• 제목/요약/키워드: predicted error expansion

검색결과 17건 처리시간 0.034초

추정 오차 확장 및 오류 예측 보정을 통한 고용량 가역 워터마킹 (High-Capacity Reversible Watermarking through Predicted Error Expansion and Error Estimation Compensation)

  • 이해연;김경수
    • 정보처리학회논문지B
    • /
    • 제17B권4호
    • /
    • pp.275-286
    • /
    • 2010
  • 디지털 콘텐츠의 원본 품질을 유지할 수 있고 지적 재산권을 보호할 수 있는 가역 워터마킹 기술에 대한 다양한 연구가 진행되고 있다. 특히 원본 품질을 중요시하는 의료, 군사, 예술작품 분야에서 가역 워터마킹의 필요성이 증대되고 있다. 본 논문에서는 추정 오차 확장 및 오류 예측 보정을 통한 고용량 가역 워터마킹 기술을 제안한다. 보간 기법을 사용하여 픽셀의 값을 추정하고, 추정값과 원본값의 차이에 대한 히스토그램을 계산한 후에 이를 확장하여 워터마크 메시지를 삽입한다. 기존의 인접 픽셀 사이의 차이값이 아닌 추정치를 활용함으로써 메시지가 삽입되는 히스토그램 값의 집중도를 높여서 높은 삽입 용량을 달성하였다. 삽입된 워터마크는 추정값과 원본값의 차이에 대한 히스토그램을 복원하여 검출한다. 삽입 후에 발생할 수 있는 오버플로우 및 언더플로우 문제는 오류 예측 기법을 통하여 해결하였다. 제안하는 가역 워터마킹 알고리즘의 성능을 검증하기 위하여 다양한 영상을 활용하여 기존 알고리즘과 비교 분석을 수행하였다. 그 결과에 따르면 제안한 알고리즘은 완전한 가역성을 갖으며, 삽입 후에도 높은 영상 품질을 유지하고, 높은 삽입 용량을 얻을 수 있었다.

Numerical Investigations in Choosing the Number of Principal Components in Principal Component Regression - CASE I

  • Shin, Jae-Kyoung;Moon, Sung-Ho
    • Journal of the Korean Data and Information Science Society
    • /
    • 제8권2호
    • /
    • pp.127-134
    • /
    • 1997
  • A method is proposed for the choice of the number of principal components in principal component regression based on the predicted error sum of squares. To do this, we approximately evaluate that statistic using a linear approximation based on the perturbation expansion. In this paper, we apply the proposed method to various data sets and discuss some properties in choosing the number of principal components in principal component regression.

  • PDF

Reversible Watermarking Method Using Optimal Histogram Pair Shifting Based on Prediction and Sorting

  • Hwang, Hee-Joon;Kim, Hyoung-Joong;Sachnev, Vasiliy;Joo, Sang-Hyun
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제4권4호
    • /
    • pp.655-670
    • /
    • 2010
  • To be reversible as a data hiding method, the original content and hidden message should be completely recovered. One important objective of this approach is to achieve high embedding capacity and low distortion. Using predicted errors is very effective for increasing the embedding capacity. Sorting the predicted errors has a good influence on decreasing distortion. In this paper, we present an improved reversible data hiding scheme using upgraded histogram shifting based on sorting the predicted errors. This new scheme is characterized by the algorithm which is able to find the optimum threshold values and manage the location map effectively. Experimental results compared with other methods are presented to demonstrate the superiority of the proposed method.

Hermite전개법에 의한 비선형계의 상태추정 및 동정에 관한 연구 (State Estimation and Identification of Nonlinear Systems by Hermitian Expansion of Probability Distributions)

  • 김경기
    • 전기의세계
    • /
    • 제22권3호
    • /
    • pp.49-62
    • /
    • 1973
  • An algorithm for the state estimation and identification of multivariable nonlinear systems with noisy nonlinear observation has been investigated on the basis of the multidimensional Hermitian expansion for the a posteriori probability densities of the predicted observation, the predicted state and the observation conditioned by the state. A new approach for construction of this sequential nonlinear estimator, retaining up to the second order term of the observation error, has been developed, along with the approximation of nonlinear system functions, truncating at the second term. The estimation of the unknown parameters has been established by extending the state estimation technique, regarding the parameters as another state variables. The results of investigation indicate the feasibility of the schemes presented in this paper.

  • PDF

Investigation of mean wind pressures on 'E' plan shaped tall building

  • Bhattacharyya, Biswarup;Dalui, Sujit Kumar
    • Wind and Structures
    • /
    • 제26권2호
    • /
    • pp.99-114
    • /
    • 2018
  • Due to shortage of land and architectural aesthetics, sometimes the buildings are constructed as unconventional in plan. The wind force acts differently according to the plan shape of the building. So, it is of utter importance to study wind force or, more specifically wind pressure on an unconventional plan shaped tall building. To address this issue, this paper demonstrates a comprehensive study on mean pressure coefficient of 'E' plan shaped tall building. This study has been carried out experimentally and numerically by wind tunnel test and computational fluid dynamics (CFD) simulation respectively. Mean wind pressures on all the faces of the building are predicted using wind tunnel test and CFD simulation varying wind incidence angles from $0^{\circ}$ to $180^{\circ}$ at an interval of $30^{\circ}$. The accuracy of the numerically predicted results are measured by comparing results predicted by CFD with experimental results and it seems to have a good agreement with wind tunnel results. Besides wind pressures, wind flow patterns are also obtained by CFD for all the wind incidence angles. These flow patterns predict the behavior of pressure variation on the different faces of the building. For better comparison of the results, pressure contours on all the faces are also predicted by both the methods. Finally, polynomial expressions as the sine and cosine function of wind angle are proposed for obtaining mean wind pressure coefficient on all the faces using Fourier series expansion. The accuracy of the fitted expansions are measured by sum square error, $R^2$ value and root mean square error.

