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Efficient Task Offloading Decision Based on Task Size Prediction Model and Genetic Algorithm

  • Quan T. Ngo;Dat Van Anh Duong;Seokhoon Yoon
    • International Journal of Internet, Broadcasting and Communication
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    • v.16 no.3
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    • pp.16-26
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    • 2024
  • Mobile edge computing (MEC) plays a crucial role in improving the performance of resource-constrained mobile devices by offloading computation-intensive tasks to nearby edge servers. However, existing methods often neglect the critical consideration of future task requirements when making offloading decisions. In this paper, we propose an innovative approach that addresses this limitation. Our method leverages recurrent neural networks (RNNs) to predict task sizes for future time slots. Incorporating this predictive capability enables more informed offloading decisions that account for upcoming computational demands. We employ genetic algorithms (GAs) to fine-tune fitness functions for current and future time slots to optimize offloading decisions. Our objective is twofold: minimizing total processing time and reducing energy consumption. By considering future task requirements, our approach achieves more efficient resource utilization. We validate our method using a real-world dataset from Google-cluster. Experimental results demonstrate that our proposed approach outperforms baseline methods, highlighting its effectiveness in MEC systems.

Engineering of Recombinant Human Papillomavirus 16 L1 Protein for Incorporation with para-Azido-L-Phenylalanine

  • Jinhyeon Kim;Ki Jun Jeong;Geun-Joong Kim;Jong-il Choi
    • Journal of Microbiology and Biotechnology
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    • v.34 no.9
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    • pp.1926-1932
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    • 2024
  • Human papillomavirus (HPV) L1 capsid protein were produced in several host systems, but few studies have focused on enhancing the properties of the L1 protein. In this study, we aimed to produce recombinant Human papillomavirus (HPV) L1 capsid protein containing para-azido-L-phenylalanine (pAzF) in Escherichia coli. First, we expressed the maltose-binding protein (MBP)-fused HPV16 L1, and 5 residues in HPV16 L1 protein were selected by the in silico modeling for amber codon substitution. Among the variants of the five locations, we identified a candidate that exhibited significant differences in expression with and without pAzF via genetic code expansion (GCE). The expressed recombinant MBP-HPV16L1 protein was confirmed for incorporation of pAzF and the formation of VLPs was tested in vitro.

Genetic Polymorphisms of the $\beta_2$-Adrenergic Receptor in the Severity of Bronchial Asthma (기관지 천식 환자에서 천식 증상의 정도에 따른 $\beta_2$ 교감신경 수용체의 유전자 다형성)

  • Shim, Jae-Jeong;Kim, Jei-Hyung;Lee, Seung-Yong;Kwan, Young-Hwan;Lee, So-Ra;Lee, Sang-Youb;Kang, Se-Yong;Kang, Yong-Koo;Cho, Jae-Youn;In, Kwang-Ho;Won, Nam-Hee;Yoo, Se-Hwa;Kang, Kyung-Ho
    • Tuberculosis and Respiratory Diseases
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    • v.45 no.1
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    • pp.77-89
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    • 1998
  • Background: Genetic and environmental factors are known to affect the incidence and severity of asthma. Stimulation of $\beta_2$-Adrenergic Receptor ($\beta_2$AR) results in smooth muscle relaxation, leading to decrease in resistance of airflow. The gene encoding the $\beta_2$AR has recently been seguenced. The $\beta_2$AR genotype at the polymorphic loci of codons 16, 27, 34, and 164 was known to cause changes in the amino acids. The relationships between the structure of the $\beta_2$AR and its functions are being elucidated. Purpose : The gene encoding the $\beta_2$AR was carried out to assess the frequency of polymorphisms in bronchial asthma, to determine wheather these polymorphisms have any relation to the severity, or nocturnal symptoms in bronchial asthma. Methods: The subjects studied were 103 patients with bronchial asthma, which consisted of 30 mild episodic, 32 mild persistent, 17 moderate, and 24 severe asthma patients. The polymorphisms of the $\beta_2$AR gene were detected by mutated allele specific amplification (MASA) method at the codons 16,27,34, and 164. Results: The most frequent polymorphism was arginine 16 to glycine. The other two polymorphisms, valine 34 to methionine and glutamine 27 to glutamic acid occured in 11 and 6 patients respectively. The polymorphism of threonine 164 to isoleucine was not found in our enrolled patients. The homozygous polymorphism of $\beta_2$AR gene was found in only arginine 16 to glycine (12.6%). The heterozygous polymorphisms of $\beta_2$AR gene were in arginine 16 to glycine, valine 34 to methionine, and glutamine 27 to glutamic acid, as 65.1 %,10.7%, and 5.8% respectively in asthma patients. The presence of agrginine 16 to glycine heterozygous or/and homozygous polymorphism was associated in severe asthma (p=0.015), but there was no association between the other three polymorphisms and the severity of asthma. The frequency of the $\beta_2$AR gene polymorphisms was no relation in nocturnal asthma as compared with non-nocturnal asthma. Conclusion: The arginine 16 to glycine polymorphism of the $\beta_2$AR gene is the most frequently found in asthma patients and association with severe asthma. But there was no association between the polymorphism of the $\beta_2$AR gene and nocturnal asthma.

