• Title/Summary/Keyword: slicing

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Graph Neural Network and Reinforcement Learning based Optimal VNE Method in 5G and B5G Networks (5G 및 B5G 네트워크에서 그래프 신경망 및 강화학습 기반 최적의 VNE 기법)

  • Seok-Woo Park;Kang-Hyun Moon;Kyung-Taek Chung;In-Ho Ra
    • Smart Media Journal
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    • v.12 no.11
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    • pp.113-124
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    • 2023
  • With the advent of 5G and B5G (Beyond 5G) networks, network virtualization technology that can overcome the limitations of existing networks is attracting attention. The purpose of network virtualization is to provide solutions for efficient network resource utilization and various services. Existing heuristic-based VNE (Virtual Network Embedding) techniques have been studied, but the flexibility is limited. Therefore, in this paper, we propose a GNN-based network slicing classification scheme to meet various service requirements and a RL-based VNE scheme for optimal resource allocation. The proposed method performs optimal VNE using an Actor-Critic network. Finally, to evaluate the performance of the proposed technique, we compare it with Node Rank, MCST-VNE, and GCN-VNE techniques. Through performance analysis, it was shown that the GNN and RL-based VNE techniques are better than the existing techniques in terms of acceptance rate and resource efficiency.

A Study on China's Sea Gray Zone Strategy and Korean Navy's Countermeasures: Focusing on the response to the development of the maritime-based Three Wars (중국의 해양 회색지대 전략과 우리해군 대응책 연구: 해양 기반 삼전(三戰) 전개에 대한 대응을 중심으로)

  • Kim, Nam-su
    • Maritime Security
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    • v.8 no.1
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    • pp.1-39
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    • 2024
  • This study started with the awareness that domestic studies on China's maritime gray zone strategy have been following the analysis results of previous studies, and that only principled positions and directions for countermeasures remain at the 'declarative and conceptual' level. In order to overcome the above problems, the author analyzed the maritime gray zone strategy being developed in the South China Sea, East China Sea, and the West Sea and Ieodo areas, recognizing that China is developing a maritime gray area strategy based on the 'three warfare' that constitutes its own strategic culture. As a result of the analysis, it is predicted that China's maritime gray zone strategy will be more aggressive in order to occupy the West Sea and Ieodo in the future. As a concept of our naval response strategy, The author proposed to 'neutralize' the development effect of 'three warfare', the basis of China's maritime gray zone strategy, to stop the gradual change in the phenomenon induced by China, and to continuously pursue 'return' to a maritime order based on norms and rules. In this study, a 'concrete and systemized' countermeasure to implement this was presented.

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The Study on Cooking Activities at Home and at School among Elementary School 6th Graders in $Gyeongbuk$ Province (경북지역 초등학교 6학년 학생들의 가정과 학교에서의 조리활동 실태)

  • Jung, Kyung-Ah;Park, Sang-Wa
    • Culinary science and hospitality research
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    • v.18 no.2
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    • pp.134-148
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    • 2012
  • This study was conducted to investigate the state of cooking activities at home and at school among the elementary school 6th graders in Gyeongbuk province. For 'interest in cooking', 86.9% of the subjects answered 'very interested,' and the answers were significantly different according to sex(male 45.6%, female 77.8%, p<0.01). Above 70.0% of the subjects answered that they could cook by themselves and the responses were significantly different according to sex(male 35.3%, female 66.7%, p<0.01). The children had experiences of chopping(64.8%), slicing round(62.3%), cutting dice(62.3%), cutting julienne(53.3%), cutting diagonally(45.1%), slicing semicircle(34.4%), and cutting paysanne(22.1%). 93.4% of the subjects had cooking experience at home and most parents(95.1%) were positive to children's cooking at home. The reasons for cooking at home were 'like to cook'(55.3%), 'to satisfy hunger'(17.5%), 'to eat foods that I want'(14.0%), etc. The only 10.7% of the subjects answered 'difficult' or 'very difficult' for the cooking classes at school. The 62.3% of the subjects have cooked the foods again at home that they learned at school, and the responses were significantly different according to sex(p<0.05). The foods that the children wanted to cook at school were pizza, spaghetti, Tteokbokki, hamburgers, etc. The children answered that they had difficulties in 'seasoning'(34.4%) and 'cleaning up after cooking'(21.5%). What the children wished about the cooking class of their schools included 'to cook more often'(35.8%), 'to cook more diverse foods'(29.7%), 'to have the school equipped with cooking tools and facilities'(14.8%), etc. Therefore, the cooking classes for the elementary school students need to be planned considering these results about children's cooking abilities, skills and demands.

