• 제목/요약/키워드: Fractal dimension analysis

검색결과 219건 처리시간 0.023초

Prediction of age-related osteoporosis using fractal analysis on panoramic radiographs

  • Koh, Kwang-Joon;Park, Ha-Na;Kim, Kyoung-A
    • Imaging Science in Dentistry
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    • 제42권4호
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    • pp.231-235
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    • 2012
  • Purpose: This study was performed to evaluate the trabecular pattern on panoramic radiographs to predict age-related osteoporosis in postmenopausal women. Materials and Methods: Thirty-one postmenopausal osteoporotic women and 25 postmenopausal healthy women between the ages of 50 and 88 were enrolled in this study. The bone mineral density (BMD) of the lumbar vertebrae and femur were calculated using dual-energy X-ray absorptiometry (DXA), and panoramic radiographs were obtained. Fractal dimension (FD) was measured using the box counting method from 560 regions of interest ($51{\times}51$ pixels) in 6 sites on the panoramic radiographs. The relationships between age and BMD and between FD and BMD were assessed, and the intraobserver agreement was determined. Results: There was a significant difference in the FD values between the osteoporotic and normal groups (p<0.05). There was a significant difference in the FD values at three sites in the jaws (p<0.05). Age was significantly correlated with the BMD measurements, with an odds ratio of 1.25. However, the FD values were not significantly correlated with the BMD measurements, with an odds ratio of 0.000. The intraobserver agreement showed relatively higher correlation coefficients at the upper premolar, lower premolar, and lower anterior regions than the other sites. Conclusion: Age was an important risk factor for predicting the presence of osteoporosis in postmenopausal women. The lower premolar region was the most appropriate site for evaluating the FD value on panoramic radiographs. However, further investigation might be needed to predict osteoporosis using an FD value on panoramic radiographs.

위성영상의 해상력에 따른 지리정보의 판독 - 판독가능성과 프랙탈 차원을 중심으로 (The Resolution Effects of the Satellite images on the Interpretability of Geographic Informations - Laying Emphasis on the Interpretability and the Fractal Dimension)

  • 김용일;서병준;구본철
    • 대한공간정보학회지
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    • 제8권2호
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    • pp.61-69
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    • 2000
  • 최근까지 위성 영상을 이용한 지리정보의 추출은 기존의 항공사진과 비교하여 공간 해상력의 한계로 인하여 많은 제약조건들을 지니고 있었다. 그러나, 공간 해상력이 약 1m 정도인 고해상도 위성들의 발사 계획이 앞으로의 많은 활용가능성을 제시하고 있다 최근에는, 지리정보시스템을 구축하기 위해서 그 기반이 되는 기본도의 수치화사업이 진행되고 있다. 따라서, 본 연구에서는 다양한 위성 영상의 해상도에 따라 지리정보의 판독과 검출가능성을 시험해보았으며 실험을 통하여 서로 다른 해상력을 지닌 6개의 영상에 대해서 6개의 범주로 나눈 46가지의 지형지물에 대한 해석과 검출가능성을 시험하여 보았다. 그 다음으로, 우리는 질감 정보의 정확도 평가를 위해 프랙탈 분석법을 시행하였다. 또한, 프랙탈 분석법을 통해서, 영상의 공간해상력이 증가할수록 질감정보와 구분가능성이 증가하는 것을 알 수 있었다. 이러한 실험결과를 통해서 본 연구에서는 특정 대상물의 판독에 적절한 공간 해상력을 검토해 봄으로써 위성 영상을 이용한 지리정보시스템 데이터베이스의 갱신 및 구축의 가능성을 제시해보고자 하였다.

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압연기 베어링에서의 카오스 현상에 관한 연구 (A Study on Chaotic Phenomenon in Rolling Mill Bearing)

  • 배영철
    • 한국지능시스템학회논문지
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    • 제11권4호
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    • pp.315-319
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    • 2001
  • 회전체 베어링 상태진단에 신뢰성을 갖기 위하여 여러 가지 진단 방법이 연구되고 있으며, 이때 이용하는 변수는 온도와 소음, 진동 그리고 윤활유가 있으며 분석 방법으로는 온도추이분석, 소음분석, 진동분석, 윤활제 분석방법이 주로 이용되고 있다. 본 연구에서는 압연기 베어링의 상태진단 변수로 베어링의 진동 신호를 선택하고 이 진동신호에서 비선형성이 강한 신호 즉 카오스적 거동이 있음을 정성적인 방법으로 타켄스의 매립법에 의한 상태공간 재구성과 포엔카레 단면, FFT, 히스토그램을 이용하고, 정량적인 방법으로 프랙탈 차원, 리아프노프 지수를 이용하여 확인하였다.

