• Title/Summary/Keyword: Difference of Generation

Search Result 1,390, Processing Time 0.025 seconds

gMLP-based Self-Supervised Learning Anomaly Detection using a Simple Synthetic Data Generation Method (단순한 합성데이터 생성 방식을 활용한 gMLP 기반 자기 지도 학습 이상탐지 기법)

  • Ju-Hyo, Hwang;Kyo-Hong, Jin
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.27 no.1
    • /
    • pp.8-14
    • /
    • 2023
  • The existing self-supervised learning-based CutPaste generated synthetic data by cutting and attaching specific patches from normal images and then performed anomaly detection. However, this method has a problem in that there is a clear difference in the boundary of the patch. NSA for solving these problems have achieved higher anomaly detection performance by generating natural synthetic data through Poisson Blending. However, NSA has the disadvantage of having many hyperparameters that need to be adjusted for each class. In this paper, synthetic data similar to normal were generated by a simple method of making the size of the synthetic patch very small. At this time, since the patches are so locally synthesized, models that learn local features can easily overfit synthetic data. Therefore, we performed anomaly detection using gMLP, which learns global features, and even with simple synthesis methods, we were able to achieve higher performance than conventional self-supervised learning techniques.

A Study on the Consumption Value and Clothing Pursuit Benefits of Genderless Fashion based on Gender Identity (젠더정체성에 따른 젠더리스패션의 소비가치 및 의복추구혜택에 관한 연구)

  • Hyun Ji Lee
    • Fashion & Textile Research Journal
    • /
    • v.25 no.4
    • /
    • pp.460-471
    • /
    • 2023
  • This study aimed to analyze the consumption value and clothing pursuit benefits of genderless fashion based on gender identity. The study questionnaire was distributed to and collected from men and women in their 20s and 30s living in Seoul City and the Gyeonggi province. The collected data were analyzed by using Cronbachs α, factor analysis, K-means group classification analysis, and ANOVA. The study results were as follows. First, gender identity was categorized into three groups: the genderless group, the traditional gender rejection group, and the traditional gender acceptance group. Therefore, it is necessary to subdivide gender identity rather than acceptance and rejection of traditional gender roles. Second, an analysis of consumption value based on gender identity showed significant differences in terms of fashion value and expressive value. Therefore, it is important to establish a differentiated strategy based on the relevant gender identity group when establishing genderless fashion design or marketing strategy. Finally, the study results showed that clothing pursuit benefits based on gender identity, there was a significant difference in terms of individuality pursuit, deviation from the norm, and fashion pursuit. In particular, since the genderless phenomenon agrees with the characteristics of the MZ generation, it will be necessary to share brand information or product information through digital media or to utilize a sharing culture-that is, 'meaning out' tendency and 'flex culture' (i.e., conspicuous consumption).

A Study on Active Ion Transport Technology to Improve Water Electrolysis System Performance (수전해 시스템 성능 향상을 위한 능동 이온수송 기술 연구)

  • HYEON-JUNG KIM;HAO GUO;SANG-YOUNG KIM
    • Transactions of the Korean hydrogen and new energy society
    • /
    • v.34 no.2
    • /
    • pp.132-140
    • /
    • 2023
  • In this study, rotary magnet holder (RMH) was manufactured to analyze the ion transport effect according to the rotating magnetic field for the hydrogen production efficiency by alkaline water electrolyte. In the experiment, the voltage signal according to the magnet arrangement inside the RMH, the rotation speed, and the rotation time was measured using the voltage measurement module. As a result of the voltage signal measurement experiment, the average potential difference increased as the rotation speed of the RMH increased. Through the results of the voltage signal measurement experiment, the most efficient magnet arrangement (case 2) was applied to the RMH to conduct a water electrolysis experiment. A 20% NaOH aqueous solution was filled in the electrolytic cell, and a direct current 2 V constant voltage was applied to measure the current value according to the RMH rotation to compare the hydrogen generation amount. When rotating at 100 RPM, the hydrogen production efficiency increased by 8.06% compared to when not rotating. Considering the area exceeding +25 mA, which was not measured at the beginning of the experiment, an increase in hydrogen production of about 10% or more can be expected.

