• Title/Summary/Keyword: weight vector

Search Result 511, Processing Time 0.027 seconds

Codebook generation method for Vector Quantization-based Digital Watermarking (벡터양자화 기반의 디지털 워터마킹을 위한 부호책 생성 방법)

  • Shim, Jeong-Bo;Kim, Hyeong-Cheol;Im, Jung-Yeol
    • Proceedings of the Korea Contents Association Conference
    • /
    • 2004.11a
    • /
    • pp.211-214
    • /
    • 2004
  • Former Vector Quantization-based digital watermarking was operated by the user codebook which is combined by the basic and extented codebook. The design way of extended codebook is very important, but still not proposed the concrete way. This paper proposes how to make the basic and extended codebook using the weight of distance. The proposed way can always get the standardizing codebook without inputing watermark.

  • PDF

A Technology on the GPS CRPA Pattern Control Using the I/Q Vector Modulator (I/Q 벡터 모듈레이터를 이용한 GPS CRPA 패턴 제어기술)

  • Kim, Jun-O;Bae, Jun-Seung
    • Journal of the Korea Institute of Military Science and Technology
    • /
    • v.9 no.3
    • /
    • pp.48-55
    • /
    • 2006
  • This paper describes the antenna based GPS anti-jamming technology called CRPA(Controlled Reception Pattern Antenna), which used $2{\times}2$ array elements. In this system, the main functions are the antenna complex weight control and the GPS digital I/Q VM(Vector Modulator). To update the VM's I/Q complex weights, the PC based DAC(Digital to Analog Converter) module was also used and the two analog output voltages were applied to the $2{\times}2$ array elements to synthesize the null pattern. In the study, we also simulated the $2{\times}2$ GPS array null patterns to compare the null depth with experimental results. The VM was also modified at the frequency of 1.575GHz for the GPS L1 and controlled by the PC based VM software.

Performance of the Long Code MMSE Detector With Pilot Channel in the Presence of Rayleigh Fading

  • Lee, Yun-Soo;Chinn, Yong-Oak
    • Journal of information and communication convergence engineering
    • /
    • v.5 no.4
    • /
    • pp.333-338
    • /
    • 2007
  • In this paper we propose a new structure of the long code MMSE receiver with pilot channel, which maintians excellent symbol detection capability even in the presence of Rayleigh fading. We explain analytically how the stability of the receiver weight vector, which is critical to the system performance, can be achieved by compensating the error signal as well as received signal vector distorted by fading channel. Computer simulation shows while maintaining better performance than the conventional matched filter receiver, the proposed long code MMSE receiver can extend its period up to $16{\times}T_b$ in a fading environment.

Expression of Recombinant Human Bone morphogenetic protein 2 (hBMP2) in Insect cells

  • Kim, Seong-Wan;Kim, Seong-Ryul;Park, Seung Won;Goo, Tae-Won;Choi, Kwang-Ho
    • International Journal of Industrial Entomology and Biomaterials
    • /
    • v.34 no.1
    • /
    • pp.1-5
    • /
    • 2017
  • Bone morphogenetic protein 2 (BMP2) plays an important role in the development of bone and cartilage. It is involved in the hedgehog pathway, TGF beta signaling pathway, and in cytokine-cytokine receptor interaction. It is involved also in cardiac cell differentiation and epithelial to mesenchymal transition. In this study, We expressed human BMP2 (hBMP2) recombinant protein using Baculovirus Expression Vector System (BEVS) in Sf9 insect cells. The hBMP2 cDNA was cloned into baculovirus transfer vector, pBacgus-4x-1 and recombinant baculovirus was screened out through X-gal and GUS-fusions assay. Western blot analysis shown that molecular weight of hBMP2 recombinant protein was about 44.71 kDa.

The Performance Analysis of Burst Error Elimination CVDF Algorithm Using Switching Remote Direction Finding Antenna in VHF (VHF대역에서 원격운용 방향탐지안테나 소자의 스위칭에 의한 상관벡터방향탐지 버스트에러 제거 알고리즘 성능분석)

  • Won, Jong-Mook
    • Journal of the Korea Institute of Military Science and Technology
    • /
    • v.10 no.3
    • /
    • pp.129-138
    • /
    • 2007
  • Recently, Direction Finding(DF) System is using switching DF algorithm to reduce system-weight by eliminating RF cable as much as possible. Also, Correlation Vector Direction Finding(CVDF) algorithms is being used for Fast Direction finding in tactical environment. In this paper, I will give you burst error elimination algorithms and compare the performance in case we use switching CVDF algorithm. Although antenna array is not working, we will successfully perform direction finding when we use this burst error elimination algorithms. Also, we will be completely capable of DF mission despite of meeting the unwanted situation that the monitoring signal disappear in case we use Switching Direction Finding algorithms. That situation frequently occurs under the Frequency Hopping signal circumstances.