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Mid-term Results of the Congenital Bicuspid Aortic Valve Repair (선천성 이엽성 대동맥판막질환에 대한 판막성형술의 중기 성적)

  • 조광리;곽재건;안혁
    • Journal of Chest Surgery
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    • v.37 no.10
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    • pp.833-838
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    • 2004
  • Background: Despite the excellent early results after the repair of congenital bicuspid aortic valve (BAV) disease, the mid-term durability of the repaired valve has still controversies. Material and Method: To evaluate the mid-term results of BAV repair, retrospective review of medical records and echocardiographic data were done. Between 1994 and 2003, twenty-two patients underwent reparative procedure for either regurgitant or stenotic congenital bicuspid aortic valve (BAV). Result: Mean age was $41\pm14$ years with male predominance (Male=17, Female=5). The pathophysiologies of the BAV were regurgitation-dominant in 20 (91%) and stenosis-dominant in 2 (9%) cases. Various repair techniques were used for raphe, prolapsed leaflet, thickened leaflet, and commissures; 1) release of raphe in 19 (86%), 2) wedge resection and primary repair in 11 (50%), pericardial patch reinforcement after plication of the leaflet in 6 (27%), and plication of the leaflet in 3 (14%), 3) slicing of thickened leaflet was used in 12 (55%) cases, 4) commissuroplasty in 8 (36%), and commissurotomy in 6 (27%) cases. There was no in-hospital mortality. During the mean follow-up of $38\pm17$ months, one patient underwent aortic valve replacement after developing acute severe regurgitation from dehiscence of the suture on postoperative 2 months. New York Heart Association functional class was improved from $1.9\pm0.6$ to $1.2\pm0.5$ (p<0.01). Left ventricular end-systolic and diastolic dimension (LVESD/LVEDD) were also improved from $45\pm9$ and $67\pm10$ to $37\pm10$ and $56\pm10,$ respectively (p<0.01). The grade of aortic regurgitation (AR) was improved from preoperative $(3.1\pm1.2)$ to post-bypass $(0.9\pm0.7).$ However, the grade at last follow-up $(1.7\pm1.1)$ was deteriorated during the follow-up period (p<0.01). Freedom from grade III and more AR at one, three, and four year were 89.7%, 89.7%, and 39.9% respectively. Conclusion: Midterm clinical result of the BAV repair was favorable. But, the durability of the repaired valve was not satisfactory.

The Optimal Turbo Coded V-BLAST Technique in the Adaptive Modulation System corresponding to each MIMO Scheme (적응 변조 시스템에서 각 MIMO 기법에 따른 최적의 터보 부호화된 V-BLAST 기법)

  • Lee, Kyung-Hwan;Ryoo, Sang-Jin;Choi, Kwang-Wook;You, Cheol-Woo;Hong, Dae-Ki;Kim, Dae-Jin;Hwang, In-Tae;Kim, Cheol-Sung
    • Journal of the Institute of Electronics Engineers of Korea TC
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    • v.44 no.6 s.360
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    • pp.40-47
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    • 2007
  • In this paper, we propose and analyze the Adaptive Modulation System with optimal Turbo Coded V-BLAST(Vertical-Bell-lab Layered Space-Time) technique that adopts the extrinsic information from MAP (Maximum A Posteriori) Decoder with Iterative Decoding as a priori probability in two decoding procedures of V-BLAST; the ordering and the slicing. Also, we consider and compare the Adaptive Modulation System using conventional Turbo Coded V-BLAST technique that is simply combined V-BLAST with Turbo Coding scheme and the Adaptive Modulation System using conventional Turbo Coded V-BLAST technique that is decoded by the ML (Maximum Likelihood) decoding algorithm. We observe a throughput performance and a complexity. As a result of a performance comparison of each system, it has been proved that the complexity of the proposed decoding algorithm is lower than that of the ML decoding algorithm but is higher than that of the conventional V-BLAST decoding algorithm. however, we can see that the proposed system achieves a better throughput performance than the conventional system in the whole SNR (Signal to Noise Ratio) range. And the result shows that the proposed system achieves a throughput performance close to the ML decoded system. Specifically, a simulation shows that the maximum throughput improvement in each MIMO scheme is respectively about 350 kbps, 460 kbps, and 740 kbps compared to the conventional system. It is suggested that the effect of the proposed decoding algorithm accordingly gets higher as the number of system antenna increases.

