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검색결과 480건 처리시간 0.029초

전역 및 지역 특징 기반 딥러닝을 이용한 프린터 장치 판별 기술 (Printer Identification Methods Using Global and Local Feature-Based Deep Learning)

  • 이수현;이해연
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제8권1호
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    • pp.37-44
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    • 2019
  • 디지털 IT 기술의 발달로 인하여 프린터와 스캐너의 성능이 향상되고 가격이 저렴해지면서 일반인들도 쉽게 접할 수 있게 되었다. 그러나 이에 따른 부작용으로 공문서 및 사문서 위조 등의 범죄들이 쉽게 이루어질 수 있다. 따라서 해당 문서가 어떤 프린터를 사용하여 출력 되었는가를 특정할 수 있다면 수사 범위를 줄이고 용의자를 판별하는데 도움이 된다. 본 논문에서는 프린터 장치 판별을 위하여 딥러닝 모델을 제안한다. 먼저 최근 인식 등에서 범용적으로 활용되는 지역 특징 기반의 컨볼루셔널 뉴널 네트워크를 이용한 프린터 장치 판별 모델을 제안하고, 전역 특징 기반의 처리 과정을 네트워크 모델에 도입함으로 인하여 수렴 속도 및 정확도를 향상한 기법을 제안한다. 제안한 모델의 성능은 8개의 프린터 장치를 활용하여 기존 프린터 판별을 위한 특징 기반 기술과 비교를 수행하였다. 그 결과 제안하는 지역 특징 기반의 모델과 전역 특징 기반의 모델이 각각 97.23% 및 99.98%의 높은 판별 정확도를 달성하였고, 기존 기술들에 비하여 높은 정확도를 갖는 우수성을 보였다.

DN 250만 250℃고온 스팀환경에서 운전되는 단열 브러쉬 실 마모효과에 관한 실험적 연구 (Experimental Study on the Wear Effects of a Brush Seal in DN 2.5million in a 250℃ High - temperature Steam Environment)

  • 하윤석;하태웅;이용복
    • Tribology and Lubricants
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    • 제35권2호
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    • pp.99-105
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    • 2019
  • This study presents an experimental investigation of the wear and oxidation of the bristles of a brush seal in a super-heated steam environment. We construct a model reflecting normal force and radial interference to predict the amount of wear. To monitor the volume loss of the bristle induced by the swirl phenomenon of the rotor, we measure the clearance between the rotor and the brush seal by using a non-contact 3-D device. We calculate the area by using the area-wise measurement method. Considering the obvious brush seal wear variables, we use two disks with different roughness($Ra=0.1{\mu}m$ and $100{\mu}m$) to determine the effect of roughness on wear. Considering an actual steam turbine, we utilize a steam generator and super-heater to generate a working fluid (0.95MPa, 523.15K) that has high kinetic energy. We observe the abrasion of the bristles in the hot steam environment through a scanning electron microscope image. This study also conducted energy dispersive X-ray (EDX) analysis for a qualitative evaluation of local chemistry. The results indicate that the wear and elimination of bristles occur on the disk with high roughness, and the weight increases due to oxidation. Furthermore these results, reveal that the bristle oxidation is accelerated more under super-heated steam conditions than under conditions without steam.

The characteristic of Cu2ZnSnS4 thin film solar cells prepared by sputtering CuSn and CuZn alloy targets

  • Lu, Yilei;Wang, Shurong;Ma, Xun;Xu, Xin;Yang, Shuai;Li, Yaobin;Tang, Zhen
    • Current Applied Physics
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    • 제18권12호
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    • pp.1571-1576
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    • 2018
  • Recent study shows that the main reason for limiting CZTS device performance lies in the low open circuit voltage, and crucial factor that could affect the $V_{oc}$ is secondary phases like ZnS existing in absorber layer and its interfaces. In this work, the $Cu_2ZnSnS_4$ thin film solar cells were prepared by sputtering CuSn and CuZn alloy targets. Through tuning the Zn/Sn ratios of the CZTS thin films, the crystal structure, morphology, chemical composition and phase purity of CZTS thin films were characterized by X-Ray Diffraction (XRD), scanning electron microscopy (SEM) equipped with an energy dispersive spectrometer (EDS) and Raman spectroscopy. The statistics data show that the CZTS solar cell with a ratio of Zn/Sn = 1.2 have the best power convention efficiency of 5.07%. After HCl etching process, the CZTS thin film solar cell with the highest efficiency 5.41% was obtained, which demonstrated that CZTS film solar cells with high efficiency could be developed by sputtering CuSn and CuZn alloy targets.