Prediction of Weight of Spiral Molding Using Injection Molding Analysis and Machine Learning (사출성형 CAE와 머신러닝을 이용한 스파이럴 성형품의 중량 예측)

  • Bum-Soo Kim;Seong-Yeol Han
    • Design & Manufacturing
    • /
    • v.17 no.1
    • /
    • pp.27-32
    • /
    • 2023
  • In this paper, we intend to predict the mass of the spiral using CAE and machine learning. First, We generated 125 data for the experiment through a complete factor design of 3 factors and 5 levels. Next, the data were derived by performing a molding analysis through CAE, and the machine learning process was performed using a machine learning tool. To select the optimal model among the models learned using the learning data, accuracy was evaluated using RMSE. The evaluation results confirmed that the Support Vector Machine had a good predictive performance. To evaluate the predictive performance of the predictive model, We randomly generated 10 non-overlapping data within the existing injection molding condition level. We compared the CAE and support vector machine results by applying random data. As a result, good performance was confirmed with a MAPE value of 0.48%.

  • PDF

An Efficient kNN Algorithm (효율적인 kNN 알고리즘)

  • Lee Jae Moon
    • The KIPS Transactions:PartB
    • /
    • v.11B no.7 s.96
    • /
    • pp.849-854
    • /
    • 2004
  • This paper proposes an algorithm to enhance the execution time of kNN in the document classification. The proposed algorithm is to enhance the execution time by minimizing the computing cost of the similarity between two documents by using the list of pairs, while the conventional kNN uses the iist of pairs. The 1ist of pairs can be obtained by applying the matrix transposition to the list of pairs at the training phase of the document classification. This paper analyzed the proposed algorithm in the time complexity and compared it with the conventional kNN. And it compared the proposed algorithm with the conventional kNN by using routers-21578 data experimentally. The experimental results show that the proposed algorithm outperforms kNN about $90{\%}$ in terms of the ex-ecution time.

Transfection Property of a New Cholesterol-Based Cationic Lipid Containing Tri-2-Hydroxyethylamine as Gene Delivery Vehicle

  • Kim, Bieong-Kil;Doh, Kyung-Oh;Hwang, Guen-Bae;Seu, Young-Bae
    • Journal of Microbiology and Biotechnology
    • /
    • v.22 no.6
    • /
    • pp.866-871
    • /
    • 2012
  • A novel cholesterol-based cationic lipid containing a tri-2-hydroxyethylamine head group and ether linker (Chol-THEA) was synthesized and examined as a potent gene delivery vehicle. In the preparation of cationic liposome, the addition of DOPE as helper lipid significantly increased the transfection efficiency. To find the optimum transfection efficiency, we screened various weight ratios of DOPE and liposome/DNA (N/P). The best transfection efficiency was found at the Chol-THEA:DOPE weight ratio of 1:1 and N/P weight ratio of 10~15. Most of the plasmid DNA was retarded by this liposome at the optimum N/P weight ratio of 10. The transfection efficiency of Chol-THEA liposome was compared with DOTAP, Lipofectamine, and DMRIE-C using the luciferase assay and GFP expression. Chol-THEA liposome with low toxicity had better or similar potency of gene delivery compared with commercial liposomes in COS-7, Huh-7, and MCF-7 cells. Therefore, Chol-THEA could be a useful non-viral vector for gene delivery.

A Study on Automatic Learning of Weight Decay Neural Network (가중치감소 신경망의 자동학습에 관한 연구)

  • Hwang, Chang-Ha;Na, Eun-Young;Seok, Kyung-Ha
    • Journal of the Korean Data and Information Science Society
    • /
    • v.12 no.2
    • /
    • pp.1-10
    • /
    • 2001
  • Neural networks we increasingly being seen as an addition to the statistics toolkit which should be considered alongside both classical and modern statistical methods. Neural networks are usually useful for classification and function estimation. In this paper we concentrate on function estimation using neural networks with weight decay factor The use of weight decay seems both to help the optimization process and to avoid overfitting. In this type of neural networks, the problem to decide the number of hidden nodes, weight decay parameter and iteration number of learning is very important. It is called the optimization of weight decay neural networks. In this paper we propose a automatic optimization based on genetic algorithms. Moreover, we compare the weight decay neural network automatically learned according to automatic optimization with ordinary neural network, projection pursuit regression and support vector machines.

  • PDF

Effects of Foreign GnRH cDNA on Reproductive Activity in Male Golden Hamsters: Analysis of Individuals (외인성 성선자극호르몬 분비호르몬이 수컷 골든 햄스터의 생식능력에 미치는 영향: 개체 분석)

  • Choi Donchan;Cho Byung-Nam
    • Development and Reproduction
    • /
    • v.7 no.1
    • /
    • pp.35-40
    • /
    • 2003
  • Gonadotropin releasing hormone(GnRH), which is secreted from the hypothalamus, has a pivotal role in the reproduction of mammals. Golden hamsters are seasonal breeding mammal and their sexual activity is determined by photoperiod(length of light per day). Long photoperiod(LP, $\leq$ 12.5 hours of light) maintains the reproductive activity and short photoperiod(SP, $\leq$ 12 hours of light) suppresses it. In order to investigate in detail, the sexual activity was individually examined in SP-housed male golden hamsters received a vector at three different concentrations which contains rat GnRH cDNA. The gonadal regression was significantly(P<0.05) accelerated by the highest concentrations of the vector at 8 and 10 weeks after the treatment in comparison to the other groups. In the light of pulsatile release of GnRH in maintaining reproductive activity, the vector containing GnRH cDNA might secrete the GnRH in a constant high level. These results suggest that the GnRH-containing vector might desensitize the anterior pituitary, leading to acceleration or testicular regression.

  • PDF