• 제목/요약/키워드: material recognition

검색결과 466건 처리시간 0.026초

Combining Machine Learning Techniques with Terrestrial Laser Scanning for Automatic Building Material Recognition

  • Yuan, Liang;Guo, Jingjing;Wang, Qian
    • 국제학술발표논문집
    • /
    • The 8th International Conference on Construction Engineering and Project Management
    • /
    • pp.361-370
    • /
    • 2020
  • Automatic building material recognition has been a popular research interest over the past decade because it is useful for construction management and facility management. Currently, the extensively used methods for automatic material recognition are mainly based on 2D images. A terrestrial laser scanner (TLS) with a built-in camera can generate a set of coloured laser scan data that contains not only the visual features of building materials but also other attributes such as material reflectance and surface roughness. With more characteristics provided, laser scan data have the potential to improve the accuracy of building material recognition. Therefore, this research aims to develop a TLS-based building material recognition method by combining machine learning techniques. The developed method uses material reflectance, HSV colour values, and surface roughness as the features for material recognition. A database containing the laser scan data of common building materials was created and used for model training and validation with machine learning techniques. Different machine learning algorithms were compared, and the best algorithm showed an average recognition accuracy of 96.5%, which demonstrated the feasibility of the developed method.

  • PDF

A Comparative Study of Recognition Rate of Color QR Code Printed on Tyvek and Cotton Material

  • Park, Suhrin
    • 패션비즈니스
    • /
    • 제21권3호
    • /
    • pp.14-28
    • /
    • 2017
  • This purpose of this study to analyze effect material properties have on change in QR code recognition rate according to change of materials by comparing recognition rate of color QR code. QR code applied to textile materials has the advantage of being washable and being applicable to lost child prevention goods or clothes or a person with dementia through record of information relating to the material or input of additional information, differently from QR code printed on the conventional paper. An effective method of entering QR code in textile materials is Digital Textile Printing(DTP), that facilitates printing by rapidly applying diverse information, and small quantity production. It is possible to tailor various QR codes according to use. Regarding samples to use, cotton material used in clothing products and Tyvek material recently applied to clothing and related products were selected. Reactive dyes were used for cotton, pigment was used for Tyvek, and QR code was printed with an inkjet printer by direct printing method. Printing methods and surface textures are different between cotton and Tyvek. It was revealed that consequent print results and results of recognition rate were different. Regarding color to be printed, 2015 S/S - 2017 S/S color presented by Pantone was used. Color combination affected recognition rate of color QR code. Understanding color combination, material properties and print characteristics may be helpful in increasing recognition rate of color QR code, and may contribute to usability of color QR code applied to textile materials in the future.

아웃도어 웨어 기능성 소재에 대한 연령별 인지 및 선호도 (A Study on Recognition and Preference of Functional Textile Material of Outdoor Clothing by Age)

  • 서민녕;김아현;구영석
    • 한국의류산업학회지
    • /
    • 제18권2호
    • /
    • pp.184-193
    • /
    • 2016
  • This study investigates the recognition and preference of functional textile material about outdoor clothing widely used in the current fashion market. The study targeted 216 males and females in their 20s to 50s who wear outdoor clothing as casual wear. To analyze data, frequency analysis, cross tabulation analysis and ANOVA were conducted with the SPSS 21.0 statistical package. The results are as follows. First, recognition of functional textile material of outdoor clothing showed that 20s was the lowest preference and all age groups preferred lightweight textile material. In information recognition of functional outdoor clothing, 40s showed the highest recognition, while 20s showed the lowest recognition. Second, 40s and 50s preferred functional material to 20s and 30s. In particular, 40s and 50s preferred clothing items with water vapor permeability & water repellent material to 20s and 30s. All age groups preferred insulation material jumpers, water vapor permeability & water repellent material jumpers and stretch pants. Third, reasons for purchasing functional material clothing was: design for the age group 20s and 30s versus health and function for the age group 40s and 50s. It is necessary to develop functional clothing products based on exact consumer information and preferences.

