• 제목/요약/키워드: MSR method

검색결과 45건 처리시간 0.03초

Motion classification using distributional features of 3D skeleton data

  • Woohyun Kim;Daeun Kim;Kyoung Shin Park;Sungim Lee
    • Communications for Statistical Applications and Methods
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    • 제30권6호
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    • pp.551-560
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    • 2023
  • Recently, there has been significant research into the recognition of human activities using three-dimensional sequential skeleton data captured by the Kinect depth sensor. Many of these studies employ deep learning models. This study introduces a novel feature selection method for this data and analyzes it using machine learning models. Due to the high-dimensional nature of the original Kinect data, effective feature extraction methods are required to address the classification challenge. In this research, we propose using the first four moments as predictors to represent the distribution of joint sequences and evaluate their effectiveness using two datasets: The exergame dataset, consisting of three activities, and the MSR daily activity dataset, composed of ten activities. The results show that the accuracy of our approach outperforms existing methods on average across different classifiers.

FINITE ELEMENT ANALYSIS AND MEASUREMENT ON THE RELEASE OF RESIDUAL STRESS AND NON-LINEAR BEHAVIOR IN WELDMENTS BY MECHANICAL LOADING(I) - EXPERIMENTAL EXAMINATION -

  • Jang, Kyoung-Bok;Yoon, Hun-Sung;Cho, Sang-Myoung
    • 대한용접접합학회:학술대회논문집
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    • 대한용접접합학회 2002년도 Proceedings of the International Welding/Joining Conference-Korea
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    • pp.372-377
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    • 2002
  • Residual stress by welding should be reduced because that decreases the reliability on strength of welded structure. The reason is that the total stiffness of structure decreases by non-linear behavior of weldment under external load. The release of residual stress by mechanical loading and unloading is often performed in the fabrication of box structure for steel bridge. The proper degree of loading and unloading is significant at release method of residual stress by mechanical loading because that degree is changed by material and geometric shape of welded structure. Therefore, the simulation model that could exactly analyze the release of residual stress by mechanical loading is to be necessary. This simulation model should be established on the based of variable and accurate measurement data. In this study, the non-linear behavior of weldments under external loading and unloading, such as the decrease and increase of structure stiffness, was investigated by monitoring of nominal stress and strain. Tensile loading and unloading test under variable load was performed and the proper degree of stress relaxation was measured by sectioning technique using strain gauge.

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Manhole Cover Detection from Natural Scene Based on Imaging Environment Perception

  • Liu, Haoting;Yan, Beibei;Wang, Wei;Li, Xin;Guo, Zhenhui
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제13권10호
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    • pp.5095-5111
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    • 2019
  • A multi-rotor Unmanned Aerial Vehicle (UAV) system is developed to solve the manhole cover detection problem for the infrastructure maintenance in the suburbs of big city. The visible light sensor is employed to collect the ground image data and a series of image processing and machine learning methods are used to detect the manhole cover. First, the image enhancement technique is employed to improve the imaging effect of visible light camera. An imaging environment perception method is used to increase the computation robustness: the blind Image Quality Evaluation Metrics (IQEMs) are used to percept the imaging environment and select the images which have a high imaging definition for the following computation. Because of its excellent processing effect the adaptive Multiple Scale Retinex (MSR) is used to enhance the imaging quality. Second, the Single Shot multi-box Detector (SSD) method is utilized to identify the manhole cover for its stable processing effect. Third, the spatial coordinate of manhole cover is also estimated from the ground image. The practical applications have verified the outdoor environment adaptability of proposed algorithm and the target detection correctness of proposed system. The detection accuracy can reach 99% and the positioning accuracy is about 0.7 meters.