푸리에 급수를 이용한 엔드밀링 절삭력 및 공구변형 표현 (Closed Form Expression of Cutting Forces and Tool Deflection in End Milling Using Fourier Series)

  • 류시형
    • 한국정밀공학회지
    • /
    • 제23권9호
    • /
    • pp.76-83
    • /
    • 2006
  • Machining accuracy is closely related with tool deflection induced by cutting forces. In this research, cutting forces and tool deflection in end milling are expressed as a closed form of tool rotational angle and cutting conditions. The discrete cutting fores caused by periodic tool entry and exit are represented as a continuous function using the Fourier series expansion. Tool deflection is predicted by direct integration of the distributed loads on cutting edges. Cutting conditions, tool geometry, run-outs and the stiffness of tool clamping part are considered together far cutting forces and tool deflection estimation. Compared with numerical methods, the presented method has advantages in prediction time reduction and the effects of feeding and run-outs on cutting forces and tool deflection can be analyzed quantitatively. This research can be effectively used in real time machining error estimation and cutting condition selection for error minimization since the form accuracy is easily predicted from tool deflection curve.

엔드밀 가공에서 푸리에 급수를 이용한 절삭력 및 공구변형 표현 (Representation of cutting forces and tool deflection in end milling using Fourier series)

  • 류시형
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 2005년도 추계학술대회 논문집
    • /
    • pp.781-785
    • /
    • 2005
  • Cutting forces and tool deflection in end milling are represented as the closed form of tool rotational angle and cutting conditions. The discrete cutting forces caused by tool entry and exit are continued using the Fourier series expansion. Tool deflection is predicted by direct integration of the distributed loads on cutting edges. Cutting conditions, tool geometry, run-outs and the stiffness of tool clamping pan are considered for cutting forces and tool deflection estimation. Compared to numerical methods, the presented method has advantages in short prediction time and the effects of feeding and run-outs on cutting forces and tool deflection can be analyzed quantitatively. This research can be effectively used in real time machining error estimation and cutting condition selection for error minimization since the ferm accuracy is easily predicted by tool deflect ion curve.

  • PDF

Pile tip grouting diffusion height prediction considering unloading effect based on cavity reverse expansion model

  • Jiaqi Zhang;Chunfeng Zhao;Cheng Zhao;Yue Wu;Xin Gong
    • Geomechanics and Engineering
    • /
    • 제37권2호
    • /
    • pp.97-107
    • /
    • 2024
  • The accurate prediction of grouting upward diffusion height is crucial for estimating the bearing capacity of tip-grouted piles. Borehole construction during the installation of bored piles induces soil unloading, resulting in both radial stress loss in the surrounding soil and an impact on grouting fluid diffusion. In this study, a modified model is developed for predicting grout diffusion height. This model incorporates the classical rheological equation of power-law cement grout and the cavity reverse expansion model to account for different degrees of unloading. A series of single-pile tip grouting and static load tests are conducted with varying initial grouting pressures. The test results demonstrate a significant effect of vertical grout diffusion on improving pile lateral friction resistance and bearing capacity. Increasing the grouting pressure leads to an increase in the vertical height of the grout. A comparison between the predicted values using the proposed model and the actual measured results reveals a model error ranging from -12.3% to 8.0%. Parametric analysis shows that grout diffusion height increases with an increase in the degree of unloading, with a more pronounced effect observed at higher grouting pressures. Two case studies are presented to verify the applicability of the proposed model. Field measurements of grout diffusion height correspond to unloading ratios of 0.68 and 0.71, respectively, as predicted by the model. Neglecting the unloading effect would result in a conservative estimate.

An Improved Error Expansion Reversible Watermarking for 3D Mesh Model

  • Dong, Ke-Ming;Kim, Hyoung-Joong
    • 한국정보처리학회:학술대회논문집
    • /
    • 한국정보처리학회 2011년도 춘계학술발표대회
    • /
    • pp.979-981
    • /
    • 2011
  • In this paper, a new scheme to improve both the capacity and distortion performance for error-prediction method is proposed. For every triangle mesh, two vertices were selected to predict the rest vertex, and the prediction error distances which were vertical and paralleled to the edge between these two vertices would be used to embed two units of secret date amount. We sort the meshes before embedding according to predicted error in order to decrease the distortion. Experiment results show that our approach increase the capacity and decrease the distortion as compared to the original algorithm.

Numerical Investigations in Choosing the Number of Principal Components in Principal Component Regression - CASE II

  • Shin, Jae-Kyoung;Moon, Sung-Ho
    • Journal of the Korean Data and Information Science Society
    • /
    • 제10권1호
    • /
    • pp.163-172
    • /
    • 1999
  • We propose a cross-validatory method for the choice of the number of principal components in principal component regression based on the magnitudes of correlations with y. There are two different manners in choosing principal components, one is the order of eigenvalues(Shin and Moon, 1997) and the other is that of correlations with y. We apply our method to various data sets and compare results of those two methods.

  • PDF