• Title/Summary/Keyword: Bio Data

Search Result 2,147, Processing Time 0.027 seconds

Research on the modified algorithm for improving accuracy of Random Forest classifier which identifies automatically arrhythmia (부정맥 증상을 자동으로 판별하는 Random Forest 분류기의 정확도 향상을 위한 수정 알고리즘에 대한 연구)

  • Lee, Hyun-Ju;Shin, Dong-Kyoo;Park, Hee-Won;Kim, Soo-Han;Shin, Dong-Il
    • The KIPS Transactions:PartB
    • /
    • v.18B no.6
    • /
    • pp.341-348
    • /
    • 2011
  • ECG(Electrocardiogram), a field of Bio-signal, is generally experimented with classification algorithms most of which are SVM(Support Vector Machine), MLP(Multilayer Perceptron). But this study modified the Random Forest Algorithm along the basis of signal characteristics and comparatively analyzed the accuracies of modified algorithm with those of SVM and MLP to prove the ability of modified algorithm. The R-R interval extracted from ECG is used in this study and the results of established researches which experimented co-equal data are also comparatively analyzed. As a result, modified RF Classifier showed better consequences than SVM classifier, MLP classifier and other researches' results in accuracy category. The Band-pass filter is used to extract R-R interval in pre-processing stage. However, the Wavelet transform, median filter, and finite impulse response filter in addition to Band-pass filter are often used in experiment of ECG. After this study, selection of the filters efficiently deleting the baseline wandering in pre-processing stage and study of the methods correctly extracting the R-R interval are needed.

Human Exposure Assessment of Pesticide Residues in Cattle by-product Fed the Rice Straw (농약이 잔류된 볏짚조사료을 급여한 소의 부산물 섭취에 따른 인체노출평가)

  • Gil, Geun-Hwan;Paik, Min-Kyoung;Kim, Jin-Bae;Kim, Chan-Sub;Son, Kyung-Ae;Im, Geon-Jae;Ihm, Yang-Bin;Lee, Kyu-Seung
    • The Korean Journal of Pesticide Science
    • /
    • v.17 no.4
    • /
    • pp.249-255
    • /
    • 2013
  • The objective of this study was to investigate the exposure assessment of Korean consumers to edifenphos and tricyclazole in cattle product fed the rice straw, using a probabilistic approach. We used tricyclazole and edifenphos residue data in rice straw reported by National Academy of Agricultural Science (NAAS) for the 1998, 1999, 2001 and 2010 monitoring study and National Agricultural Products Quality Management Service (NAQS) for 2009 monitoring study. The mean exposures of edifenphos and tricyclazole for all of Korean consumers were 0.027% and 0.0006% of ADI and $99%^{th}$ percentile exposures were 0.034% and 0.0007% of ADI respectively. The group of 1~6 years old consumers has the lowest exposure of edifenphos and tricyclazole. The group of 19~29 years old consumers has the highest exposure of edifenphos and tricyclazole.

BIO-PSYCHOSOCIAL STUDY OF EMOTIONAL BEHAVIORAL PROBLEMS IN KOREAN ELEMENTARY SCHOOL CHILDREN (I) - An Epidemiological Study of Emotional Behavioral Problems in Korean Elementary School Children by Rutter's Questionnaire - (국민학교아동의 정서행동문제에 대한 생물${\cdot}$정신사회학적 연구 (I) - Rutter의 아동행동평가표에 의한 국민학교아동의 정서행동문제조사 -)

