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Training Method for Enhancing Classification Accuracy of Kuzushiji-MNIST/49 using Deep Learning based on CNN (CNN기반 딥러닝을 이용한 Kuzushiji-MNIST/49 분류의 정확도 향상을 위한 학습 방안)

  • Park, Byung-Seo;Lee, Sungyoung;Seo, Young-Ho
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.3
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    • pp.355-363
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    • 2020
  • In this paper, we propose a deep learning training method for accurately classifying Kuzushiji-MNIST and Kuzushiji-49 datasets for ancient and medieval Japanese characters. We analyze the latest convolutional neural network networks through experiments to select the most suitable network, and then use the networks to select the number of training to classify Kuzushiji-MNIST and Kuzushiji-49 datasets. In addition, the training is conducted with high accuracy by applying learning methods such as Mixup and Random Erase. As a result of the training, the accuracy of the proposed method can be shown to be high by 99.75% for MNIST, 99.07% for Kuzushiji-MNIST, and 97.56% for Kuzushiji-49. Through this deep learning-based technology, it is thought to provide a good research base for various researchers who study East Asian and Western history, literature, and culture.

SPIHT-based Subband Division Compression Method for High-resolution Image Compression (고해상도 영상 압축을 위한 SPIHT 기반의 부대역 분할 압축 방법)

  • Kim, Woosuk;Park, Byung-Seo;Oh, Kwan-Jung;Seo, Young-Ho
    • Journal of Broadcast Engineering
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    • v.27 no.2
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    • pp.198-206
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    • 2022
  • This paper proposes a method to solve problems that may occur when SPIHT(set partition in hierarchical trees) is used in a dedicated codec for compressing complex holograms with ultra-high resolution. The development of codecs for complex holograms can be largely divided into a method of creating dedicated compression methods and a method of using anchor codecs such as HEVC and JPEG2000 and adding post-processing techniques. In the case of creating a dedicated compression method, a separate conversion tool is required to analyze the spatial characteristics of complex holograms. Zero-tree-based algorithms in subband units such as EZW and SPIHT have a problem that when coding for high-resolution images, intact subband information is not properly transmitted during bitstream control. This paper proposes a method of dividing wavelet subbands to solve such a problem. By compressing each divided subbands, information throughout the subbands is kept uniform. The proposed method showed better restoration results than PSNR compared to the existing method.

Dynamic Reconstruction Algorithm of 3D Volumetric Models (3D 볼류메트릭 모델의 동적 복원 알고리즘)

  • Park, Byung-Seo;Kim, Dong-Wook;Seo, Young-Ho
    • Journal of Broadcast Engineering
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    • v.27 no.2
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    • pp.207-215
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    • 2022
  • The latest volumetric technology's high geometrical accuracy and realism ensure a high degree of correspondence between the real object and the captured 3D model. Nevertheless, since the 3D model obtained in this way constitutes a sequence as a completely independent 3D model between frames, the consistency of the model surface structure (geometry) is not guaranteed for every frame, and the density of vertices is very high. It can be seen that the interconnection node (Edge) becomes very complicated. 3D models created using this technology are inherently different from models created in movie or video game production pipelines and are not suitable for direct use in applications such as real-time rendering, animation and simulation, and compression. In contrast, our method achieves consistency in the quality of the volumetric 3D model sequence by linking re-meshing, which ensures high consistency of the 3D model surface structure between frames and the gradual deformation and texture transfer through correspondence and matching of non-rigid surfaces. And It maintains the consistency of volumetric 3D model sequence quality and provides post-processing automation.

