• Title/Summary/Keyword: 회귀목

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Estimation of Body Core Temperature of Cow using Neck Sensor based on Machine Learning (목부착형 센서를 이용한 기계학습 기반 소 심부체온 예측방안)

  • Lee, Woongsup;Ryu, Jongyeol;Ban, Tae-Won;Kim, Seong Hwan;Kang, Sang Kee;Ham, Young Hwa;Lee, Hyun June
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.12
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    • pp.1611-1617
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    • 2018
  • The body temperature of livestock is directly related to the health of livestock such that it changes immediately when there exists health problem. Accordingly, the monitoring of livestock's temperature is one of most important tasks in farm management. However, the temperature of livestock is usually measured using skin-attached sensor which is significantly affected by the outside temperature and the condition of attachment which results in the inaccurate measurement of temperature. Herein we have proposed new scheme which estimates the body core temperature of cow based on measured data from neck-attached smart sensor. Especially, we have considered both schemes which estimate the exact temperature and which detect the unusually high temperature based on machine learning. We have found that the occurrence of high temperature can be detected accurately. The proposed scheme can be used in monitoring of health condition of cow and improving the efficiency of farm management.

Coarse Woody Debris (CWD) Respiration Rates of Larix kaempferi and Pinus rigida: Effects of Decay Class and Physicochemical Properties of CWD (일본잎갈나무와 리기다소나무 고사목의 호흡속도: 고사목의 부후등급과 이화학적 특성의 영향)

  • Lee, Minkyu;Kwon, Boram;Kim, Sung-geun;Yoon, Tae Kyung;Son, Yowhan;Yi, Myong Jong
    • Journal of Korean Society of Forest Science
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    • v.108 no.1
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    • pp.40-49
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    • 2019
  • Coarse woody debris (CWD), which is a component of the forest ecosystem, plays a major role in forest energy flow and nutrient cycling. In particular, CWD isolates carbon for a long time and is important in terms of slowing the rate of carbon released from the forest to the atmosphere. Therefore, this study measured the physiochemical characteristics and respiration rate ($R_{CWD}$) of CWD for Larix kaempferi and Pinus rigida in temperate forests in central Korea. In summer 2018, CWD samples from decay class (DC) I to IV were collected in the 14 forest stands. $R_{CWD}$ and physiochemical characteristics were measured using a closed chamber with a portable carbon dioxide sensor in the laboratory. In both species, as CWD decomposition progressed, the density ($D_{CWD}$) of the CWD decreased while the water content ($WC_{CWD}$) increased. Furthermore, the carbon concentrations did not significantly differ by DC, whereas the nitrogen concentration significantly increased and the C/N ratio decreased. The respiration rate of L. kaempferi CWD increased significantly up to DC IV, but for P. rigida it increased to DC II and then unchanged for DC II-IV. Accordingly, except for carbon concentration, all the measured characteristics showed a significant correlation with $R_{CWD}$. Multiple linear regression showed that $WC_{CWD}$ was the most influential factor on $R_{CWD}$. $WC_{CWD}$ affects $R_{CWD}$ by increasing microbial activity and is closely related to complex environmental factors such as temperature and light conditions. Therefore, it is necessary to study their correlation and estimate the time-series pattern of CWD moisture.

Assessment of Slope Failures Potential in Forest Roads using a Logistic Regression Model (로지스틱 회귀분석을 이용한 임도붕괴 위험도 평가)

  • Baek, Seung-An;Cho, Koo-Hyun;Hwang, Jin-Sung;Jung, Do-Hyun;Park, Jin-Woo;Choi, Byoungkoo;Cha, Du-Song
    • Journal of Korean Society of Forest Science
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    • v.105 no.4
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    • pp.429-434
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    • 2016
  • Slope failures in forest roads often result in social and economic loss as well as environmental damage. This study was carried out to assess susceptibility of slope failures of forest roads in Hongcheon-gun, Gangwon-do where many slope failures occurred after heavy rainfall in 2013 using GIS and logistic regression analysis. The results showed that sandy soil (6.616) in soil texture type had the highest susceptibility to slope failures while medium class (-3.282) in tree diameter showed the lowest susceptibility. A error matrix for both slope failure and non-slope failure area was made and a model was developed showing a classification accuracy of 74.6%. Non-slope failures area in the forest roads were classified mostly in the range of >0.7 which was higher values than the classification criteria (0.5) used by the logistic regression model. It is suggested that considering forest environment and site factors related to forest road failures would improve the accuracy in predicting susceptibility of slope failures.

Report on Forests Damaged Due to Cutting Trees Infected by Pine Wilt Disease (소나무재선충 고사목 제거에 따른 산림훼손 보고)

  • Hong, Suk-Hwan;Lee, Soo-Dong
    • Korean Journal of Environment and Ecology
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    • v.29 no.4
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    • pp.590-598
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    • 2015
  • Despite various control methods for pine wilt disease, the disease has been increasing at an alarming rate every year in Korea. Still there is a lack of research on the problems of the current methods used to curb the disease. One main method to control pine wilt disease is fumigation for eliminating the larva of the pine sawyer beetle (Monochamus alternatus) which is known as the vector insect for pine wilt disease. We surveyed and analyzed the amount of destroyed uninfected trees in the fumigated area by studying 32 survey plots ($100m^2$) in Miryang city. The destroyed trees' crown area was estimated by induced regression between root collar area and crown area of the remaining trees (coniferous tree: $R^2=57.4$, deciduous broad-leaved tree: $R^2=63.8$). According to the analysis results, the infected trees (cut trees) were 18.7% and cut trees which were not infected were 35.5% of the total tree population of the study area on the basis of total crown area. In case of pine trees, 8.4% of uninfected trees were cut off but 62% of uninfected deciduous broad-leaved trees including Quercus spp. were affected and damaged during the fumigation process. Since these broad-leaved trees dominate the sub-canopy layer of the forest, this indiscriminate interruption of broad-leaved trees has the adverse effect of depriving the public benefits such as shadow, a cooler weather, controlling humidity, etc.

