• Journal of the Korea Institute of Information Security & Cryptology
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• v.34 no.1
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• pp.143-156
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• 2024

Federated Learning (FL) has emerged as a potent methodology for decentralized model training across multiple collaborators, eliminating the need for data sharing. Although FL is lauded for its capacity to preserve data privacy, it is not impervious to various types of privacy attacks. Differential Privacy (DP), recognized as the golden standard in privacy-preservation techniques, is widely employed to counteract these vulnerabilities. This paper makes a specific contribution by applying an existing, task-specific adaptive DP mechanism to the FL environment. Our comprehensive analysis evaluates the impact of this mechanism on the performance of a shared global model, with particular attention to varying data distribution and partitioning schemes. This study deepens the understanding of the complex interplay between privacy and utility in FL, providing a validated methodology for securing data without compromising performance.

• Proceedings of the Korean Institute of Intelligent Systems Conference
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• 2003.09b
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• pp.76-79
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• 2003

퍼지 로직 시스템(FLS)은 다양한 분야에서 성공적으로 사용되고 있다 퍼지 로직 시스템의 멤버십 함수와 규칙은 언어적인 정보나 수치적 데이터를 사용하여 표현된다. 또한 이러한 정보나 데이터에는 불확실성과 노이즈 등이 존재한다. 그러나 단순한 퍼지 로직 시스템으로노이즈가 포함된 불확실한 정보를 효과적으로 다루고 표현하는 데는 한계가 있다. 그러므로 노이즈가 포함된 정보를 효율적으로 처리하기 위해 본 논문에서는 type-2 FLS를 이용한다. 노이즈가 포함되어 불확실한 정도를 정확한 값으로 표현하기 어려울 때, type-2 FLS은 보다 정확하게 정보들을 다를 수 있음을 보인다. 비선형 시계열 시스템인 Box-Jenkins 데이터를 이용하여 singleton Type-1 FLS과 non-singleton type-1 FLS의 결과 값을 확인하고 이의 성능을 type-2 FLS과 비교, 분석한다.

• Proceedings of the KIEE Conference
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• 2009.07a
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• pp.2241_2242
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• 2009

본 논문은 강의실 조명설계로 2/40W FL${\times}$9와 2/25W LED FL${\times}$12를 Relux 2007를 이용하여 모델링을 통한 시뮬레이션을 측정 하였으며, 두 램프를 비교 분석하여 가장 이상적인 조명기구 및 조도 값을 알아본다. 이 시뮬레이션 결과 2/40W FL${\times}$9의 경우가 2/25W LED FL${\times}$12를 사용했을 때 보다 조도와 균제도가 높게 측정되었고, 소비전력은 2/25W LED FL${\times}$12 매입했을 때가 낮게 나왔다. 금후 LED 형광등 조명설계에 있어서 도움을 줄 수 있을 것으로 기대된다.

• Proceedings of the Korean Institute of Intelligent Systems Conference
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• 2000.05a
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• pp.220-223
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• 2000

타입-2 퍼지집합을 이용하여 퍼지논리시스템(Fuzzy Logic System : FLS)을 구현하기 위한 연구들이 R. I John, N. Karnik, J. Mendel 등에 의해 현재 진행되고 있다. 타입-2 집합을 이용한 타입-2 FLS은 기존의 타입-1 FLS보다 제어규칙이나 소속함순가 가지고 있는 불확실성을 표현하는데 있어서 더 효과적이다. 그러나, 타입-2 FLS 역시 타입-1 FLS이 가지고 있는 문제점인 설계시 전문가에게 의존하여 시간과 비용이 많이 소요되고, 제어기의 구성요소들을 효율적으로 생성하기가 어렵다는 문제점을 더욱 심각하게 가지고 있다. 또한, 그 문제점을 해결하기 위한 연구들도 아직 미진한 상태이다. 본 논문에서는 타입-2 FLS의 설계를 위해 유전자 알고리즘을 사용하는 방법을 제안한다. 타입-2 FLS를 설계하기 위해서는 소속함수와 제어규칙을 생성하여야 한다. 본 논문에서는 유전자 알고리즘을 사용하여 타입-2 퍼지제어규칙과 소속함수를 설계하는 방법을 제안한다. 먼저, 유전자 알고리즘에서 사용할 수 있는 유전자의 형태로 타입-2 퍼지제어규칙과 소속함수를 표현하기 위한 인코딩방법을 제안하고, 각각의 염색체를 진화시키기 위한 교차 연산자와 돌연변이 연산자를 정의한다. 그리고, 제안된 방법을 함수근사문제에 적용하여 유효성과 성능을 평가, 검증한다.