Finite Element Analysis and Measurement on the Release of Residual Stress and Non-linear Behavior in Weldments by Mechanical Loading(I) -Experimental Examination-

  • Jang, K.B.;Yoon, H.S.;Cho, S.M.
    • International Journal of Korean Welding Society
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    • 제2권1호
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    • pp.40-44
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    • 2002
  • Residual stress by welding should be reduced because that decreases the reliability on strength of welded structure. The reason is that the total stiffness of structure decreases by non-linear behavior of weldment under external load. The release of residual stress by mechanical loading and unloading is often performed in the fabrication of box structure for steel bridge. The proper degree of loading and unloading is significant at release method of residual stress by mechanical loading because that degree is changed by material and geometric shape of welded structure. Therefore, the simulation model that could exactly analyze the release of residual stress by mechanical loading is to be necessary. This simulation model should be established on the based of variable and accurate measurement data. In this study, the non-linear behavior of weldments under external loading and unloading, such as the decrease and increase of structure stiffness, was investigated by monitoring of nominal stress and strain. Tensile loading and unloading test under variable load was performed and the proper degree of stress relaxation was measured by sectioning technique using strain gauge.

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내건성 및 BPH 내성 계통의 육성을 위한 농업형질 고정여부 조사 (Investigation into Whether Agronomic Traits Are Fixed for the Breeding of Drought Tolerance and BPH-resistant Crosses)

  • 이소영;김은경;박재령;김경민
    • 생명과학회지
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    • 제30권9호
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    • pp.798-803
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    • 2020
  • 1960년대 후반 인디카 품종과 자포니카 품종의 교잡에 의하여 새로운 통일형 벼 품종을 육성했고 그 재배기술을 확립했으며, 현재까지 이 재배기술을 이용하여 소비자들의 기호에 맞게 그리고 극한환경에 대응할 수 있는 다양한 품종들이 만들어졌다. 서로 다른 작물끼리 교배하여 얻은 F1을 가지고 반복적인 세대 진전을 통하여 도입을 원하는 우량한 유전자원의 형질이 더 이상 분리되지 않을 때 교배시킨 형질이 고정되었다고 볼 수 있으며 비로소 신품종이 될 수 있다. 본 연구에서는 가뭄에 저항성을 띠는 HV23 계통을 모품종인 Ilmi와 교배한 집단과 벼멸구에 내성을 갖는 Drimi2ho와 교배한 집단의 F4, F5, 그리고 F6의 농업형질을 조사하여 고정 여부를 확인했다. HV23와 Drimi2ho/HV23 계통의 F5, F6를 비교하였을 때 그리고 Ilmi/HV23 계통의 F4, F5를 비교하였을 때 모두 유의하지 않은 정도의 형질 변이가 나타났기 때문에 농업형질이 고정되었다고 판단할 수 있었다. 일반적인 계통 육종법은 품종개량에 10년 이상의 시간이 드는 반면 본 연구에서는 4-5년 만에 형질이 고정되었음을 확인하였다.

프로바이오틱스 Enterococcus faecium CKDB003의 항생제 내성 및 안전성 평가 (Antibiotic Resistance and Safety Assessment of Enterococcus faecium CKDB003 for Using as Probiotics)

  • 김한준;강순아
    • 한국식품영양학회지
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    • 제33권3호
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    • pp.223-236
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    • 2020
  • In this study, a safety evaluation was conducted to confirm if the Enterococcus faecium CKDB003 strain obtained by selection from a mixed fermentation of fruit and milk is suitable for use as a probiotic. The MIC value for the 10 antibiotics specified in the EFSA guidance was below the acceptable cut-off value. The antibiotic resistance genes aac(6')-li, eatAv, and msr(C) exist by whole genome sequencing, but are in the chromosome and not in the plasmid, thus confirming that there is no possibility of transmission to other microorganisms. It was confirmed that cytolysin (cylA, cylB, cylI, cylL-l, cylL-s, cylM, cylR1, cylR2), aggregation substance (asa1, asp1), collagen adhesion (ace), enterococcal surface protein (esp), endocarditis antigen (efaA), hyaluronidase (hyl) and gelatinase (gelE) were not present in the genome by examining the genes of factors related to virulence. Also, the biochemical analysis showed no toxic enzyme activities, and no virulence genes were detected by the PCR method. Thus, the E. faecium CKDB003 strain can be safely used as a health functional food probiotic, based on the results of the safety assessment.