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Expression of Decidual Natural Killer (NK) Cells in Women of Recurrent Abortion with Increased Peripheral NK Cells (말초혈액자연살해세포가 증가된 반복유산 환자의 탈락막자연살해세포의 발현)

  • Yeon, Myeong-Jin;Yang, Kwang-Moon;Park, Chan-Woo;Song, In-Ok;Kang, Inn-Soo;Hong, Sung-Ran;Cho, Dong-Hee;Cho, Yong-Kyoon
    • Clinical and Experimental Reproductive Medicine
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    • v.35 no.2
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    • pp.119-129
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    • 2008
  • Objective: The purpose of this study was to quantify decidual $CD56^+$ and $CD16^+$ NK cell subtype population and to evaluate the correlation between decidual NK cell expression and peripheral $CD56^+$ NK cell expression in women with a history of recurrent abortion and increased peripheral NK cells. Methods: Twenty-nine women with recurrent abortion and elevated peripheral $CD56^+$ NK cell percentage who had chromosomally normal conceptus were included in this study. Thirty-two women with recurrent abortion who had chromosomally abnormal conceptus were used as controls. Distribution of $CD56^+$ and $CD16^+$ NK cells in decidual tissues including implantation sites was examined by immunohistochemical staining. The degree of immunohistochemical staining was interpreted by score and percentage. Results: There was a significant difference in decidual $CD56^+$ NK cell score ($43.6{\pm}24.5$ vs. $23.9{\pm}16.3$ P =0.001) and $CD56^+$ NK cell percentage ($42.1{\pm}11.7$ vs. $33.9{\pm}15.8$ P =0.027) between increased peripheral NK cell group and control group. However, there was no statistically significant difference in decidual $CD16^+$ NK cell score ($18.7{\pm}9.5$ vs. $13.2{\pm}39.4$ P =0.108) and $CD16^+$ NK cell percentage ($24.7{\pm}5.9$ vs. $23.4{\pm}11.7$ P =0.599). There was no significant correlation between decidual NK cell score and peripheral NK cell percentage in increase peripheral NK cell group (peripheral $CD56^+$ NK cell percentage vs. decidual $CD56^+$ NK cell score, r=-0.016, P =0.932, peripheral $CD16^+$ NK cell percentage vs. decidual $CD16^+$ NK cell score, r=0.008, P =0.968). Conclusion: This study shows that $CD56^+$ decidual NK cells are increased in decidua of women exhibiting a history of recurrent abortion with increased $CD56^+$ peripheral NK cell. There was no significant correlation between decidual and peripheral NK cell increment in increase peripheral NK cell group. This study suggests the possibility that decidual NK cells may play an important role in the immune mechanism of recurrent abortion.

악이 표출되는 행동양식 분석한 책 잇따라

  • Lee, Hyeon-Ju
    • The Korean Publising Journal, Monthly
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    • s.230
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    • pp.16-16
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    • 1998
  • 세계 양차대전을 거치면서 인간의 악마적 본성은 학문의 중요한 화두가 되었고 각 학문에서 악마적 본성을 탐구하는 열의를 보였다. 최근 출간된 세 책은 인간이 지닌 악의 실체를 여러 시각에서 규명하고 있어 주목된다.

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