Development of an Oraganic-Inorganic Hybrid Coating Solution for Improvement in Flame Retardant Properties of Wallpapers (벽지의 방염특성을 개선하기 위한 유-무기 하이브리드 코팅 용액 개발)

  • Jeong, Gyu Jin;Kang, Tae Wook;Kim, Jin Ho;Kim, Bong Man;Seo, Eun Kyung;Bae, Byungseo;Kim, Sun Woog
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.35 no.2
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    • pp.178-183
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    • 2022
  • For enhancing the flame-retardant properties of wallpapers, we developed an organic-inorganic hybrid solution with ZrSiO4 as a functional ceramic powder, coated on non-woven fabric using dip coating, spray coating, and slot-die coating methods. Their flame retardant properties were characterized by a 45° combustion tester, which is manufactured according to the flame-retardant performance standard (KOFEIS 1001 and KS F 2819). In organic-inorganic hybrid solution, with increasing the concentration of acid-catalyst (acetic acid), the precipitation of ZrSiO4 powders increased, and the flame retardant properties decreased. The highest flame retardant result was obtained for the solution adding 5 wt% acetic acid. The optimization of the coating method and coating number resulted in the most excellent flame-retardant properties being obtained for the non-woven fabric coated for 5 or 7 times by dip coating method, and their flame-retardant properties corresponded to class 2 flame-retardant performance of wallpapers.

3D Rigid Body Tracking Algorithm Using 2D Passive Marker Image (2D 패시브마커 영상을 이용한 3차원 리지드 바디 추적 알고리즘)

  • Park, Byung-Seo;Kim, Dong-Wook;Seo, Young-Ho
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.05a
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    • pp.587-588
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    • 2022
  • In this paper, we propose a rigid body tracking method in 3D space using 2D passive marker images from multiple motion capture cameras. First, a calibration process using a chess board is performed to obtain the internal variables of individual cameras, and in the second calibration process, the triangular structure with three markers is moved so that all cameras can observe it, and then the accumulated data for each frame is calculated. Correction and update of relative position information between cameras. After that, the three-dimensional coordinates of the three markers were restored through the process of converting the coordinate system of each camera into the 3D world coordinate system, the distance between each marker was calculated, and the difference with the actual distance was compared. As a result, an error within an average of 2mm was measured.

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해조류 첨가사료가 돌돔의 성장과 면역기능에 미치는 영향

  • 김병기;원경미;유병서
    • Proceedings of the Korean Aquaculture Society Conference
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    • 2003.10a
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    • pp.80-81
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    • 2003
  • 양식 생물의 질병 제어는 예방과 치료를 통해 이루어진다. 그러나 항생제의 오ㆍ남용으로 인하여 약제 내성균의 증가와 치료 효과가 감소하고, 나아가 식품안전성 문제로 양식생물의 소비를 위축시켜왔다. 따라서 질병이 발생한 후에 시행하는 화학약품 치료법은 이미 한계에 달하였다. 이에 따라 사전에 질병을 차단하는 예방법인 vaccine이나 질병에 대한 저항능력을 키우는 비특이적 면역 증강물질에 대한 관심이 꾸준히 높아지고 있다. 해조류에는 다량의 lectin이 포함되어 있는데, Lectin은 당에 결합하는 단백질의 총체적인 이름으로, defence molecule로 작용하여 어류가 섭취할 경우 외래 항원으로 인식하여 지속적으로 면역 기능을 활성화시키는 것으로 알려져 있다. 따라서 본 연구는 돌돔사료에 kelf meal을 첨가하여 공급한 후 이들의 성장과 비특이적 면역기구에 미치는 효과를 조사하였다. 실험사료는 상업용 kelf meal을 0%, 2%, 5% 첨가하고, 2반복으로 500L FRP 탱크에서 8주간 사육하였다. 실험어류는 40g 내외의 돌돔을 대상으로 하였고, 사료공급 4주 및 8주에 각 실험구의 돌돔을 대상으로 비특이적 면역기구에 미치는 효과를 조사하였다. 체액성 면역 조사로는 혈청 및 점액 lysozyme 활성과 Escherichia coli에 대한 혈청 내 보체의 살균 능력을 조사하였고, 세포성 면역 조사는 전신 식세포의 NBT 환원 실험과 말초혈액의 식세포 식균능을 측정하였다. 식균능 시험은 Escherichia coli FKC (formalin killed cell)에 대한 식균율 및 식균지수로 나타내었다. 나아가 돌돔 말초혈액의 혈구조성에 미치는 영향을 조사하기 위하여 적혈구 5,000 세포당 임파구, 전구, 호중구의 수를 계수하였다. 8주간의 사육결과 사료계수는 각각 1.20, 1.25, 1.42로 대조구와 2% 첨가구는 큰 차이가 없었으나, 5% 첨가구는 나빠지는 경향을 보였다. 사료섭취량은 kelf meal의 첨가량이 늘어나면서 감소하는 경향이었다. 비특이적인 면역 기구에 대한 자극 효과는 체액성 면역의 지표로 측정한 lysozyme의 활성도는 혈청과 점액 모두에서 대조구보다 실험구에서 활성이 높았고, 혈청 lysozyme 활성은 5% 첨가구에서 가장 높았다. 혈청 내 보체의 살균능은 실험구간 차이가 없었다. 세포성 면역의 지표로 측정한 전신 식세포의 $O_2$ 생성능(NBT 환원능)은 5% 첨가구에서 가장 높았다. 말초 혈액의 식균능은 식균율과 식균지수 모두 실험구에서 높았고, 특히 5% 첨가구에서 가장 높았다. 말초 혈액 혈구조성의 변화는 임파구와 전구의 경우 실험구에서 높았으나 호중구에서는 차이가 없었다. 이상의 결과, 양식 돌돔에 kelf meal을 2% 첨가하는 것이 사료계수에 큰 영향을 미치지 않고, 돌돔의 체액성 및 세포성 면역을 적절히 자극하는 것으로 나타나, 돌돔의 기능성 사료 첨가물로서 이용 효과가 있을 것으로 기대된다.

