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Ship Number Recognition Method Based on An improved CRNN Model

  • Wenqi Xu;Yuesheng Liu;Ziyang Zhong;Yang Chen;Jinfeng Xia;Yunjie Chen
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.3
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    • pp.740-753
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    • 2023
  • Text recognition in natural scene images is a challenging problem in computer vision. The accurate identification of ship number characters can effectively improve the level of ship traffic management. However, due to the blurring caused by motion and text occlusion, the accuracy of ship number recognition is difficult to meet the actual requirements. To solve these problems, this paper proposes a dual-branch network based on the CRNN identification network. The network couples image restoration and character recognition. The CycleGAN module is used for blur restoration branch, and the Pix2pix module is used for character occlusion branch. The two are coupled to reduce the impact of image blur and occlusion. Input the recovered image into the text recognition branch to improve the recognition accuracy. After a lot of experiments, the model is robust and easy to train. Experiments on CTW datasets and real ship maps illustrate that our method can get more accurate results.

Asymmetrical domain wall propagation in bifurcated PMA wire structure due to the Dzyaloshinskii-Moriya interaction

  • Kwon, J.;Goolaup, S.;Gan, W.L.;Chang, C.H.;Roy, K.;Lew, W.S.
    • Proceedings of the Korean Magnestics Society Conference
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    • 2017.05a
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    • pp.53-54
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    • 2017
  • Direct observation of the DW dynamics in a bifurcated wire reveals that the propagation is via the splitting of DW at the junction, resulting in individual DW in each branch. The DMI induced DW tilting leads to quasi-selective propagation through the network structure, with favored branch determined by the tilting angle of the DW surface. This results in the DW in the individual branches having different depinning fields. Our work shows that by tuning the DMI constant in a material, selective DW motion through a network can be achieved.

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A Branch and Bound Algorithm for Solving a Capacitated Subtree of Tree Problem in Local Access Telecommunication Networks

  • Cho, Geon;Kim, Seong-Lyun
    • Journal of the Korean Operations Research and Management Science Society
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    • v.22 no.3
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    • pp.81-98
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    • 1997
  • Given a rooted tree T with profits and node demands, the capacitated subtree of a tree problem (GSTP) consists of finding a rooted subtree of maximum profit, subject to having total demand no larger than the given capacity H. We first define the so-called critical item for CSTP and find an upper bound on the optimal value of CSTP in O(n$^{2}$) time, where n is the number of nodes in T. We then present our branch and bound algorithm for solving CSTP and illustrate the algiruthm by using an example. Finally, we implement our branch-and-bound algorithm and compare the computational results with those for both CPLEX and a dynamic programming algorithm. The comparison shows that our branch-and-bound algorithm performs much better than both CPLEX and the dynamic programming algorithm, where n and H are the range of [50, 500] and [5000, 10000], respectively.

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Radiation Technology in the Preparation of Polyethylene Oxide Hydrophilic Gels and Immobilization of Proteases for Use in Medical Practice

  • E.I.Vereschagin;Han, Do-Hung;A.W.Troitsky;O.V.Grishin;S.E.Petrov;E.P.Gulyaeva;L.A.Bogdanova;M.V.Korobeinikov;V.L.Auslender
    • Archives of Pharmacal Research
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    • v.24 no.3
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    • pp.229-233
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    • 2001
  • This Paper deals with the development of a technology for making a hydrophilic gel of Polyethylene oxide reception in which radiating ability is employed to cause cross-linking of Polymers in a water solution. The gel of polyethylene oxide was shown to be nontoxic contain 5-50% of polymer and be useful in composite medicinal forms along with biologically active substances including Bac. subtilis proteases. Proteases immobilized in the gel possess high thermal stability and proteolytic activity and are readily applied in medicine. The effect of immobilized proteolytic and glucolytic enzymes of Bac. subtillis (Immozimase) on the warm ischemia-reperfusion (I/R) which can cause hepatic and jejunum injury was also studied. These enzymes were immobilized on water-soluble polymer polyethylene glycol by means of an electron beam. The number of degraanulated mast cells as well as serum ALT after I/R in the group with Immozimase was decreased to almost half as compared with the control group. Pretreatment with Immozimase resulted in significant reduction of hepatic and gut neutrophil accumulation as compared with control animals. It was concluded that Immozimase has a protective effect for hepatic and gut ischemia/reperfusion, and this effect seems to be associated with prevention of leukocyte accumulation .

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Hybrid thermal seasonal storage and solar assisted geothermal heat pump systems for greenhouses

  • Ataei, Abtin;Hemmatabady, Hoofar;Nobakht, Seyed Yahya
    • Advances in Energy Research
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    • v.4 no.1
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    • pp.87-106
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    • 2016
  • In this research, optimum design of the combined solar collector, geothermal heat pump and thermal seasonal storage system for heating and cooling a sample greenhouse is studied. In order to optimize the system from technical point of view some new control strategies and functions resulting from important TRNSYS output diagrams are presented. Temperatures of ground, rock bed storage, outlet ground heat exchanger fluid and entering fluid to the evaporator specify our strategies. Optimal heat storage is done with maximum efficiency and minimum loss. Mean seasonal heating and cooling COPs of 4.92 and 7.14 are achieved in series mode as there is no need to start the heat pump sometimes. Furthermore, optimal parallel operation of the storage and the heat pump is studied by applying the same control strategies. Although the aforementioned system has higher mean seasonal heating and cooling COPs (4.96 and 7.18 respectively) and lower initial cost, it requires higher amounts of auxiliary energy either. Soil temperature around ground heat exchanger will also increase up to $1.5^{\circ}C$ after 2 years of operation as a result of seasonal storage. At the end, the optimum combined system is chosen by trade-off between technical and economic issues.

