Journal of the Institute of Convergence Signal Processing
    • /
    • v.23 no.4
    • /
    • pp.216-221
    • /
    • 2022
  • The 4th industrial revolution is accelerating the transition to digital innovation in various aspects of our daily lives, and efforts for manufacturing innovation are continuing in the manufacturing industry, such as smart factories. The 4th industrial revolution technology in manufacturing can be used based on AI, big data, IoT, cloud, and robots. Through this, it is required to develop a technology to establish a production facility data collection and analysis system that has evolved from the existing automation and to find the cause of defects and minimize the defect rate. In this paper, we implemented a system that collects power, environment, and status data from production facility sites through IoT devices, quantifies them in real-time in a cloud computing environment, and displays them in the form of MQTT-based real-time infographics using widgets. The real-time sensor data transmitted from the IoT device is stored to the cloud server through a Rest API method. In addition, the administrator could remotely monitor the data on the dashboard and analyze it hourly and daily.

Part tolerancing through multicale defect analysis

  • Petitcuenot, Mathieu;Anselmetti, Bernard
    • International Journal of Aeronautical and Space Sciences
    • /
    • v.17 no.1
    • /
    • pp.109-119
    • /
    • 2016
  • When manufactured parts undergo large deformations during the manufacturing process, the global specifications of a part based on the concept of tolerance zone defined in the ISO 1101 standard [1] enable one to control the part's global defects. However, the extent of this tolerance zone is too large when the objective is to minimize local defects, such as hollows and bumps. Therefore, it is necessary to address local defects and global defects separately. This paper refers to the ISO 10579 standard [2] for flexible parts, which enables us to define a stressed state in order to measure the part by straightening it to simulate its position in the mechanism. The originality of this approach is that the straightening operation is performed numerically by calculating the displacement of a cloud of points. The results lead to a quantification of the global defects through various simple models and enable us to extract local defects. The outcome is an acceptable tolerance solution. The procedure is first developed for the simple example of a steel bar with a rectangular cross section, then applied to an industrial case involving a complex 3D surface of a turbine blade. The specification is described through ISO standards both in the free state and in the straightened state.

A Study on Aesthetic Improvement Methods of Wooden Furniture according to the reconstruction of Wood Shake and Gnarl (목재 할렬과 옹이형태 재구성에 의한 원목가구의 심미성 제고방안 연구)

  • Chol, Ki;Song, Yoon-Sup
    • Journal of the Korea Furniture Society
    • /
    • v.21 no.4
    • /
    • pp.314-325
    • /
    • 2010
  • Shake and gnarl in the timber market are considered as a defect of reducing the quality of timber. However, this study expects that shake and gnarl are the optimum design tools to improve aesthetics of furniture if their unique form is properly used as formative expression factors of wooden furniture. This study is conducted to suggest methods in order for consumers and designers to consider shake and gnarl as new formative factors and apply them to wooden furniture designs. The study conducts a preference survey of general people by manufacturing furniture that has or doesn't have shake and gnarl, and measures the level of aesthetics after providing furniture design majors with furniture image that reprocesses shake and gnarl in a new way. According to the findings, shake and gnarl have latent aesthetic values, which verifies that various methods can be used to improve aesthetics of wooden furniture by means of a case study. By applying hidden authentic value of the verified shake and gnarl to furniture design, various improvement methods of aesthetics will have to be actively studied.

  • PDF

Sensitivity Appraisal for Lamellar Tearing of Box-Column of Ultra Thick Plate (극후판 Box-Column의 Lamellar 균열 감수성 평가)

  • 노찬승;박창수;김흥주;방한서;이창우
    • Journal of Ocean Engineering and Technology
    • /
    • v.17 no.4
    • /
    • pp.31-36
    • /
    • 2003
  • In case of this thick rolling-steel for a multistory building, a large oil-drilling structure, a large vessel, a bridge and so on, Lamella Tearing around the welded joint zone is the most serious problems. In order to prevent Lamella Tearing, not only is choice of material important, but also the comprehensive investigation for the structural design and the construction. The Lamella Tearing that is a staircase-shape occurs due to the contraction stress to the thickness direction of the plate and has the character that the cracks progress along the elongated inclusion by rolling. In general, because cracks occur at the heat affected zone and around HAZ, it is necessary to establish the safety and the confidence of the welded structure to restrain the welding defect such as Lamella Tearing. The mechanical approaches are the easier and more economical than the approaches of the material and the construction method. In addition, the appropriate welding profile and the optimum welding condition contribute toward the improvement of the productivity and influence on the standardization of the manufacturing technology.