Ni 박막 위 20 nm급 고정렬 Pt 크로스-바 구조물의 형성 방법 (Pattern Formation of Highly Ordered Sub-20 nm Pt Cross-Bar on Ni Thin Film)

  • 박태완;정현성;조영래;이정우;박운익
    • 대한금속재료학회지
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    • 제56권12호
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    • pp.910-914
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    • 2018
  • Since catalyst technology is one of the promising technologies to improve the working performance of next generation energy and electronic devices, many efforts have been made to develop various catalysts with high efficiency at a low cost. However, there are remaining challenges to be resolved in order to use the suggested catalytic materials, such as platinum (Pt), gold (Au), and palladium (Pd), due to their poor cost-effectiveness for device applications. In this study, to overcome these challenges, we suggest a useful method to increase the surface area of a noble metal catalyst material, resulting in a reduction of the total amount of catalyst usage. By employing block copolymer (BCP) self-assembly and nano-transfer printing (n-TP) processes, we successfully fabricated sub-20 nm Pt line and cross-bar patterns. Furthermore, we obtained a highly ordered Pt cross-bar pattern on a Ni thin film and a Pt-embedded Ni thin film, which can be used as hetero hybrid alloy catalyst structure. For a detailed analysis of the hybrid catalytic material, we used scanning electron microscope (SEM), transmission electron microscope (TEM) and energy-dispersive X-ray spectroscopy (EDS), which revealed a well-defined nanoporous Pt nanostructure on the Ni thin film. Based on these results, we expect that the successful hybridization of various catalytic nanostructures can be extended to other material systems and devices in the near future.

Asymmetric Supercapacitors Based on Co3O4@MnO2@PPy Porous Pattern Core-Shell Structure Cathode Materials

  • Wang, Zihan;Pan, Shuang;Wang, Bing;Qi, Jingang;Tang, Lidan;Liu, Liang
    • Journal of Electrochemical Science and Technology
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    • 제12권3호
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    • pp.346-357
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    • 2021
  • In recent years, supercapacitors have been developed rapidly as a rechargeable energy storage device. And the performance of supercapacitors is depending on electrode materials, the preparation method and performance of electrode materials have become the primary goal of scientific development. This study synthesizes Co3O4@MnO2@PPy cathode material with porous pattern core-shell structure by hydrothermal method and electrodeposition. The result samples are characterized by X-ray diffraction transmission/scanning electron microscope, and X-ray photoelectron spectroscopy. Electrochemical evaluation reveals that electrochemical performance is significantly enhanced by PPy depositing. The specific capacitance of Co3O4@MnO2@PPy is 977 F g-1 at 1 A g-1, the capacitance retention rate of 105%. Furthermore, the electrochemical performance of Co3O4@MnO2@PPy//AC asymmetric supercapacitor assembles with AC as the negative electrode material is significantly better than that of MnO2//AC and Co3O4@MnO2//AC. The capacity of Co3O4@MnO2@PPy//AC is 102.78 F g-1. The capacity retention rate is still 120% for 5000 charge-discharge cycles.

Cu2ZnSn(S,Se)4(CZTSSe) 흡수층의 급속 열처리 공정 온도 미세 조절을 통한 특성 향상 (Improvement in Performance of Cu2ZnSn(S,Se)4 Absorber Layer with Fine Temperature Control in Rapid Thermal Annealing System)

  • 김동명;장준성;비제이 가라데;김진혁
    • 한국재료학회지
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    • 제31권11호
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    • pp.619-625
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    • 2021
  • Cu2ZnSn(S,Se)4 (CZTSSe) based thin-film solar cells have attracted growing attention because of their earth-abundant and non-toxic elements. However, because of their large open-circuit voltage (Voc)-deficit, CZTSSe solar cells exhibit poor device performance compared to well-established Cu(In,Ga)(S,Se)2 (CIGS) and CdTe based solar cells. One of the main causes of this large Voc-deficit is poor absorber properties for example, high band tailing properties, defects, secondary phases, carrier recombination, etc. In particular, the fabrication of absorbers using physical methods results in poor surface morphology, such as pin-holes and voids. To overcome this problem and form large and homogeneous CZTSSe grains, CZTSSe based absorber layers are prepared by a sputtering technique with different RTA conditions. The temperature is varied from 510 ℃ to 540 ℃ during the rapid thermal annealing (RTA) process. Further, CZTSSe thin films are examined with X-ray diffraction, X-ray fluorescence, Raman spectroscopy, IPCE, Energy dispersive spectroscopy and Scanning electron microscopy techniques. The present work shows that Cu-based secondary phase formation can be suppressed in the CZTSSe absorber layer at an optimum RTA condition.

CT 및 초음파 스캔 데이터를 이용한 체적 측정의 정확도 및 유용성 (Accuracy and Usefulness of Volume Measurement using CT and Ultrasound Scan Data)

  • 김현주;이후민;윤준
    • 한국방사선학회논문지
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    • 제16권3호
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    • pp.289-294
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    • 2022
  • 본 연구는 CT와 USG 스캔 데이터를 이용하여 팬텀 실험과 환자 스캔 데이터를 활용하는 임상실험으로 체적 측정의 정확도 및 유용성을 알아보았다. 그 결과 CT와 USG 스캔 데이터 모두 다양한 체적의 실제 원형 팬텀의 체적과 유의한 차이가 없었으며(p>0.05), 동일 환자의 방광 체적 측정 결과 CT 데이터는 236.9±2.1, USG 영상은 236.9±1로 측정되어 통계분석 결과 유의한 차이가 없는 것으로 분석되었다(p>0.05). 본 결과의 임상 적용은 추가 임상실험이 필요하지만, 환자 피폭, 검사자의 스캔 기술, 그리고 CT 재구성 경험 등을 고려하여 CT 또는 초음파 장치를 선택 적용한다면 의료영상을 활용한 체적 측정의 유용성 측면에서 기초자료로 적용 가치가 있을 것으로 사료된다.

