• Title/Summary/Keyword: and Re

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A Performance Comparison of Super Resolution Model with Different Activation Functions (활성함수 변화에 따른 초해상화 모델 성능 비교)

  • Yoo, Youngjun;Kim, Daehee;Lee, Jaekoo
    • KIPS Transactions on Software and Data Engineering
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    • v.9 no.10
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    • pp.303-308
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    • 2020
  • The ReLU(Rectified Linear Unit) function has been dominantly used as a standard activation function in most deep artificial neural network models since it was proposed. Later, Leaky ReLU, Swish, and Mish activation functions were presented to replace ReLU, which showed improved performance over existing ReLU function in image classification task. Therefore, we recognized the need to experiment with whether performance improvements could be achieved by replacing the RELU with other activation functions in the super resolution task. In this paper, the performance was compared by changing the activation functions in EDSR model, which showed stable performance in the super resolution task. As a result, in experiments conducted with changing the activation function of EDSR, when the resolution was converted to double, the existing activation function, ReLU, showed similar or higher performance than the other activation functions used in the experiment. When the resolution was converted to four times, Leaky ReLU and Swish function showed slightly improved performance over ReLU. PSNR and SSIM, which can quantitatively evaluate the quality of images, were able to identify average performance improvements of 0.06%, 0.05% when using Leaky ReLU, and average performance improvements of 0.06% and 0.03% when using Swish. When the resolution is converted to eight times, the Mish function shows a slight average performance improvement over the ReLU. Using Mish, PSNR and SSIM were able to identify an average of 0.06% and 0.02% performance improvement over the RELU. In conclusion, Leaky ReLU and Swish showed improved performance compared to ReLU for super resolution that converts resolution four times and Mish showed improved performance compared to ReLU for super resolution that converts resolution eight times. In future study, we should conduct comparative experiments to replace activation functions with Leaky ReLU, Swish and Mish to improve performance in other super resolution models.

Chinese Consumers' Intention to Use Re-Commerce Platforms - Perspective Based on the Extended Unified Theory of Acceptance and Use of Technology (UTAUT2) -

  • Yu Sun;Ho Jung Choo
    • Fashion & Textile Research Journal
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    • v.25 no.1
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    • pp.24-40
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    • 2023
  • Contemporary consumers' acceptance of second-hand products has been increasingly improving worldwide, especially in China. Based on the Extended Unified Theory of Acceptance and Use of Technology, we developed and empirically validated a research framework to predict consumers' motivation to use re-commerce platforms. We explored the diverse factors influencing mobile commerce usage through re-commerce platforms. Furthermore, this study investigated the role of gender differences as a factor moderating the association between several constructs and the intention to use re-commerce platforms. A total of 226 consumer responses were collected. The results indicated that hedonic motivation, performance expectancy, consumer habits, social influence, and price value affect consumers' attitudes toward re-commerce platforms. The effects of the attitude toward re-commerce platforms on the intention to use these platforms were also statistically significant. When effort expectancy, hedonic motivation, and consumer habits in re-commerce platform usage increase, male consumers' attitude toward its usage, in particular, also increases. Meanwhile, when performance expectancy, hedonic motivation, and consumer habits in re-commerce platform usage increase, the attitude toward its usage increases among female consumers. Moreover, our results indicate that the two gender groups present different characteristics regarding re-commerce platform usage. Therefore, this study offers a theoretical basis for future analyses of second-hand trade.

A Single Re-encryption key based Conditional Proxy Re-Encryption Scheme (조건값의 개수에 독립적인 조건부 프록시 재암호화 기법)

  • Son, Junggab;Oh, Heekuck;Kim, SangJin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.23 no.2
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    • pp.147-155
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    • 2013
  • Proxy re-encryption scheme has advantage where plaintext does not get exposed during re-encryption process. This scheme is popular for sharing server-saved data in case of cloud computing or mobile office that uses server to save data. Since previous proxy re-encryption schemes can use re-encryption key over and over again, it may abuse re-encryption. To solve this problem, conditional proxy re-encryption scheme was proposed. But, it is computationally expensive generate the same number of re-encryption key with the number of condition values. In this paper, we propose an efficient conditional proxy re-encryption scheme in terms of re-encryption key generation. The proposed scheme uses only encryption and decryption process. Therefore it has advantage to generate one re-encryption key for one person. The proposed scheme is secure against chosen-ciphertext attack.

An efficient and security/enhanced Re-authentication and Key exchange protocol for IEEE 802.11 Wireless LANs using Re-authentication Period (재인증주기를 통한 IEEE 802.11 무선랜 환경에서의 안전하고 효율적인 재인증과 키교환 프로토콜)

  • 김세진;안재영;박세현
    • Proceedings of the IEEK Conference
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    • 2000.06a
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    • pp.221-224
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    • 2000
  • In this paper, we introduce an efficient and security-enhanced re-authentication and key exchange protocol for IEEE 802.11 Wireless LANs using Re-authentication Period. We introduce a low computational complexity re-authentication and key exchange procedure that provides robustness in face of cryptographic attacks. This procedure accounts for the wireless media limitations, e.g. limited bandwidth and noise. We introduce the Re-authentication Period that reflects the frequency that the re-authentication procedure should be executed. We provide the user with suitable guidelines that will help in the determination of the re-authentication period.