  • Jang, Kyung-June;Lee, Chung-Kyoon;Hong, Kang-E
    • Journal of the Korean Academy of Child and Adolescent Psychiatry
    • /
    • v.1 no.1
    • /
    • pp.94-107
    • /
    • 1990
  • The survey of emotional behavioral problems in elementary school children provide baseline data for understanding, treating and preventing emotional behavioral problems in children. Since children can show different behaviors at home and at school, parents' information alone can lead to underestimate severity and prevalence rate of emotional behavioral problems in children. Thus, the author investigated the different the pattern of emotional behavioral problems in elementary school children by various socio-enviornmental factors in urban(Seoul) and rural area, by employing both parents' and teachers' questionnaire. The results were as follows ; Analysis of Rotter's questionnaire, in which high scores mean more serious emotional behavioral problems than low scores. The mean total problems scores for rural elementary school children were higher than those of Seoul elementary school children, and boys showed higher scores than girls. In relation to grade, mena total problems scores diminished as grade increased up to 4th or 5th, and then relatively high score for the 6th grade. Parent's education had significant effect on the total problem scores, that children of less educated parents showed higher score than children of more educated parents. Likewise the highest score was observed in children of unemployed parents. These results demonstrated that emotional behavioral children are related to various socio-environment factors.

  • PDF

Effect of nanosilica and TEOS in hydrophilic coating solution on the surface characteristics of solar cell glass panel (나노실리카와 TEOS가 함유된 친수성 코팅액의 태양광 유리팬널에 미치는 표면 특성 연구)

  • Lee, Soo;Kim, Seung Hye;Hwang, Heon
    • Journal of the Korean Applied Science and Technology
    • /
    • v.34 no.1
    • /
    • pp.152-162
    • /
    • 2017
  • A hydrophilic coating solution was prepared by adding a silane coupling agent and a nano-inorganic oxide in aqueous surfactant solution to increase the efficiency of photovoltaic power generation due to the introduction of antifogging and antifouling properties on the glass surface of the solar cell module. Addition of $Ludox^{(R)}$, a nano-inorganic oxide, to 1% hydrophilic coating solution showed improved hydrophilicity and excellent antifogging effect regardless of $Ludox^{(R)}$ concentration. However, the antifouling effect on the glass surface was showed only when Ludox was added more than 10%. In the case of addition of 0.7% of hydrolyzed TEOS at pH 4, the antifogging effect was maintained as a result of the steam test as well as the antifouling effect even after the coated glass surface was rubbed 100 times with a wet Kimwipe. In addition, from the surface roughness ($R_q$) calculated using AFM data, the higher surface roughness with irregular surface shape was obtained with the higher concentration of TEOS. The addition of 0.7% of TEOS showed relatively high surface roughness and well organized surface condition which can help to improve transmittance of light. In conclusion, $Ludox^{(R)}$ is not required only for the antifogging property. However, at least 10% of Ludox should be added to show antifouling effect and 0.7% of TEOS should be added for good durability.

A Study on the Improvement Scheme of University's Software Education

  • Lee, Won Joo
    • Journal of the Korea Society of Computer and Information
    • /
    • v.25 no.3
    • /
    • pp.243-250
    • /
    • 2020
  • In this paper, we propose an effective software education scheme for universities. The key idea of this software education scheme is to analyze software curriculum of QS world university rankings Top 10, SW-oriented university, and regional main national university. And based on the results, we propose five improvements for the effective SW education method of universities. The first is to enhance the adaptability of the industry by developing courses based on the SW developer's job analysis in the curriculum development process. Second, it is necessary to strengthen the curriculum of the 4th industrial revolution core technologies(cloud computing, big data, virtual/augmented reality, Internet of things, etc.) and integrate them with various fields such as medical, bio, sensor, human, and cognitive science. Third, programming language education should be included in software convergence course after basic syntax education to implement projects in various fields. In addition, the curriculum for developing system programming developers and back-end developers should be strengthened rather than application program developers. Fourth, it offers opportunities to participate in industrial projects by reinforcing courses such as capstone design and comprehensive design, which enables product-based self-directed learning. Fifth, it is necessary to develop university-specific curriculum based on local industry by reinforcing internship or industry-academic program that can acquire skills in local industry field.