Big Data Based Dynamic Flow Aggregation over 5G Network Slicing

  • Sun, Guolin;Mareri, Bruce;Liu, Guisong;Fang, Xiufen;Jiang, Wei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.11 no.10
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    • pp.4717-4737
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    • 2017
  • Today, smart grids, smart homes, smart water networks, and intelligent transportation, are infrastructure systems that connect our world more than we ever thought possible and are associated with a single concept, the Internet of Things (IoT). The number of devices connected to the IoT and hence the number of traffic flow increases continuously, as well as the emergence of new applications. Although cutting-edge hardware technology can be employed to achieve a fast implementation to handle this huge data streams, there will always be a limit on size of traffic supported by a given architecture. However, recent cloud-based big data technologies fortunately offer an ideal environment to handle this issue. Moreover, the ever-increasing high volume of traffic created on demand presents great challenges for flow management. As a solution, flow aggregation decreases the number of flows needed to be processed by the network. The previous works in the literature prove that most of aggregation strategies designed for smart grids aim at optimizing system operation performance. They consider a common identifier to aggregate traffic on each device, having its independent static aggregation policy. In this paper, we propose a dynamic approach to aggregate flows based on traffic characteristics and device preferences. Our algorithm runs on a big data platform to provide an end-to-end network visibility of flows, which performs high-speed and high-volume computations to identify the clusters of similar flows and aggregate massive number of mice flows into a few meta-flows. Compared with existing solutions, our approach dynamically aggregates large number of such small flows into fewer flows, based on traffic characteristics and access node preferences. Using this approach, we alleviate the problem of processing a large amount of micro flows, and also significantly improve the accuracy of meeting the access node QoS demands. We conducted experiments, using a dataset of up to 100,000 flows, and studied the performance of our algorithm analytically. The experimental results are presented to show the promising effectiveness and scalability of our proposed approach.

Effect of IVM Medium and Protein Source on In Vitro Maturation of Canine Oocytes

  • Lee, Hyo-Sang;Yin, Xi-Jun;Lee, Young-Ho;Chun, Se-Jin;Suh, Young-Il;Park, Keum-Ju;Seo, Jin-Sung;Jo, Su-Jin;Kong, Il-Keun
    • Proceedings of the Korean Society of Developmental Biology Conference
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    • 2003.10a
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    • pp.123-123
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    • 2003
  • This study was conducted to determine the ability of nuclear development of canine oocytes depend on the kind of maturation media and addition of serum sources. Ovaries were collected from a bitches at various stages of estrus cycle by an ovariohysterectomy. Oocytes were collected of cumulus oocytes complexes after slicing of ovaries with blade. The maturation medium was containing 0.6 mM/ml cysteine, 0.2 mM pyruvic acid, 20 ng/ml $E_2$ and 1 $\mu g/ml$ rbST Exp. 1, the oocytes were matured in four different maturation medium as follows: 1) TCM-199, 2) DMEM, 3) NCSU37 and 4) modified-NCSU37 with 10% FBS. Exp. 2: the oocytes were matured in mNCSU37 supplemented with different protein sources (10% FBS, 10% EDS, 0.3% BSA and 0.1% PVA) to select the optimal one. Oocytes were matured in a humidified atmosphere containing 5% $CO_2$ at $39{\circ}C$ for 72 hrs. The maturation rate were analyzed by Duncan's multiple range test using General Linear Models procedure in SAS. The rates of meiotic resumption to MI-MII depend on different culture media were achieved with TCM-199 (5.2%), DMEM (5.0%), NCSU37 (7.2%) and m-NCSU37 (5.9%), respectively. The rates of meiotic resumption to MI-MII according to addition of protein source were 10% FBS (13.3%), 10% EDS (25.0%), 0.3% BSA (25.0%) and 0.1% PVA (15.4%), respectively. In conclusion, the results obtained showed that in vitro maturation media and protein supplement to m-NCSU37 culture medium tested did not promote the final steps of IVM in canine oocytes.