Implementation of Absolute Delay Differentiation Scheme in Next-Generation Networks (차세대 네트워크에서의 절대적 지연 차별화 기능 구현)

  • Paik, Jung-Hoon;Kim, Dae-Ub;Joo, Bheom-Soon
    • 전자공학회논문지 IE
    • /
    • v.45 no.1
    • /
    • pp.15-23
    • /
    • 2008
  • In this paper, an algorithm, that provisions absolute differentiation of packet delays is proposed, simulated, and implemented with VHDL on XPC 860 CPU based test board with an objective for enhancing quality of service (QoS) in future packet networks. It features a scheme that compensates the deviation for prediction on the traffic to be arrived continuously. It predicts the traffic to be arrived at the beginning of a time slot and measures the actual arrived traffic at the end of the time slot and derives the difference between them. The deviation is utilized to the delay control operation for the next time slot to offset it. As it compensates the prediction error continuously, it shows superior adaptability to the bursty traffic as well as the exponential traffic. It is demonstrated through both simulation and the real traffic test on the board that the algorithm meets the quantitative delay bounds and shows superiority to the traffic fluctuation in comparison with the conventional non-adaptive mechanism.

Implementation of LabVIEW based Testbed for MHA FTSR (LabVIEW 기반의 MHA 명령방식 비행종단수신기 점검장비 구현)

  • Kim, Myung-Hwan;Hwang, Soo-Sul;Lim, You-Cheol;Ma, Keun-Su
    • Aerospace Engineering and Technology
    • /
    • v.13 no.1
    • /
    • pp.55-62
    • /
    • 2014
  • FTSR(Flight Termination System Receiver) is a device that receives a ground command signal to abort a flight mission when abnormal conditions occur in the space launch vehicle. The secure tone command message shall consist of a series of 11 character tone pattern. Each character consists of the sum of two tones which taken from a set of 7 tones defined by IRIG(Inter-Range Instrumentation Group) in the audio frequency range. The MHA(Modified High alphabet) command adds a security feature to the secure tone command by using the predefined difference code. In order to check the function and performance of MHA FTSR, which is under development, for KSLV-II, the testbed should have functions of RF signal generation, receiver's output port monitoring, RS-422 communication and test data management. In this paper, we first briefly introduce MHA command and FTSR interface, and then show the LavVIEW based testbed include its H/W configuration, S/W implementation and test results.

Adaptive Delay Differentiation in Next-Generation Networks (차세대 네트워크에서의 적응형 지연 차별화 방식)

  • Paik Jung-Hoon;Park Jae-Woo;Lee Yoo-Kyung
    • Journal of the Institute of Electronics Engineers of Korea TC
    • /
    • v.43 no.6 s.348
    • /
    • pp.30-38
    • /
    • 2006
  • In this paper, an algerian that provisions absolute and proportional differentiation of packet delays is proposed with an objective for enhancing quality of service (QoS) in future packet networks. It features a scheme that compensates the deviation for prediction on the traffic to be arrived continuously It predicts the traffic to be arrived at the beginning of a time slot and measures the actual arrived traffic at the end of the time slot and derives the difference between them. The deviation is utilized to the delay control operation for the next time slot to offset it. As it compensates the prediction error continuously, it shows superior adaptability to the bursty traffic as well as the exponential traffic. It is demonstrated through simulation that the algorithm meets the quantitative delay bounds and shows superiority to the traffic fluctuation in comparison with the conventional non-adaptive mechanism.