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A Study on the Structural Behavior and Design Criteria of FRP Re-bar Reinforced Rectangular Concrete Beam (FRP Re-bar 보강 직사각형 단면 콘크리트 보의 구조적 거동 및 설계방법에 관한연구)

  • Joo, Hyung-Joong;Ok, Dong-Min;Park, Ju-Kyung;Yoon, Soon-Jong
    • Proceedings of the Korean Society For Composite Materials Conference
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    • 2005.11a
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    • pp.276-279
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    • 2005
  • FRP Composite materials are widely applicable in the construction industries as a load-bearing structural element or a reinforcing and/or repairing materials for the concrete. In this paper, we presented the flexural behavior of FRP Re-bar and steel reinforced concrete beams and only FRP re-bars reinforced concrete beams. FRP Re-bar manufactured by different fibers but the same vinylester resin. Also, surface of FRP Re-bars is coated garnet and glass fiber by epoxy to increase the adhesive to concrete. Experimental investigation pertaining to the load-deflection and load-strain characteristics of two classfied specimens is presented and the theoretical prediction is also conducted. In the investigation, the effects of FRP Re-bar reinforcement are estimated. The experimental results arc compared with theoretical predictions. Good agreements arc observed.

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Effects of CoRe-based Density Unit Lesson on Conceptual Formation and Class Satisfaction (CoRe에 기반한 밀도 개념 수업이 개념형성과 수업만족도에 미치는 영향)

  • Kim, Eun-Young;Choi, Byung-Soon
    • Journal of Science Education
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    • v.37 no.1
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    • pp.221-232
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    • 2013
  • The purpose of this study was to examine the effect of the CoRe-based density unit class on conceptual formation and on learner satisfaction with the class. For this study, two hundred and forty 8th grade students were chosen from six classes. The students were divided into two groups: an experimental group, which received a CoRe-based density unit lesson, and a control group, which was taught based on traditional teaching method. The CoRe-based density unit classes consisted of 4 periods based on the analysis of the previous studies on CoRe about density. The results showed the meaningful significant difference between the CoRe-based classes and the classes based on traditional teaching method both in the posttest on the extent of the conceptual formation on the density and in the retention test. The difference suggests that the lesson with CoRe is based on the consideration of the difficulties and limitations students face in various fields such as the students themselves, teachers, learning environment, evaluation, etc. during their learning process and even in the types of preconception they have, and the CoRe-based lesson is centered around the best teaching strategies to solve such difficulties. As a result of the analysis on the experimental group's class satisfaction, it is revealed that the students with a high level of attitudes related science or with a high level of science achievement showed especially high satisfaction in their learning. Analysis of questionnaire survey showed that the students in the experimental group got the opportunity through CoRe-based lesson to stretch their thoughts and ideas in a free way and preferred a teaching method which didn't just show the concept, but allowed them to find it for themselves or which let them predict the solution and then confirm the result on their own and a lesson which encouraged their active participation.

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Preparation of IgG-$^{188}$Re Conjugate for Diagnosis of Abscess (농양진단을 위한 IgG-$^{188}$Re 표지화합물 제조)

  • 오옥두;최태현;임상무
    • Biomedical Science Letters
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    • v.3 no.2
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    • pp.131-138
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    • 1997
  • IgG-$^{188}$Re conjugate was prepared for the diagnosis of abscess. The IgG molecules reduced by 2-mercaptoethanol contained 1.5 free sulfhydryl groups per IgG molecule. The reduced IgG molecule was labelled with $^{188}$Re through chelate to 99% of labelling yield. The radiochemical purity of IgG-$^{188}$Re conjugate was maintained at 90% in the presence of human serum for 1 hour. The IgG-$^{188}$Re was intravenously administered into staphylococcal abscess-bearing rats and their biodistribution was monitored at 4 and 24 hours post injection. The IgG-$^{188}$Re conjugate was moderately localized in the abscess tissue. This result implies that the IgG-$^{188}$Re conjugate can be a tool for abscess diagnosis. This technique can be applied for the preparation of various monoclonal antibody labelled with $^{188}$Re.