Analysis for Concentration Range of Fluorescein Sodium (플루오레신나트륨의 농도 범위 분석)

  • Lee, Da-Ae;Kim, Yong-Jae;Yoon, Ki-Cheol;Kim, Kwang-Gi
    • Journal of Biomedical Engineering Research
    • /
    • v.41 no.2
    • /
    • pp.67-74
    • /
    • 2020
  • Brain tumors or gliomas are fatal cancer species with high recurrence rates due to their strong invasiveness. Therefore, the goal of surgery is complete tumor resection. However, the surgery is difficult to distinguish the border because tumors and blood vessels have the same color tone and shape. The fluorescein sodium is used as a fluorescence contrast agent for boundary separation. When the external light source is irradiated, yellow fluorescence is expressed in the tumor, which helps distinguish between blood vessels and tumor boundaries. But, the fluorescence expression of fluorescence sodium depends on the concentration of fluorescein sodium and such analytical data is insufficient. The unclear fluorescence can obscure the boundaries between blood vessels and tumors. In addition, reduce the efficiency of fluorescence sodium use. This paper proposes a protocol of concentration range for fluorescence expression conditions. Fluorescent expression was observed using a near-infrared (NIR) color camera with corresponding dilution using normal saline in 1 ml microtube. The flunoresence emission density range is 1.00 mM to 0.15 mM. The fluorescence emission begin to 1.00 mM and the 0.15 mM discolor. The discolor is difficult to fluorescence emission condition obserbation. Thus, the maximum density range of the bright fluoresecein is 0.15 mM to 0.30 mM. When the concentration range of fluorescein sodium is analyzed based on the gradient of fluorescence expression and the power measurement, the brightest fluorescence is expected to facilitate the complete resection of the tumor. For the concentration range protocol, setting concentration ranges and analyzing fluorescence expression image according to saturation and brightness to find optimal fluorescence concentration are important. Concentration range protocols for fluorescence expression conditions can be used to find optimal concentrations of substances whose expression pattern varies with concentration ranges. This study is expected to be helpful in the boundary classification and resection of brain tumors and glioma.

Comparison of Metabolic Pathways of Less Orthologous Prokaryotes than Mycoplasma genitalium (Mycoplasma genitalium 보다 보존적 유전자 수가 작은 원핵생물들의 대사경로 비교)

  • Lee, Dong-Geun
    • Journal of Life Science
    • /
    • v.28 no.3
    • /
    • pp.369-375
    • /
    • 2018
  • Mycoplasma genitalium has 367 conserved genes and the smallest genome among mono-culturable prokaryotes. Conservative metabolic pathways were examined among M. genitalium and 14 prokaryotes, one hyperthermophilic exosymbiotic archaeon Nanoarchaeum equitans and 13 intracellular eubacteria of plants or insects, with fewer conserved genes than M. genitalium. They have 11 to 71 metabolic pathways, however complete metabolic pathways ranged from 1 to 24. Totally, metabolic pathway hole is very high due to the lack of 45.8% of the enzymes required for the whole metabolic pathways and it could be suggested that the shared metabolic pathway with the host's enzyme would work or the essential substances are host dependent. The number of genes necessary for mass transfer through the cell membrane is also very low, and it may be considered that the simple diffusion or the protein of the host will function in the cell membrane of these prokaryotes. Although the tRNA charging pathway was distributed in all 15 prokaryotes, each has 5-20 tRNA charging genes. This study would give clues to the understanding of the metabolic pathways of intracellular parasitic bacteria of plant and endosymbiotic bacteria of insects, and could provide basic data for prevention of crop damage, development of insect pests and human medicines.