Effect of Fascial Distortion Model on the Pain and Movement of Neck Patient

  • Kim, Min Kyu;Lee, Woo Jin
    • The Journal of Korean Physical Therapy
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    • 제31권1호
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    • pp.24-30
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    • 2019
  • Purpose: This study compared the effectiveness of three methods, fascial distortion model (FDM), myofascial release (MFR), self-myofascial release (SMR), on the neck range of motion and pain. Methods: In this study, the collected data were processed statistically using SPSS version 22.0 for Windows. Descriptive statistics were used to analyze the general characteristics of the subjects. Repeated measure ANOVA was conducted to analyze the range of motion of the neck of the group and VAS, and Contras was used to see the difference in significance over time. One-way ANOVA was used to compare the differences among the groups and a post-hoc test was used. The significance level (${\alpha}$) was 0.05. Results: In the range of motion, the flexion and extension of the neck, right rotation, and left rotation were significantly different in the SMR, FDM, and MFR groups. The right lateral flexion showed significant differences in the FDM, MFR, and SMR groups. The VAS was similar in the groups at 2 and 4 weeks, but there was a significant difference among the FDM, MFR, and SMR groups at 6 weeks. Conclusion: In this study, MFR and MSR as well as FDM were effective in controlling the range of motion and pain control of the neck. Further studies will be needed to determine the effects of long-lasting treatments other than pain control. These studies and the present study will be used as a basis for ongoing research into the duration and method of application for musculoskeletal therapies.

생물계면활성제를 이용한 Phenanthrene의 생물학적 처리 (Enhanced Bioremediation of Phenanthrene Using Biosurfactant)

  • 신경희;김경웅
    • 자원환경지질
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    • 제36권5호
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    • pp.375-380
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    • 2003
  • 본 연구에서는 생물계면활성제와 비이온계 계면활성제 용액의 pH 변화가 phenanthrene의 용해도 증가에 미치는 영향을 수용액 시스템에서 조사하고자 하였으며, PAHs-분해균주가 phenanthrene을 분해할 경우 이러한 용해도의 변화가 분해균주의 활성과 전체 분해율에 주는 영향을 파악하고자 하였다. 생물계면활성제 rhamnolipid와 비이온계 합성계면활성제 tween 80의 phenanthrene에 대한 solubilization capacity를 조사하기 위한 회분식 실험의 결과 MSR (Molar Solubilization Ratio)은 각각 0.0425와 0.1449로 나타났으며, 생물계면활성제 첨가로 인한 phenanthrene olubilization 기작이 평형에 도달하기 위한 시간은 24시간 정도로 나타났다. 임계마이셀 농도의 약 4.3배에 해당하는 240ppm의 생물계면활성제를 첨가하였을 경우, 증류수만을 첨가하였을 경우 용해도보다 약 9배 이상 phenanthrene의 용해도가 증가하였다. 또한, 생물계면활성제의 pH 변화가 phenanthrene solubility에 주는 영향을 살펴본 결과, 가장 높은 용해도를 나타낸 pH는 240ppm과 2000ppm의 생물계면활성제를 첨가한 경우 모두 pH 범위 4.5-5.5로 나타났다. 이는 rhamnolipid의 친수성 부분의 음전하 세기가 pH에 따라 달라지는 현상에 기인한 것으로 보여진다. 생물계면 활성제가 존재하지 않는 조건에서, pH의 변화가 phenanthrene 분해균주인 CRE7의 생장률과 분해능에 주는 영향을 조사한 결과, 최대 비성장률은 pH 6에서 나타났지만, pH 5-7 범위에서 크게 변화하지 않았다. 이러한 비성장률의 차이가 분해능에 미치는 영향을 확인한 결과, 높은 비성장률은 결과적으로 높은 분해율을 나타내는 것으로 보여졌다. 생물계면활성제를 첨가한 경우, 생물계면활성제를 첨가하지 않은 실험결과에 비교해 볼 때, pH 4를 제외하고 전체적으로 비성장률이 증가한 경향을 보였으며, 전체 분해율도 증가하는 추세를 나타내었다. 생물계면활성제의 첨가로 인해 pH 5에서의 비성장률은 첨가하지 않았을 경우에 비해 약 1.5배 증가하였으며, 이는 생물계면활성제가 phenanthrene의 용해도를 pH 5에서 약 5배이상 증가시킨 것과 비교하여 볼 때, 그 증가폭이 적다고 할 수 있다. 이러한 결과는 생물계면활성제의 첨가로 인해 마이셀 구조안으로 용해되어진 phenanthrene 의 경우 분해균주의 접근이 용이하지 않아 분해되기 어렵다는 것을 말해주며, pH에 따라 나타나는 서로 다른 구조의 phenanthrene-rhamnolipid의 집합체는 생물학적 이용도 또한 달라질 수 있음을 의미한다.