• Journal of Photoscience
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• v.5 no.3
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• pp.131-135
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• 1998

Using differential display reverse transcription technique, the present study attempted to isolate and characterize genes specifically expressed in cotyledons of Pharbitis nil Choisy cv. Violet during floral induction. A total of 107 bands specific to the inductive condition were initially obtained with 80 primer sets of 20 different arbitrary primers combined with 4 kinds of T12MN. In northern blot analysis with reamplified cDNAs as probes, three cDNAs were detected to be expressed specificcally in the induced cotyledon tissues, and designated PnFL-1, PnFL-2 and PnFL-3 , the size of which were 228 bp, 317 bp and 272 bp, respectively. A search for sequences similar to the decuced amino acid sequences was conducted using GenBank and EMBL database ; seequence encoded by PnFL-1 had 29% identity with the clone of Arabidopsis thaliana similiar to reverse trascriptase (Genbank Acc. N0.3047086), PnFL-2 shared 50% identity with hydroxiyproline-rich glycoprotein of Glycine max(GenBank Acc. No.347455), and PnFL-3 had 46% identity with TAMU 4. Thaliana genomic clone T23E16 (GenBank Acc. No.B67574). None of them was known gene in the plant system up to date, implying that the fragments may comprise parts of genes which are associated with the floral induction in Pharbitis nil.

• Korean Journal of Fisheries and Aquatic Sciences
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• v.40 no.4
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• pp.248-253
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• 2007

We studied the maturation and spawning of female Spanish mackerel (Scomberomorus niphonius) based on 445 specimens collected monthly from January to December 2004 in the coastal waters off Busan. The fork length (FL) of S. niphonius ranged from 26.1 to 105.4 cm, the gonadosomatic index (GSI) of the females was highest in May 2004, and the spawning season take place from April to July. A significant difference was detected in the sex ratio between females and males ($X^2$ test, p<0.01). The percentage of sexually mature females exceeded 50% in the 50-60 cm (FL) size group and reached 100% in the over 70 cm (FL) size group. Fecundity (F) varied between 201,156 and 836,426 egg per female. The relationship between F and FL of the fish was expressed as $F=5.8756FL^{3.8465}$. The relationship F and body weight (BW) was expressed as F=581.421 n (BW)-4108.5. The first spawning length was 41.8 cm (FL.)

• Annual Conference on Human and Language Technology
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• 2021.10a
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• pp.311-315
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• 2021

근래의 자연어처리 분야에서는 잘 만들어진 도구(Library)를 이용하여 생산성 높은 개발과 연구가 활발하게 이뤄지고 있다. 이 중에 대다수는 깊은 학습(Deep-Learning, 딥러닝) 기반인데, 이런 모델들은 학습 속도가 느리고, 비용이 비싸고, 사용(Run-Time) 속도도 느리다. 이뿐만 아니라 라벨(Label)의 가짓수가 굉장히 많거나, 라벨의 구성이 단어마다 달라질 수 있는 의미분별(동형이의어, 다의어 번호 태깅) 분야에서 딥러닝은 굉장히 비효율적인 문제가 있다. 이런 문제들은 오히려 기존의 얕은 학습(Shallow-Learning)기반 모델에서는 없던 것들이지만, 최근의 연구경향에서 딥러닝 비중이 급격히 증가하면서, 멀티스레딩 같은 고급 기능들을 지원하는 얕은 학습 기반 언어모델이 새로이 개발되지 않고 있었다. 본 논문에서는 학습과 태깅 모두에서 멀티스레딩을 지원하고, 딥러닝에서 연구된 드롭아웃 기법이 구현된 자연어처리 도구인 혼합 자질 가변 표지기 ManiFL(Manifold Feature Labelling : ManiFL)을 소개한다. 본 논문은 실험을 통해서 ManiFL로 다의어태깅이 가능함을 보여주고, 딥러닝과 CRFsuite에서 높은 성능을 보여주는 개체명 인식에서도 비교할만한 성능이 나옴을 보였다.