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Biosorption Characteristics of Pb and Cu by Ca-alginate Immobilized Algae Spirulina platensis (Ca-alginate에 고정한 Spirulina platensis의 납과 구리 흡착 특성)

  • Shin, Taek-Soo;Woo, Byoung-Sung;Lim, Byung-Seo;Kim, Kwang-Yul
    • Journal of Korean Society of Environmental Engineers
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    • v.30 no.4
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    • pp.446-452
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    • 2008
  • This study was conducted to research the biosorption characteristics using algae, Spirulina platensis, for the removal of Pb and Cu ions in wastewater. Both of free algal cell and immobilized algae by Ca-alginate were used as bioadsorbent, and experiment was proceed in batch reactor for Pb and Cu ions removal, respectively. In the biosorption of Pb and Cu ions by free Spirulina platensis cell, the adsorption equilibrium reached within 20 minute. The higher adsorbed amount of Pb and Cu was shown as increasing of initial concentration of Pb and Cu, and pH of solution, respectively, and the optimum pH was 4.5$\sim$5.0. Under the conditions of initial concentration of Pb or Cu are 200 mg/L, the maximum amounts of Pb and Cu adsorbed to the unit weight of Spirulina platensis were 86.43 and 57.02 mg/g, respectively, and these values were 1.94 and 1.48 times higher than those of activated carbon under same conditions, respectively. The biosorption kinetics of Pb and Cu ions by free Spirulina platensis cell fitted very well to the Freundlich and Langmuir isotherm. The maximum amount of Pb or Cu adsorbed to the unit mass of adsorbent by the Langmuir isotherm($q_{max}$) represented as 95.24 and 62.50 mg/g, respectively. The FT-IR results of free Spirulina platensis biomass showed that biomass has different functional groups and these functional groups are able to react with metal ions in aqueous solution. In the biosorption of Pb and Cu ions by Ca-alginate immobilized algae Spirulina platensis, the adsorption equilibrium reached within 40 min. and observed a little diffusion limitation differed from the free algal cell adsorption.

Effect of Immobilization Method in the Biosorption and Desorption of Lead by Algae, Chlorella pyrenoidosa (Chlorella pyrenoidosa에 의한 납 흡.탈착시 고정화 방법의 영향)