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대변형 접촉을 고려한 고무 마찰 예측 연구 (Predictive Study of Rubber Friction Considering Large Deformation Contact)

  • 남승국
    • Tribology and Lubricants
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    • 제34권1호
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    • pp.1-8
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    • 2018
  • This paper presents the analysis of friction master curves for a sliding elastomer on rough granite. The hysteresis friction is calculated using an analytical model that considers the energy spent during the local deformation of the rubber due to surface asperities. The adhesion friction is also considered for dry friction prediction. The viscoelastic modulus of the rubber compound and the large-strain effective modulus are obtained from dynamic mechanical analysis (DMA). We accurately demonstrate the large strain of rubber that contacts with road substrate using the GW theory. We found that the rubber block deforms approximately to 40% strain. In addition, the viscoelastic master curve considering nonlinearity (at 40% strain) is derived based on the above finding. As viscoelasticity strongly depends on temperature, it can be assumed that the influence of velocity on friction is connected to the viscoelastic shift factors gained from DMA using the time-temperature superposition. In this study, we apply these shift factors to measure friction on dry granite over a velocity range for various temperatures. The measurements are compared to simulated hysteresis and adhesion friction using the Kluppel friction theory. Although friction results in the low-speed band match well with the simulation results, there are differences in the predicted and experimental results as the velocity increases. Thus, additional research is required for a more precise explanation of the viscoelastic material properties for better prediction of rubber friction characteristics.

HFPD 패턴분석을 이용한 절연열화 진단 (Insulation Ageing Diagnosis Using HFPD Pattern Analysis)

  • 김덕근;여인선;임장섭;이진
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 하계학술대회 논문집 C
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    • pp.1726-1728
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    • 2003
  • The aging diagnosis method using partial discharge measurement detects discharge signals that critical cause of failure in insulation material operated a long time and can diagnose aging state of insulation materials with an aging analysis algorithm. The HFPD measurement method is a technique to analyze aging state of high voltage insulation materials and detect higher frequency signals than conventional PD measurement method therefore it takes less noise effect and could execute active line measurement. It is possible to analyze main discharge phenomena and obtain access to aging progress occurred in insulation materials through accumulation of HFPD signals during determined interval and expression of fractal dimension using statistical process of accumulated signals. The HFPD signals that occurred in each applied voltages are measured during 180 cycles and accumulated to the same phase of one cycle. These patterns that made by previous method are normalized with logarithm function and than inputted to neural networks. The aging diagnosis of insulation material was possible and the recognition ratio of neural network appeared very high.

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Changes in bound water and microstructure during consolidation creep of Guilin red clay

  • Zhang, Dajin;Xiao, Guiyuan;Yin, Le;Xu, Guangli;Wang, Jian
    • Geomechanics and Engineering
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    • 제30권5호
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    • pp.471-478
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    • 2022
  • Creep of soils has a significant impact on mechanical properties. The one-dimensional consolidation creep test, thermal analysis test, scanning electron microscope (SEM) test, and mercury compression test were performed on Guilin red clay to study the changes in bound water and microstructure during the creep process of Guilin red clay. According to the results of the tests, only free and weakly bound water is discharged during the creep of Guilin red clay. When the consolidation pressure p is in the 12.5-400.0 kPa range, it is primarily the discharge of free water; when the consolidation pressure p is in the 800.0-1600.0 kPa range, the weakly bound water is converted to free water and discharged. After consolidation creep, the microstructure of soil changes from granular overhead contact structure to flat sheet-like stacking structure, with a decrease in the number of large and medium pores, an increase in the number of small and micro pores, and a decrease in the fractal dimension of pores. The creep process of red clay is the discharge of weakly bound water as well as the compression of large pores into small pores and the transition of soil particles from loose to dense.

위성영상 분석에 의한 만포-강계 지역 경지확대에 따른 산림경관 변화 (Landscape Fragmenation of Forest of the Cropland Increase Using Landsat Images of Manpo and Gangae, Jagang Cities, Northwest Korea)