• Bulletin of the Korean Chemical Society
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• v.33 no.1
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• pp.105-110
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• 2012

A europium (III)-sensitized, spectrofluorimetric (FL) method is presented for the determination of sparfloxacin (SPAR) using an anionic surfactant, sodium dodecyl benzene sulphonate (SDBS). The method is based on the strong fluorescence (FL) enhancement of SPAR after the addition of $Eu^{3+}$ ions as fluorescence probes. The experimental results indicated that the FL intensity of the SPAR-$Eu^{3+}$ system was enhanced markedly by SDBS. The maximum FL emission signal was obtained at about 615 nm when excited at 372 nm. The experimental conditions that affected the FL intensity of the SPAR-$Eu^{3+}$-SDBS system were optimized systematically. The enhanced FL intensity of the system exhibited a good linear relationship with the SPAR concentration over the range of $1.5{\times}10^{-9}-1.2{\times}10^{-7}mol\;L^{-1}$ with a correlation coefficient (r) of 0.9987. The limit of detection ($3{\delta}$) was $4.15{\times}10^{-10}mol\;L^{-1}$ with a relative standard deviation (RSD) of 1.65%. This method was successfully applied for the determination of SPAR in pharmaceuticals, and human serum and urine samples with higher sensitivity, wide dynamic range and better stability. The possible interaction mechanism of the system is also discussed in detail by ultraviolet absorption spectra and FL spectra.

• Journal of Bio-Environment Control
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• v.25 no.2
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• pp.77-82
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• 2016

This study was carried out to investigate the effects of artificial light sources on growth, yield, and glucosinolate content of hydoroponically grown Peucedanum japonicum in plant factory. Treatments were given with LED Blue:White(1:1, B:W), LED Red:Blue:White(2:1:3, RBW), and LED Blue:White(1:1)+Florescent lamp(BW+FL). Number of harvested leaves and leaf weight of BW+FL were higher than BW and RBW. BW+FL in leaf length and RBW in leaf width were significant difference with other treatments. Chlorophyll content and 'L' value were not significant difference among the treatments. The 'a' and 'b' value is the lowest in BW+FL. Glucosinolate content was high in order of glucobrassicin, glucoiberin, sinigrin, gluconasturtiin, progoitrin, glucoraphamin, and epiprogoitrin in all treatments, and total glucosinolate content was the highest in RBW treatment. Moisture, crude protein, crude fat, and ash content of leaves were not different among the treatments. In conclusion, this study showed that light caused growth and secondary metabolites synthesis, and we recommend to further study between light and secondary metabolites for increasing functionality.

• Journal of Bio-Environment Control
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• v.26 no.3
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• pp.208-214
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• 2017

This study aimed to determinate the effect of fluorescent light and light-emitting diodes on the leaf morphology, growth and antioxidant capacity of Salvia plebeia. The plants were grown for 56 days after transplanting (DAT) under the fluorescent light (FL) and LEDs (White, Red and Blue (R+B, ratio 2:1), Blue, Red LED) under the same light intensity and photoperiod ($130{\mu}mol{\cdot}m^{-2}{\cdot}s^{-1}$, 12 hours). Leaf length, width and number of Salvia plebeia at the 56 DAT were significantly higher under the FL and red LED, and lower in the RB LED and white LED. The highest fresh and dry weights of shoot and leaf area were observed in the red LED, followed by the FL and blue LED, and the lowest in the RB LED and white LED. After 21 DAT, leaf apinasty symptom was appeared in plants grown under red LED and RB LED. The chlorophyll content was lower in the red LED. The specific leaf weight, the ratio of leaf dry weight to area, was higher in the blue LED, and lowest in the FL. No significant difference in DPPH radical scavenging activity of Salvia plebeia under the different light sources. All the integrated results suggest that the FL light is a proper light conditions for a closed cultivation of Salvia plebeia.