Analytical-numerical formula for estimating the characteristics of a cylindrical NaI(Tl) gamma-ray detector with a side-through hole

  • Thabet, Abouzeid A.;Badawi, Mohamed S.
    • Nuclear Engineering and Technology
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    • 제54권10호
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    • pp.3795-3802
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    • 2022
  • NaI(Tl) scintillation materials are considered to be one of many materials that are used exclusively for γ-ray detection and spectroscopy. The gamma-ray spectrometer is not an easy-to-use device, and the accuracy of the numerical values must be carefully checked based on the rules of the calibration technique. Therefore, accurate information about the detection system and its effectiveness is of greater importance. The purpose of this study is to estimate, using an analytical-numerical formula (ANF), the purely geometric solid angle, geometric efficiency, and total efficiency of a cylindrical NaI(Tl) γ-ray detector with a side-through hole. This type of detector is ideal for scanning fuel rods and pipelines, as well as for performing radio-immunoassays. The study included the calculation of the complex solid angle, in combination with the use of various points like gamma sources, located axially and non-axially inside the through detector side hole, which can be applied in a hypothetical method for calibrating the facility. An extended γ-ray energy range, the detector, source dimensions, "source-to-detector" geometry inside the side-through hole, path lengths of γ-quanta photons crossing the facility, besides the photon average path length inside the detector medium itself, were studied and considered. This study is very important for an expanded future article where the radioactive point source can be replaced by a volume source located inside the side-trough hole of the detector, or by a radioactive pipeline passing through the well. The results provide a good and useful approach to a new generation of detectors that can be used for low-level radiation that needs to be measured efficiently.

ZnO 기반 NO2 가스센서의 MgZnO와 MgO을 통한 성능 향상에 대한 연구 (Study on the Performance Improvement of ZnO-based NO2 Gas Sensor through MgZnO and MgO)

  • 박소영;이세형;박찬영;백동기;이문석
    • 센서학회지
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    • 제31권6호
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    • pp.455-460
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    • 2022
  • Brush-like ZnO hierarchical nanostructures decorated with MgxZn1-xO (x = 0.1, 0.2, 0.3, 0.4, and 0.5) were fabricated and examined for application to a gas sensor. They were synthesized using vapor phase growth (VPG) on indium tin oxide (ITO) substrates. To generate electronic accumulation at ZnO surface, MgZnO nanoparticles were prepared by sol-gel method, and the ratio of Mg and Zn was adjusted to optimize the device for NO2 gas detection. As the electrons in the accumulation layer generated by the heterojunction reacted faster and more frequently with the gas, the sensitivity and speed improved. When tested as sensing materials for gas sensors at 100 ppm NO2 at 300℃, these MgZnO decorated ZnO nanostructures exhibited an improvement from 165 to 514 times compared to pristine ZnO. The response and recovery time of the MgZnO decorated ZnO samples were shorter than those of the pristine ZnO. Various analyzing techniques, including field-emission scanning electron microscopy (FESEM), energy-dispersive X-ray spectroscopy (EDS), and X-ray powder diffraction (XRD) were employed to confirm the growth morphology, atomic composition, and crystalline information of the samples, respectively.

Direct Microwave Sintering of Poorly Coupled Ceramics in Electrochemical Devices

  • Amiri, Taghi;Etsell, Thomas H.;Sarkar, Partha
    • Journal of Electrochemical Science and Technology
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    • 제13권3호
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    • pp.390-397
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    • 2022
  • The use of microwaves as the energy source for synthesis and sintering of ceramics offers substantial advantages compared to conventional gas-fired and electric resistance furnaces. Benefits include much shorter processing times and reaching the sintering temperature more quickly, resulting in superior final product quality. Most oxide ceramics poorly interact with microwave irradiation at low temperatures; thus, a more complex setup including a susceptor is needed, which makes the whole process very complicated. This investigation pursued a new approach, which enabled us to use microwave irradiation directly in poorly coupled oxides. In many solid-state electrochemical devices, the support is either metal or can be reduced to metal. Metal powders in the support can act as an internal susceptor and heat the entire cell. Then sufficient interaction of microwave irradiation and ceramic material can occur as the sample temperature increases. This microwave heating and exothermic reaction of oxidation of the support can sinter the ceramic very efficiently without any external susceptor. In this study, yttria stabilized zirconia (YSZ) and a Ni-YSZ cermet support were used as an example. The cermet was used as the support, and a YSZ electrolyte was coated and sintered directly using microwave irradiation without the use of any susceptor. The results were compared to a similar cell prepared using a conventional electric furnace. The leakage test and full cell power measurement results revealed a fully leak-free electrolyte. Scanning electron microscopy and density measurements show that microwave sintered samples have lower open porosity in the electrode support than conventional heat treatment. This technique offers an efficient way to directly use microwave irradiation to sinter thin film ceramics without a susceptor.