The Report for Atypical Vascular Variations in the Latissimus Dorsi Myocutaneous Flaps (광배근 피판의 비전형적인 혈관 해부학적 증례에 대한 보고)

  • Chung, Duke-Whan;Han, Chung-Soo;Lee, Jae-Hoon
    • Archives of Reconstructive Microsurgery
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    • v.11 no.2
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    • pp.135-140
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    • 2002
  • It has been known that latissimus dorsi(LD) myocutaneous flap based on thoracodorsal artery is one of most useful method for microreconstructive surgery and the thoracodorsal artery of this flap has constant vascular anatomy. The retrospective study for anatomy of the thoracodorsal arterial system was performed at operative cases. The aim of this study was to document the anatomical variation of this pedicle clinically. 167 LD flaps were carried out from 1983 to 2002 in our clinic. We found unusual 7(4.2%) cases compared to standard textbooks of anatomy. One case was no vascular supply to LD muscle. In 2(1.2%) cases thoracodorsal artery was a typical branch of the subscapular artery but didn't branch to LD muscle, passed to lower serratus anterior muscle, and at this point, supplied vessel to LD muscle and it's vascular diameter was about 1mm diameter. The thoracodorsal artery arose from the axillary artery in 1.8% of cases(3 cases). One case had less than 1mm vascular diameter but a branch of subscapluar artery. It should be emphasized that we must elevate the latissimus dorsi flap after accurate cognition for the anatomy of thoracodorsal artery because the thoracodorsal arterial system is almost reliable but not uniform in rare cases.

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Simulation of Gravity Feed Oil for Aeroplane

  • Lu, Yaguo;Huang, Shengqin;Liu, Zhenxia
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2008.03a
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    • pp.732-736
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    • 2008
  • The traditional method to calculate the gravity feed is to assume that only one tank in fuel system supplies the needed fuel to the engine, and then calculated for the single branch. Actually, all fuel tanks compete for supplying oil. Our method takes into consideration all fuel tanks and therefore, we believe, our method is intrinsically superior to traditional methods and is closer to understanding the real seriousness of the oil supply situation. Firstly, the thesis gives the mathematical model for fuel flow pipe, pump, check valve and the simulation model for fuel tank. On the basis of flow network theory and time difference method, we established a new calculation method for gravity feed oil of aeroplane fuel system, secondly. This model can solve the multiple-branch and transient process simulation of gravity feed oil. Finally, we give a numerical example for a certain type of aircraft, achieved the variations of oil level and flow mass per second of each oil tanks. In addition, we also obtained the variations of the oil pressure of the engine inlet, and predicted the maximum time that the aeroplane could fly safely under gravity feed. These variations show that our proposed method of calculations is satisfactory.

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Corporate Social Responsibility and Financial Performance From Chinese Consumers Perspective: Application of Value Engineering Theory

  • Yuan, Xina;Lin, Xiaoqing;Ding, Meixia;Xu, Lei
    • Journal of East Asia Management
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    • v.5 no.1
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    • pp.1-31
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    • 2024
  • Based on the perspective of consumers and the method of value engineering, this paper uses "CSR expectation deviate level" to measure corporate social responsibility, and discusses the influence of corporate social responsibility on financial performance and its action path. This paper collected the questionnaire survey data of 878 consumers and the panel data of 98 listed companies from 2009 to 2012. The empirical results show that: (1) Consumers pay more attention to products and services, charity, environmental protection and their responsibilities to employees, and less attention to their responsibilities to shareholders or creditors and partners; (2) Corporate social responsibility is negatively correlated with financial performance, and corporate marketing ability plays a moderating role in it. That is, the smaller the gap between the level of corporate social responsibility fulfilled by enterprises and consumers' expectations, the better the financial performance of enterprises, which also reminds enterprises that they need to rationally allocate corporate social responsibility resources and constantly cultivate their own marketing capabilities, so as to better meet the level of corporate social responsibility expected by consumers. The value engineering method quantifies consumers' value perception of corporate social responsibility, which has a certain practical guiding role. Of course, there are some limitations in this paper, and future research can further explore the potential impact mechanism.

On the Construction of Diffusion switching Mechanism using Binary Matrices (이진 행렬을 적용한 DSM 설계 원리에 대한 고찰)

  • Kim, Tae-Hyun;Jeong, Ki-Tae;Sung, Jae-Chul;Hong, Seok-Hie
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2008.02a
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    • pp.25-28
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    • 2008
  • Shirai 등은 FSE'04에서 DSM 설계 원리를 적용하여 증명 가능한 Feistal 구조를 제안하였다. 제안된 구조는 임의의 라운드 수에 대하여 능동 S-box의 최소 개수를 증명할 수 있다. 그러나 제안된 구조에 제약된 조건을 만족하는 행렬이 존재함을 증명하지 못하였다. 본 논문에서는 DSM 설계 원리에 최대 branch number를 갖는 $m{\times}m$ 이진 행렬을 적용하였을 경우 동일한 최대 branch number를 가지지 못함을 증명 한다$(m{\leq}34)$. 이는 이진 행렬을 이용하여 Shirai 등이 제안한 구조를 설계할 수 없음을 의미한다.

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