Mollusks Sequence Database: Version II (연체동물 전용 BLAST 서버 업데이트 (Version II))

  • Kang, Se Won;Hwang, Hee Ju;Park, So Young;Wang, Tae Hun;Park, Eun Bi;Lee, Tae Hee;Hwang, Ui Wook;Lee, Jun-Sang;Park, Hong Seog;Han, Yeon Soo;Lim, Chae Eun;Kim, Soonok;Lee, Yong Seok
    • The Korean Journal of Malacology
    • /
    • v.30 no.4
    • /
    • pp.429-431
    • /
    • 2014
  • Since we reported a BLAST server for the mollusk in 2004, no work has reported the usability or modification of the server. To improve its usability, the BLAST server for the mollusk has been updated as version II (http://www.malacol.or.kr/blast) in the present study. The database was constructed by using the Intel server Platform ZSS130 dual Xeon 3.20 GHz CPU and Linux CentOS system and with NCBI WebBLAST package. We downloaded the mollusk nucleotide, amino acid, EST, GSS and mitochondrial genome sequences which can be opened through NCBI web BLAST and used them to build up the database. The updated database consists of 520,977 nucleotide sequences, 229,857 amino acid sequences, 586,498 EST sequences, 23,112 GSS and 565 mitochondrial genome sequences. Total database size is 1.2 GB. Furthermore, we have added repeat sequences, Escherichia coli sequences and vector sequences to facilitate data validation. The newly updated BLAST server for the mollusk will be useful for many malacological researchers as it will save time to identify and study various molluscan genes.

Characteristics in HRV(heart rate variability), GSR(galvanic skin response) and skin temperature for stress estimate (스트레스 평가를 위한 심박 변이도, 전기피부반응 및 피부온도 특성)

  • Cho, Young Chang;Kim, Min Soo
    • Journal of Korea Society of Industrial Information Systems
    • /
    • v.20 no.3
    • /
    • pp.11-18
    • /
    • 2015
  • Stress is one of the major causes threatening the mental and physical health of human today. In this paper, we analyzed the heart rate variability(HRV), galvanic skin response(GSR), and skin temperature data measured from the university subjects before and after the class to examine the influence on bio-signal in stress environment. Thirty subjects from university students (aged between 21 and 27 years; mean=22.31, STD=1.45) took part in this study. From the experiment results, RMSSD(p=0.033), LF peak(p=0.003), VLF(p=0.045) were statistically significant from those of the control group(p<0.05) of HRV both in time and frequency domain. We observed that mean skin conductivity after the class(mean=5.993(uS), SD=3.406) is higher than that before the class(mean=3.039(uS), SD=2.628) by 97.2% on average and the skin temperature after the class($34.835{\pm}0.305$) is slightly higher than that before the class($34.471{\pm}0.281$) by 1.055% on average. The results in this research could be used to examine the autonomic response in clinical stress related research.

Impact Of Convergence on the psychosocial well-being levels : On Some Care Service Providers (직무만족이 정신사회적 안녕수준에 미치는 융합적 영향 : 돌봄 사회 서비스)

  • Kim, Hyang-nyeong;Noh, Eun-Kyung;Kim, Seung-Hee;Jun, Mee-Jin
    • Journal of the Korea Convergence Society
    • /
    • v.7 no.6
    • /
    • pp.105-113
    • /
    • 2016
  • This study was conducted to identify the Convergence influence of job satisfaction of care service providers on their psycho-social well-being status. A study subjects were 308 care service providers employed in local self-support centers for Social Service in Gwangju, Jeonam Jeonbuk province, from whom data was collected using self-administrated structured questionnaire after regular holiday education. In consequence hierarchical multiple regression analysis, research findings; adjusting general and occupational characteristics, the higher they perceived sub-dimensions of job satisfaction such as relationship with job demands(${\beta}=0.393$, p=.063), clients(${\beta}=0.669$, p=.000), relationship with peers and supervisors(${\beta}=0.229$, p=.068) the better their psychosocial well-being status was. And psychosocial well-being status of those who held certificate of care provider(${\beta}=4.815$, p=.003), helpers for neonate and mother(${\beta}=4.348$, p=.011) were higher than that of those who did not, which reflexed difference in their clients. As a results, promote mental health of care providers, it would be necessary to provide them training programs for facilitating human relationships with clients, peers and supervisors.