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Effect of Ovary Transport Temperature on Survivability and Maturation Rate of Canine Oocytes

  • Lee, Young-Ho;Lee, Hyo-Sang;Yin, Xi-Jun;Chun, Se-Jin;Suh, Young-Il;Park, Keum-Ju;Seo, Jin-Sung;Jo, Su-Jin;Kong, Il-Keun
    • Proceedings of the Korean Society of Developmental Biology Conference
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    • 2003.10a
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    • pp.122-122
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    • 2003
  • This study examined the viability of canine oocytes following storage at 4 or $38{\circ}C$ for 5 hrs. The ovaries were collected from domestic dog following ovariohysterectomy at a local veterinary clinics and transported to laboratory In two different transport temperature at 4 or $38{\circ}C$ within 5 hrs. The cumulus oocyte complexes (COCs) were recovered after slicing with blade. In Exp. 1, the oocytes collected were matured in DMEM supplemented with l0% FBS, 0.6 mM/mlcysteine, 0.2 mM Pyruvic acid, 20 ng/ml $E_2$ and 1 $\mu g/ml$ rbST at humidified atmosphere containing 5% $CO_2 38{\circ}C$ for 24 or 48 hrs to analysis of survivability. In Exp 2, to assess nuclear development at 38{\circ}C$ group, the oocytes were matured in maturation medium for 24, 48 or 96 hrs. Survivability was judged by a morphological appearance and PI staining. Survivability rates were analyzed by General Linear Models procedure in SAS. The survival rates at 4{\circ}C$ ovary transport group showed significantly lower than at 38{\circ}C$ group (0 vs 72.9% in 48 hrs and 13.2 vs 77 8% in 24 hrs; P<0.05). The nuclear development of oocytes to MI to MII stages at 24, 48 and 96 hrs was 8.3% (6/72), 8.9% (9/101), and 9.5% (8/84). These results showed that the canine oocytes were remarkably sensitive to a low temperature and did not increase nuclear development rate depend on maturation time to 96 hrs.

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Browning of Minimally Processed Mushrooms (Agaricus bisporus Sing.) as Affected by Picking Season and Postharvest Holding Time (수확시기 및 가공전 보관기간이 신선 편이가공 양송이의 갈변에 미치는 영향)

  • Lim Jeong-Ho;Choi Jeong-Hee;Hong Seok-In;Jeong Moon-Cheol;Kim Dongman
    • Food Science and Preservation
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    • v.11 no.3
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    • pp.313-318
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    • 2004
  • This study was conducted to compare development of browning in minimally processed mushrooms (Agaricus bisporus Sing.) by picking season and postharvest holding time of the raw material. 'White' type of the mushrooms were harvested and minimally processed immediately after harvest or holding at 2$^{\circ}C$ for 7 days after picking in 4 seasons. The processed mushrooms were kept at 5$^{\circ}C$, and changes in surface color and content of total phenolic compounds of the mushrooms were measured. Respiration rate of the whole mushrooms was ranged from 9.55 to 17.93 mL C0$_{2}$/kg$\cdot$ hr, and the rate was low in mushrooms harvested in summer and autumn compared with those picked in spring and winter. Hunter L value of the mushrooms decreased rapidly just after slicing, especially in summer-harvest mushrooms. The mushrooms processed with the raw materials stored at 2$^{\circ}C$ for 7 days after harvest showed the lowest 'L' value among the sliced mushrooms prepared at different holding time. Consequently, summer-harvest mushrooms and the mushrooms kept at 2$^{\circ}C$ for more than 7 days after harvest would be unsuitable for minimally processing due to rapid browning.

Fabrication and characterization of tilted R-plane sapphire wafer for nonpolar a-plane GaN (경사각을 갖는 비극성 a-GaN용 R-면 사파이어 기판의 제조 및 특성)

  • Kang, Jin-Ki;Kim, Young-Jin
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.21 no.5
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    • pp.187-192
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    • 2011
  • Tilt angle of r-plane wafer is a one of the important factors related with the quality of the GaN epi, so the fine control of the tilt angle is important for the growing of high quality non-polar a-GaN epi. We prepared the R-plane sapphire wafers with slight tilt angles for nonpolar a-plane GaN. The target tilt angles of ${\alpha}$ and ${\beta}$ were 0, -0.1, -0.15, -0.2, -0.4, $-0.6^{\circ}$ and -0.1, 0, $0.1^{\circ}$, respectively. The tilt angles of sliced R-plane sapphire wafers were measured by x-ray and the statistical evaluation of reliability of tilt angles of wafers were performed. The tolerance of the tilt angle was ${\pm}0.03^{\circ}$. R-plane sapphire wafers have relatively large distributions of BOW and TTV data than c-plane sapphire wafers due to the large anisotropy of R-plane. As the tilt angle ${\alpha}$ was increased from -0.1 to $-0.6^{\circ}$, the step widths and heights were decreased from 156 nm to 26 nm and 0.4 nm to 0.2 nm, respectively. The growth and qualities of GaN epi seems to be largely affected by the change of step structure of R-plane sapphire wafers with tilt angle.