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Preparation and Biodistribution of Re-188 Sulfur Colloid (Re-188이 표지된 황 교질(Sulfur Colloid) 제조와 생체내 분포)

  • Kim, Young-Ju;Jeong, Jae-Min;Chang, Young-Soo;Lee, Yong-Sin;Lee, Dong-Soo;Chung, June-Key;Lee, Myung-Chul;Song, Yeong-Wook
    • The Korean Journal of Nuclear Medicine
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    • v.32 no.3
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    • pp.298-304
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    • 1998
  • Purpose: We evaluated the usefulness of Re-188 sulfur colloid for radiation synovectomy and therapy of intraperitoneal metastasis. Materials and Methods: We investigated the labeling efficiency of Re-188 sulfur colloid on various conditions. The stability of Re-188 sulfur colloid was observed at room temperature for 24 h and in human serum and synovial fluid for 72 h. The particle size distribution of Re-188 sulfur colloid was measured by filtering with various pore size filters. Animal experiment was performed in mice and rabbits. Results: The labeling efficiency of Re-188 sulfur colloid was $64.5{\pm}5.8%$ (n=5) at the conditions of sodium thiosulfate 40 mg, EDTA $Na_2.2H_2O$ 0.8 mg, $KReO_4$ 0.8 mg at pH 1. After purification, the radiochemical purity was higher than 99%. The stability of Re-188 sulfur colloid was high (>99%) at room temperature for 24 h and in human serum and synovial fluid for 72 h. The particle size distribution of Re-188 sulfur colloid was 0.3% ($<1{\mu}m$), 11.2% ($1{\sim}5{\mu}m$), 25.8% ($5{\sim}10{\mu}m$) and 52.8% ($>10{\mu}m$). In mice, 1 h postinjection of Re-188 sulfur colloid into tail vein, uptakes in lung, liver and muscle were $37.30{\pm}5.36$, $32.33{\pm}1.79$, $6.60{\pm}0.02%$ ID/organ respectively. After i.p. injection in mice, the uptakes of extraperitonial organs of Re-188 sulfur colloid at 1 and 24 h were $0.1{\pm}0.1$, $0.4{\pm}0.1%$ ID/organ, and the excretions through urine and feces (${\sim}70 h$) were low ($2.68{\pm}0.80$, $0.95{\pm}0.17%$). When Re-188 sulfur colloid was injected to synovial space of rabbit, the uptake in other organs except knee was very low. Conclusion: Re-188 sulfur colloid showed high labeling efficiency, stability and potency for clinical use.

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Associations among Procedural Fairness, Tax Compliance, and Tax Re-audits

  • KIM, Ho-Sung;LEE, Hyun-Ah
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.7
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    • pp.187-198
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    • 2020
  • This study investigates the determinants of the likelihood of a tax re-audit in Korea. It adopts a researcher-administered questionnaire survey method for data collection. The survey questionnaire is randomly distributed to 1,120 individuals with tax-related knowledge and experience. Using a final sample of 342 responses, we conduct a cross-sectional regression analysis to test our hypotheses. The results show that the level of tax non-compliance significantly affects the likelihood of a tax re-audit. This finding suggests that the increase in re-audits in Korea is attributable to the tendency of the tax authority to conduct a re-audit to detect taxpayers' non-compliance behavior by excessively broadening the scope of re-audits. This study also finds that the level of tax non-compliance is influenced by the perception of procedural unfairness, measured by operational inconsistency and regulatory lack of clarity. Lastly, the results reveal that the level of tax non-compliance mediates the relationship between the perception of procedural unfairness and likelihood of a tax re-audit. This finding indicates that enhancing procedural fairness could fundamentally reduce unnecessary re-audits that infringe on the rights of taxpayers, as the likelihood of a tax re-audit is not solely determined by the level of tax non-compliance but also by perceived procedural fairness.

A Study on Measurement of Gamma-ray Spectrum for the Natural Tungsten nuclear reaction by using KOMAC proton Linear Accelerator (KOMAC 양성자 선형가속기를 이용한 천연 텅스텐 핵반응에 대한 감마선 스펙트럼 측정에 대한 연구)

  • Lee, Samyol
    • Journal of the Korean Society of Radiology
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    • v.12 no.2
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    • pp.133-138
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    • 2018
  • The measurement of gamma-ray spectrum of $^{nat}W(p,xn)$ reaction with natural tungsten were performed by using a high energy proton generated from a 100-MeV proton linear accelerator of the Korea Multi-purpose Accelerator Complex (KOMAC). Gamma rays generated by various nuclides generated through the nuclide were measured using a gamma-ray spectroscopy system composed of HPGe detector. A gamma-ray standard source was used for energy calibration and efficiency measurement of the detector. Analysis of the gamma rays observed in the measured spectra showed that the radionuclides produced were $^{167}Re$, $^{178}Re$, $^{179}Re$, $^{180}Re$, $^{181}Re$, $^{182}Re$, $^{184}Re$, $^{172}Ta$, $^{174}Ta$, $^{178}Ta$, $^{182}Ta$, $^{184}Ta$, $^{175}W$, $^{176}W$, $^{177}W$ and $^{179}W$. Nuclides were generated. The results of this study will be applied to nuclear fusion, astrophysics, and nuclear medicine applications in the future.