A study on the Vision Inspection System for Injection Molding Products (사출제품의 영상검사 시스템 개발에 관한 연구)

  • Shin, Jae-Heung;Kim, Hong-Ryul;Lee, Sang-Cheol;Moon, Sung-Chang
    • Proceedings of the KIEE Conference
    • /
    • 2007.11c
    • /
    • pp.112-116
    • /
    • 2007
  • If any of the set parameters such as the environment temperature, mold temperature are not maintained at a consistent level, the fail rate of injection molding products is increased. The price of the injection molding machine is very high, so in order to maximize the utilization of the machine that is required the production of a number of different products with minimum fail rate using a single machine. To prevent the defect products by an inspection process with perfect quality is very important to minimizing production of defect products in the molding process. Vision inspection systems are widely utilized in various manufacturing industries for quality assurance purposes. The vision inspection system consists of CCD camera and lighting system to capture the image of the subject of inspection, an image comparison algorithm using to determine the pass/fail of the products, and mechanical devices for the operation of the whole system. This research focuses on the development of the vision inspection system to process the inspection of an automobile parts. We developed a mechanical devices for the inspection of the injection molding products and an image comparison algorithm to determine the pass/fail result of the inspection based on the molding image and the accepted product image.

  • PDF

Insensitivity Towards Safety and Tasks of KC Mark (Korea Certification Mark) (KC마크의 안전 불감과 과제)

  • Kim, Myeong-Yeol;Kang, Kyung-Sik
    • Journal of the Korea Safety Management & Science
    • /
    • v.18 no.1
    • /
    • pp.111-118
    • /
    • 2016
  • KC Mark is one of the country's integrated legal force to the minimum mandatory certification mark system for safety. That is absolutely needed for manufacturing and sales of goods in Korea. This thesis intended to see what is prevalent for both imports and domestic products for illegal and defect and rebuild the ecosystem as soon as possible for the healthy development through public awareness. In this theses point out the seriousness of the problem based on the various kinds of press releases, data of KCA(Korea Consumer Agency), MOTIE(Ministry of Trade, Industry and Energy) and KCA(Korea Customs Service) to the problem of certification system of KC mark and propose a solution to that issue. This study is considered to make befit the nation's place in the world and sustainable development is possible about the system of certification KC. This study expect more research on this issue in order to make enhance the confidence of KC mark.

A Study on the Visualization of Suzi Mora Defect of FPD Color Filter (FPD용 컬러 필터의 수지 얼룩 결함 형상화에 관한 연구)

  • Kwon, Oh-Min;Lee, Jung-Seob;Park, Duck-Chun;Joo, Hyo-Nam;Kim, Joon-Seek
    • Journal of Institute of Control, Robotics and Systems
    • /
    • v.15 no.8
    • /
    • pp.761-771
    • /
    • 2009
  • Detecting defects on FPD (Flat Panel Display) color filter before the full panel is made is important to reduce the manufacturing cost. Among many types of defects, the low contrast blemish such as Suzi Mura is difficult to detect using standard CCD cameras. Even skilled inspectors in the inspection line can hardly identify such defects using bare eyes. To overcome this difficulty, point spectrometer has been used to analyze the spectrum to differentiate such defects from normal color filters. However, scanning ever increasing-size color filters by a point spectrometer takes too long time to be used in real production line. We propose a system using a spectral camera which can be viewed as a line scan camera composed of an array of point spectrometers. Three types of lighting system that exhibit different illumination spectrums are devised together with a calibration method of the proposed spectral camera system. To visualize the defect areas, various processing algorithms to identify and to enhance the small differences in spectrum between defective and normal areas are developed. Experiments shows 85% successful visualization. of real samples using the proposed system.

Design of Defect Diagnosis Platform based on CAN Network for Reliability Improvement of Vehicle SoC (차량용 SoC의 신뢰성 향상을 위한 CAN 통신 기반의 고장진단 플랫폼 설계)

  • Hwang, Doyeon;Kim, Dooyoung;Park, Sungju
    • Journal of the Institute of Electronics and Information Engineers
    • /
    • v.52 no.10
    • /
    • pp.47-55
    • /
    • 2015
  • To verify the function of vehicle is becoming more and more difficult because many electronic control units have been embedded in vehicle with development of electronics industry. The reliability of vehicle should be considered above all important because malfunction of vehicle can cause damage of human life. In this paper, defect diagnosis platform based on CAN network is proposed to improve the reliability of vehicle. Reliability of vehicle is significantly increased by adopting the structural test via dedicated test path after manufacturing. Besides, the test cost is reduced because additional test pins are not required.