Analysis on the Belief about Mathematics Teaching of Elementary Preservice Teachers and Mathematics Teachers (초등교사와 예비교사의 수학 수업에 대한 신념 분석)

  • Lee, Dae Hyun
    • School Mathematics
    • /
    • v.15 no.1
    • /
    • pp.201-219
    • /
    • 2013
  • The purpose of this study was to analyse the belief about mathematics teaching of elementary preservice teachers and mathematics teachers. This study involved 100 respondents from the preservice teachers and 114 respondents from the mathematics teachers. The instruments used in this study consist 15 items of mathematical knowledges and 19 items of mathematical activities. The finding showed that preservice teachers emphasized the conceptual knowledge, whereas mathematics teachers emphasized the procedural knowledge in the mathematical knowledges. And preservice teachers emphasized the knowledge representation, knowledge generation, knowledge deliberation, knowledge communication, whereas mathematics teachers emphasized the use of knowledge(syntax) in the mathematical activities. Finally, even though two groups showed the significant difference in some items, preservice teachers and mathematics teachers emphasized the various mathematical knowledges and mathematical activities.

  • PDF

A numerical study on the effect of train-induced vibration in shield tunnel (쉴드터널 내부에 작용하는 열차진동 영향에 관한 수치해석적 연구)

  • Kwak, C.W.;Park, I.J.;Park, J.B.
    • Journal of Korean Tunnelling and Underground Space Association
    • /
    • v.16 no.2
    • /
    • pp.261-267
    • /
    • 2014
  • Various types of external loads can be applied to the tunnel structure. In a shield tunnel, the vibration from the train may affect the behavior of the adjacent ground. In this study, the railway-induced vibration was estimated and applied to the shield tunnel through 3D numerical simulation. The effective stress analysis based on the finite difference method and Finn model was performed to investigate the potential of liquefaction below the tunnel. Furthermore, pore water pressure and displacement were monitored on a time domain; consequently, the liquefaction potential and dynamic response of the shield tunnel were analyzed. Consequently, it is confirmed that the generation of excess pore water pressure by train-induced vibrating load, however, the amount does not meaningfully affect the potential of liquefaction.

Transformation Method for a State Machine to Increase Code Coverage (코드 커버리지를 높이기 위한 상태 머신 변환 방법)

  • Yoon, YoungDong;Choi, HyunJae;Chae, HeungSeok
    • Journal of KIISE
    • /
    • v.43 no.9
    • /
    • pp.953-962
    • /
    • 2016
  • Model-based testing is a technique for performing the test by using a model that represents the behavior of the system as a system specification. Industrial domains such as automotive, military/aerospace, medical, railway and nuclear power generation require model-based testing and code coverage-based testing to improve the quality of software. Despite the fact that both model-based testing and code coverage-based testing are required, difficulty in achieving a high coverage using model-based testing caused by the abstraction level difference between the test model and the source code, results in the need for performing model-based testing separately. In this study, to overcome the limitations of the existing model-based testing, we proposed the state machine transformation method to effectively improve the code coverage using the protocol state machine, one of the typical modeling methods is used as the test model in model-based testing, as the test model. In addition, we performed a case study of both systems and analyzed the effectiveness of the proposed method.

Noise Reduction of Concrete Pavement by Texture Design (콘크리트 포장 표면처리 방법에 따른 소음 감소 방안 연구)

  • Mun, Jun-Beom;Park, Jin-Whoy;Kwon, Soon-Min;Han, Seung-Hwan;Cho, Yoon-Ho
    • International Journal of Highway Engineering
    • /
    • v.6 no.4 s.22
    • /
    • pp.123-136
    • /
    • 2004
  • This study tries to compare the noise difference by various surface treatments and to propose appropriate tinning methods. As literature reviews, longitudinally tined pavement is effective to reduce noise made between tire and pavement surface. Various surface treatments were applied to some sections of test road. In case of car, about 2$\sim$3dB(A) was reduced in the section of uniform space 18mm longitudinal tinning. The peak frequency point for truck case happened between 200 and 600 Hz. The maximum noise of car was measured at about 1000Hz. Therefore, it Is proved that surface treatment methods can have a large affect on noise generation. With a result that friction test, the transverse tined pavement showed better frictional characteristics than the longitudinally tined pavement, but as a whole it came out satisfactory result. Results from this study are of early age, so it is required to check the performance continuously.

  • PDF