  • Shin, Taek-Soo;Lim, Byung-Seo;Lee, Sang-Woo;Rhu, Kwon-Gul;Jeong, Seon-Ki;Kim, Kwang-Yul
    • Journal of Korean Society of Environmental Engineers
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    • v.31 no.8
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    • pp.663-672
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    • 2009
  • In this studies, the adsorption test using Chlorella pyrenoidosa was conducted to examine the effect of Pb adsorption according to various immobilized methods such as Ca-alginate, K-carrageenan, and Polyacrylamide. From the results, the duration to need to reach adsorption equilibrium was delayed according to the immobilization. And, the higher adsorption capacity of immobilized Chlorella pyrenoidosa was represented in the higher concentration of Pb, the smaller amount of immobilizing agent, and the higher pH of solution. The maximum adsorption capacity of Pb was shown in the adsorption test using Chlorella pyrenoidosa immobilized with Ca-alginate even though it was sensitive pH. The adsorption results properly represented with Freundlich isotherm equations. And, pseudo second-order chemisorption kinetic rate equation was applicable to all the biosorption data over the entire time range. The FT-IR analysis showed that the mechanism involved in biosorption of Pb by Chlorella pyrenoidosa was mainly attributed to Pb binding of carbo-acid and amide group. Adsorbed Pb on immobilized Chlorella prenoidosa was easily desorbed in the higher concentration of desorbents(NTA, HCl, EDTA, $H_2SO_4,\;Na_2CO_3$). Among the several desorbents, NTA showed the maximum desoption capacities of Pb from Chlorella pyrenoidosa immobilized with Ca-alginate and K-carrageenan and EDTA was the most effective in Chlorella pyrenoidosa immobilized with polyacrylamide. The desoprtion efficiency in the optimum condition was 90.0, 83.0, and 80.0%, respectively.

Evaluation of different types of mixed microbial culture for biomethanation of CO2 (식종슬러지 종류에 따른 이산화탄소 이용 바이오메탄 생산 비교)

  • Kim, Tae-Hoon;Lim, Byung-Seo;Yi, Sung-Ju;Yun, Gwang-Sue;Ahn, Byung-Kyu;Enkhtsog, Michidmaa;Yun, Yeo-Myeong
    • Journal of the Korea Organic Resources Recycling Association
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    • v.28 no.1
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    • pp.65-72
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    • 2020
  • The aims of this study were to compare the biomethanation of CO2 through specific methanogenic activity (SMA) test which was inoculated with four different types of mixed microbial culture obtained from full-scale anaerobic digestion (AD) plants. The experimental results showed that CH4 conversion was the highest in the samples inoculated by seed sludge taken from ADs of food waste and brewery; under this condition, the produced biomethane contains 89.3-91.9% of CH4. Meanwhile, the lowest level was obtained in the sample from sewage sludge. The measured ratio of CH4 production rate to CO2 consumption rate in all reactors was higher than the theoretical value (1) in the middle of the period and soon dropped to 0.7-0.8. It might be due to changed metabolic pathways in the reactor by the degradation of residual organic matter and the increased activity of homoacetogenic bacteria.

Analysis of Organic Composition Principles and Operating System of Ancient Battle Formation in the Late Joseon Dynasty (조선후기 군사 전술의 진법(陣法) 구성과 운영체계 분석)

  • Kwon, Byung-Woong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.5
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    • pp.200-210
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    • 2017
  • This Research is focused on ancient battle formation basing on the layout drawing of Yijinchongbang (manuals of learning military formations) in a strategy book in the late Joseon dynasty. The research topic is the principles of organic composition of battle formation and battlefield operating system by reforming the basic model of ancient battle formation. The research method is comparative analysis by reforming the battlefield operating system of types of disposition such as Obangjindisposition(Bangnjin; battle formation, Jikjin; direct battle formation, Gokjin; bend battle formation, Wonjin; round battle formation, and Yejin; keen battle formation), and Hyunmoojindo; turtle battle formation, Paljindo; all-rounder battle formation, Yookhwajindo; six flowers battle formation, Gugunjindo; nine forms battle formation. From the study results, Standoff Bombing of the battle formation in the late Joseon Dynasty basically started out from magic battle formation, but was then transformed into square, rectangle, pentagon, and circle. Also, the battle array composition used a 5-linear structure and was composed of 5 systems of circulation such as rectangle, square, diagonal, curve, and circle. The research findings elucidate the battlefield of the Joseon dynasty by establishing the real battle formation, and thus have military and academic value in suggesting possible tactics that can be used by modern training of military.