A Novel Electrochemical Method for Sensitive Detection of Melamine in Infant Formula and Milk using Ascorbic Acid as Recognition Element

  • Li, Junhua;Kuang, Daizhi;Feng, Yonglan;Zhang, Fuxing;Xu, Zhifeng;Liu, Mengqin
    • Bulletin of the Korean Chemical Society
    • /
    • 제33권8호
    • /
    • pp.2499-2507
    • /
    • 2012
  • A novel and convenient electrochemical method has been developed for sensitive determination of melamine (MEL) using ascorbic acid (AA) as the recognition element. The working electrode employed in this method was modified with the nanocomposite of hydroxyapatite/carbon nanotubes to enhance the current signal of recognition element. The interaction between MEL and AA was investigated by fourier transform infrared spectroscopy and cyclic voltammetry, and the experimental results indicated that hydrogen bonding was formed between MEL and AA. Because of the existing hydrogen bonding and electrostatic interaction, the anodic peak current of AA was decreased obviously while the non-electroactive MEL added in. It illustrated that the MEL acted as an inhibitor to the oxidation of AA and the decreasing signals can be used to detect MEL. Under the optimal conditions, the decrease in anodic peak current of AA was proportional to the MEL concentrations ranging from 10 to 350 nM, with a detection limit of 1.5 nM. Finally this newly-proposed method was successfully employed to detect MEL in infant formula and milk, and good recovery was achieved.

Dependence of Molecular Recognition for a Specific Cation on the Change of the Oxidation State of the Metal Catalyst Component in the Hydrogel Network

  • Basavaraja, Chitragara;Park, Do-Young;Choe, Young-Min;Park, Hyun-Tae;Zhao, Yan Shuang;Yamaguchi, Tomohiko;Huh, Do-Sung
    • Bulletin of the Korean Chemical Society
    • /
    • 제28권5호
    • /
    • pp.805-810
    • /
    • 2007
  • Molecular recognition for a specific cation depending on the change of the oxidation state of the metal catalyst component contained in the hydrogel network has been studied in a self-oscillating hydrogel. The selfoscillating hydrogels are synthesized by the copolymerization of N-isopropylacrylamide (NIPAAm), lead methacrylic acid (Pb(MAA)2), and Ru(bpy)3 2+ monomer as a metal catalyst component. The recognition for a specific cation (in this study, Ca2+ has been used) is characterized by the adsorbed amount of Ca2+ into the gel. The recognition of the gels for Ca2+ is higher at the temperature below the LCST, and also higher at the oxidized state than at reduced state of the metal catalyst component which corresponds to a more swollen state. Moreover, a propagating wave induced by a periodic change of the oxidation state with the diffusion phenomena in the oscillating hydrogel shows a possibility for temporal and site-specific molecular recognition due to the local swelling of the gel.

Triboelectrification based Multifunctional Tactile Sensors

  • Park, Hyosik;Kim, Jeongeun;Lee, Ju-Hyuck
    • 센서학회지
    • /
    • 제31권3호
    • /
    • pp.139-144
    • /
    • 2022
  • Advanced tactile sensors are receiving significant attention in various industries such as extended reality, electronic skin, organic user interfaces, and robotics. The capabilities of advanced tactile sensors require a variety of functions, including position sensing, pressure sensing, and material recognition. Moreover, they should comsume less power and be bio-friendly with human contact. Recently, a tactile sensor based on the triboelectrification effect was developed. Triboelectric tactile sensors have the advantages of wide material availability, simple structure, and low manufacturing cost. Because they generate electricity by contact, they have low power consumption compared to conventional tactile sensors such as capacitive and piezoresistive. Furthermore, they have the ability to recognize the contact material as well as execute position and pressure sensing functions using the triboelectrification effect. The aim of this study is to introduce the progress of research on triboelectrification-based tactile sensors with various functions such as position sensing, pressure sensing and contact material recognition.

철골 및 PC 공사의 물류관리를 위한 문자 인식 기술의 적용성 검토 (A Study on the Applicability of Character Recognition Technology for Construction Supply Chain Management of Structural Steel Components and Precast Concrete Works)

  • 김준식;진상윤;윤수원
    • 한국건설관리학회논문집
    • /
    • 제15권4호
    • /
    • pp.20-29
    • /
    • 2014
  • 건설 프로젝트가 대형화, 복잡화됨에 따라 건설 프로젝트에 투입되는 자재의 효과적 관리를 위하여, 바코드, RFID 등의 다양한 인식 기술의 적용이 시도되고 있다. 하지만 기존의 바코드, RFID 등의 기술의 적용은 기존 관리 업무에서 사용되지 않던 RFID 장비의 추가 투입과 부재 관리를 위한 RFID tag 부착 등의 추가 작업이 요구됨으로써, 공장 및 현장의 작업자들에게 관리 비용 증가, 추가 작업의 번거로움 등의 문제를 발생시키는 한계를 가지고 있었다. 또한 해당 장치를 인식하기 위한 별도의 RFID 리더를 소지하지 않는 경우, 해당 부재를 작업자가 해당 부재의 정보를 인식하기 어려운 한계를 가지고 있다. 따라서 본 연구에서는 Long-lead item 자재 중 철골과 PC 부재를 대상으로, 앞 서 제기된 문제점 개선을 위해 스마트 폰 등의 영상처리 기능을 이용한 문자인식 기술을 대체 기술로 제안하고, 제안된 문자인식 기술의 적용 가능성 테스트를 통해 기술의 적용가능성을 제시하였다. 또한 제안된 문자인식 기술을 보다 효과적으로 적용하기 위한 문자 표기 방식, 코드 체계를 제안하고, 기존 RFID 기반 물류 관리 프로세스와 비교를 통해 문자인식 기술이 실제 적용될 경우의 효과를 제시하였다.