센서네트워크 기반의 수중, 수상 및 공중 로봇의 협력제어 기법 (Collaborative Control Method of Underwater, Surface and Aerial Robots Based on Sensor Network)

  • 만동우;기현승;김현식
    • 전기학회논문지
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    • 제65권1호
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    • pp.135-141
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    • 2016
  • Recently, the needs for the development and application of marine robots are increasing as marine accidents occur frequently. However, it is very difficult to acquire the information by utilizing marine robots in the marine environment. Therefore, the needs for the researches of sensor networks which are composed of underwater, surface and aerial robots are increasing in order to acquire the information effectively as the information from heterogeneous robots has less limitation in terms of coverage and connectivity. Although various researches of the sensor network which is based on marine robots have been executed, all of the underwater, surface and aerial robots have not yet been considered in the sensor network. To solve this problem, a collaborative control method based on the acoustic information and image by the sonars of the underwater robot, the acoustic information by the sonar of the surface robot and the optical image by the camera of the static-floating aerial robot is proposed. To verify the performance of the proposed method, the collaborative control of a MUR(Micro Underwater Robot) with an OAS(Obstacle Avoidance Sonar) and a SSS(Side Scan Sonar), a MSR(Micro Surface Robot) with an OAS and a BMAR(Balloon-based Micro Aerial Robot) with a camera are executed. The test results show the possibility of real applications and the need for additional studies.

Retinex 처리에 기반한 적외선 열상 이미지의 화질 개선 (Thermal Infrared Image Enhancement Method Based on Retinex)

  • 이원석;김경희;이상원
    • 전자공학회논문지 IE
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    • 제48권2호
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    • pp.32-39
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    • 2011
  • 비냉각형 적외선 검출기를 사용한 적외선 열상 카메라의 영상은 다이나믹 레인지가 좁고 신호 증폭에 의한 노이즈로 인하여 피사체를 식별하기 어려운 단점이 있다. 인간의 시각모델을 기반으로 한 레티넥스 알고리즘은 콘트라스트 향상 및 컬러 재현성에 있어서 매우 효과적인 방법으로 알려져 있다. 하지만, 적외선 열상 이미지와 같이 다이나믹 레인지가 좁은 영상에 레티넥스 알고리즘을 적용할 경우 오히려 콘트라스트가 감소하고 이미지 품질이 저하된다. 본 논문에서는 적외선 열상 이미지의 특성에 적합한 레티넥스 알고리즘 기반의 화질 개선 방법을 제안한다. 콘트라스트 개선 성능을 향상시키기 위해 새로운 다이나믹 레인지 압축 함수를 사용하였고, 국부적인 윤곽과 노이즈를 개선하기 위해 콘트라스트 보상 처리를 영상의 합성 과정에 적용하였다. 실험 결과 영상의 비교와 분석을 통해 제안한 알고리즘이 기존의 알고리즘보다 적외선 열상 이미지의 화질 개선에 더 효과적인 방법임을 확인하였다.