  • 이민부;김남신;최한성;신근하;강철성;한욱
    • 한국지역지리학회지
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    • 제9권4호
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    • pp.481-492
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    • 2003
  • 본 연구는 1993년과 2002년의 위성영상의 비교분석을 통해 북한 만포 강계 지역의 9년간의 경지확대에 따른 산림경관 변화를 정량적으로 분석한 것이다. 연구 대상지역에서의 농경지는 9년 동안 49.9% 증가하였고, 산림지는 16% 감소하였다. 농경지 개간의 공간적 분포 특성을 보면, 경작지의 평균고도는 1993년의 381m에서 412m로, 경사도는 $10^{\circ}$에서 $13^{\circ}$로 상승하였다. 9년 동안 확대 개간지 자체만을 보면 평균고도 455m, 경사도 $15^{\circ}$ 이르며, 최대 경사도는 $70^{\circ}$에 육박하였다. 파편화에 따른 패치 경향을 보면, 1993년에서 2002년 동안 패치수 394에서 1,241개로 증가하였으며, 패치의 증가와 함께 패치의 형태지수와 프랙탈 차원도 약간 증가하였다. 경작지 개간 고도는 $450{\sim}750$에서 가장 많이 진행되었다. 북한 농업 생산성은 정치 및 사회구조의 개건, 농업 발전을 위한 외부지원, 산지삼림의 복원이 동시에 이루어져야 개선될 것으로 보인다.

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유전자 알고리즘을 활용한 인공신경망 모형 최적입력변수의 선정 : 부도예측 모형을 중심으로 (Using GA based Input Selection Method for Artificial Neural Network Modeling Application to Bankruptcy Prediction)

  • 홍승현;신경식
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 1999년도 추계학술대회-지능형 정보기술과 미래조직 Information Technology and Future Organization
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    • pp.365-373
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    • 1999
  • Recently, numerous studies have demonstrated that artificial intelligence such as neural networks can be an alternative methodology for classification problems to which traditional statistical methods have long been applied. In building neural network model, the selection of independent and dependent variables should be approached with great care and should be treated as a model construction process. Irrespective of the efficiency of a learning procedure in terms of convergence, generalization and stability, the ultimate performance of the estimator will depend on the relevance of the selected input variables and the quality of the data used. Approaches developed in statistical methods such as correlation analysis and stepwise selection method are often very useful. These methods, however, may not be the optimal ones for the development of neural network models. In this paper, we propose a genetic algorithms approach to find an optimal or near optimal input variables for neural network modeling. The proposed approach is demonstrated by applications to bankruptcy prediction modeling. Our experimental results show that this approach increases overall classification accuracy rate significantly.

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대퇴부 방사선영상에서 대퇴골 근위부의 형태학적 측정과 골소주의 특성을 이용한 골다공증 예측에 관한 연구 (A Study of Osteoporosis Prediction using Morphological Measuring of Proximal Femoral Part and Trabecular Characteristics Based on Femoral Radiographic Image)

  • 김성민;노승규;노용만
    • 전기학회논문지
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    • 제59권4호
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    • pp.823-830
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    • 2010
  • This study was designed to examine the morphological measurement and characteristics of trabecullae based on femoral radiographic image for prediction of osteoporosis. Study subjects were 34 females (average age of 62.1 years) and 6 males (average age of 60.1 years), they were categorized into normal group and osteoporosis group in accordance with the T-score value. Measurement of the bone density of femoral bone was measured with DEXA(Dual Energy X-ray absorptiometry). ROI(Region of interests) was selected on femoral neck and trochanter. Characteristics of trabecullae was analyzed by using the skeletonization analysis of trabecular image. Morphological measurement was analyzed through femoral radiographic image in order to examine the correlation with osteoporosis. The result demonstrated statistically significant correlation between neck cortical thickness, shaft width, shaft cortical thickness, periphery, mean gray level and trabeculae area with BMD average (T-score) of femoral part. The results show that morphological measurement and characteristics of trabecullae based on femoral radiographic images for osteoporosis prediction could be effective.

Influence of water content on dynamic mechanical properties of coal

  • Gu, Helong;Tao, Ming;Wang, Jingxiao;Jiang, Haibo;Li, Qiyue;Wang, Wen
    • Geomechanics and Engineering
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    • 제16권1호
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    • pp.85-95
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    • 2018
  • Water affects the mechanical properties of coal and stress wave propagation. To comprehensively investigate the effect of water content on the properties of coal, laboratory tests including X-Ray Diffraction (XRD) analysis, P-wave test, S-wave test, static and dynamic compression test with different water contents were conducted. The compressive strength, elastic modulus and failure strain and their mechanism of coal specimen under coupled static-dynamic load with the increased water content were observed. Meanwhile, energy transmission and dissipation characteristics of a stress wave in coal specimens with different water contents under dynamic load and its relation with the failure features, such as fragmentation and fractal dimension, of coal was analyzed. Furthermore, the dynamic interpretation of water infusion to prevent coal burst based on water infusion model of coal seam roadway was provided.