Development of character recognition system for the mixed font style in the steel processing material

  • Lee, Jong-Hak;Park, Sang-Gug;Park, Soo-Young
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 2005년도 ICCAS
    • /
    • pp.1431-1434
    • /
    • 2005
  • In the steel production line, the molten metal of a furnace is transformed into billet and then moves to the heating furnace of the hot rolling mill. This paper describes about the development of recognition system for the characters, which was marked at the billet material by use template-marking plate and hand written method, in the steel plant. For the recognition of template-marked characters, we propose PSVM algorithm. And for the recognition of hand written character, we propose combination methods of CCD algorithm and PSVM algorithm. The PSVM algorithm need some more time than the conventional KLT or SVM algorithm. The CCD algorithm makes shorter classification time than the PSVM algorithm and good for the classification of closed curve characters from Arabic numerals. For the confirmation of algorithm, we have compared our algorithm with conventional methods such as KLT classifier and one-to-one SVM. The recognition rate of experimented billet characters shows that the proposing PSVM algorithm is 97 % for the template-marked characters and combinational algorithm of CCD & PSVM is 95.5 % for the hand written characters. The experimental results show that our proposing method has higher recognition rate than that of the conventional methods for the template-marked characters and hand written characters. By using our algorithm, we have installed real time character recognition system at the billet processing line of the steel-iron plant.

  • PDF

빌렛영상에 포함된 문자인식을 위한 비전시스템 개발 (Development of vision system for the character recognition of the billet image)

  • 박상국
    • 한국산업정보학회논문지
    • /
    • 제13권1호
    • /
    • pp.22-29
    • /
    • 2008
  • 본 논문은 철강공장의 연주공정에서 만들어진 빌렛 소재의 관리를 위해 사용되는 소재 관리문자를 실시간으로 인식하기 위한 비전시스템 개발 결과에 대해 기술한다. 빌렛 재질의 단면에 마킹된 소재 관리문자는 소재가 다음 공정으로 이동하기 전에 공정상에서 실시간으로 인식된다. 문자인식용 비전시스템은 영상획득을 위한 카메라 시스템, 영상을 장거리로 고속 전송하기위한 영상전송 시스템, 기존 시스템과의 인터페이스를 위한 입 출력 장치 및 문자인식용 소프트웨어로 구성된다. 개발된 비전시스템을 실제 철강 선제공정에 설치하여 운용테스트를 실시했다. 테스트를 통해 시스템의 내구성과 신뢰성을 검증하고 최종적으로 문자 인식률을 검증했다. 개발된 시스템에 대해 문자인식 테스트 결과 약 98.6%의 높은 인식률을 가졌다.

  • PDF

슬라브 영상에 포함된 문자영상의 인식을 위한 비전시스템의 개발 (Development of vision system for the recognition of character image which was included at the slab image)

  • 박상국
    • 한국산업정보학회논문지
    • /
    • 제12권1호
    • /
    • pp.95-100
    • /
    • 2007
  • 철강공정에서 소재에 대한 관리를 위해 소재의 전면에 소재 관리문자를 마킹한다. 본 논문은 철강 연주공정에서 생산되는 슬라브 소재 영상에 포함된 소재 관리문자를 실시간으로 인식하기 위한 비전시스템 개발 결과에 대해 기술한다. 문자인식용 비전시스템은 영상획득을 위한 카메라 시스템, 영상을 장거리로 고속 전송하기위한 광 전송시스템, 기존 제어시스템과의 인터페이스를 위한 입 출력 시스템 및 인식결과를 모니터링 하기위한 모니터링 시스템으로 구성된다. 개발된 문자인식용 비전시스템을 실제 철강 연주공정에 설치하여 운용테스트를 실시했다. 테스트를 통해 시스템의 내구성과 신뢰성을 검증하고 최종적으로 문자 인식률을 검증했다. 개발된 시스템에 대해 문자인식 테스트 결과 약 97.4%의 인식률을 가졌다.

  • PDF