A Study on the Accomplishment of Lecture Evaluation in University (대학 강의평가 수행에 관한 연구)

  • 정진식
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.10 no.1
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    • pp.93-115
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    • 1999
  • This Study is the summary of studies in analysis of‘Lecture Evaluation’made at H university where such evaluation for every course established has been carried out since 1990. This contains the contents of questionnaire drawn up through OMR scanner which has 7 fields with 10 items respectively. to investigate the general direction of the results, results of evaluation by lectures, different results of evaluation by fields, and the like. I applied such techniques of statistical analysis as T-test, analysis of variance table(Anova-table), and Regression analysis to examine the most important factor of successful lecturing.

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Prediction model of whole-body postural discomfort for automobile assembly tasks (자동차 조립 작업에서의 전신 자세 불편도 예측 모델)

  • 이인석;정민근;기도형;김상호
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2002.05a
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    • pp.792-796
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    • 2002
  • 관찰적 작업자세 평가기법은 각 관절의 자세를 관찰 기록하여 자세 부하를 평가하는 실용적인 인간공학적 작업평가 기법이다. 본 연구에서는 각 관절의 불편도 지수와 전신의 자세 부하의 관계성을 모형화하고, 전신의 작업자세 부하를 평가하는 방법론을 제시하였다. 자동차 조립공정의 대표적인 작업자세들을 대상으로 하여 정적인 자세의 심물리학적 부하를 전신에 대하여 평가하였다 전신의 불편도는 비중립 자세를 취하고 있는 각 관절의 조합에 의해 영향을 받는다. 특히, 자동차 조립공정에서는 어깨 높이 이상의 작업을 대상으로 하는 경우에 어깨, 목, 허리, 손목 등에서 비중립 자세를 동시에 취하여 전신의 불편도가 큰 것으로 나타났다. 평가된 전신의 불편도와 각 자세의 관절별 불편도 지수의 관계를 다중선형회귀모형으로 모형화하는 것이 타당한 것으로 나타났다. 모형에서 전신 불편도에 가장 큰 영향을 미치는 관절은 어깨이며, 손목의 영향이 가장 적은 것으로 나타났다. 이 모형을 통해 작업자세 부하를 정량적으로 평가하는 것이 가능할 것으로 기대된다.

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Research for the Chatting Service to Effectiveness of e-Learning in a Cyber University (사이버대학에 있어서 채팅서비스의 이러닝 학습효과에 대한 탐색)

  • Lee, Min Jung;Lim, Hyo Yeon
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2018.01a
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    • pp.73-74
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    • 2018
  • 최근 사이버대학들은 치열한 입시경쟁을 겪고 있다. 이에 학교들은 교육질 개선을 위하여 다양한 노력을 하고 있다. S 사이버대학의 경우 최초로 전과목별로 실시간 채팅서비스를 제공하여 동영상 강의와 게시판의 한계를 극복하고자 하고 있다. 본 연구에서는 이러닝 교육의 학습효과를 종속변수로 설정하고, 학습내용, 교수설계요인과 채팅서비스를 독립변수로 투입하여, 다중회귀분석을 기법을 통해 분석하였다. 분석결과 학습내용, 교수설계요인, 채팅서비스 모두는 학습효과에 영향을 미치는 것으로 나타났다. 본 연구에서는 전교과목에 적용한 채팅서비스는 온라인 교육 효과를 높일 수 있는 방안임을 확인하였고, 효과적인 채팅 서비스의 활용방안을 제시하고자 한다.

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Water Quality Monitoring in Paldang using RS and GIS (RS/GIS를 이용한 팔당호 수질환경 모니터링)

  • Na, Sang-Il;Park, Jong-Hwa;Park, Jin-Ki;Lee, Kyo-Ho
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.520-524
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    • 2010
  • 본 연구에서는 팔당호에 유입되는 북한강, 남한강, 경안천의 6개 지류에 대하여 2009년 6월부터 12월까지 10일 주기로 현장 측정한 10개의 수질평가 항목과 측정시기에 근접한 4장의 시계열 위성영상에 의한 수질분석 기법을 이용하여 RS/GIS에 의한 수질환경 모니터링을 실시하였다. 현장에서는 다항목 수질측정기(DS5, Hydrolab ; 센서장착포트 7개, 측정항목 : 수온, 탁도, EC, LDO)를 이용하였고, 채수를 통해 실내에서 T-N, T-P, BOD, COD, ph, 부유물질(이하, SS)을 측정하였다. 위성영상에 의한 수질인자는 수온, 탁도, SS 등을 선정하여 자료의 정성적 해석을 통해 팔당호의 수질환경 모니터링을 수행하였다. 또한, 위성영상으로 분석한 수질평가 자료는 현장자료와의 상관성을 검토하였으며 회귀분석을 실시하여 수질인자별 분포도를 작성하였다.

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A Study on the Characteristics of Flowering and Fruiting and the Factors Affecting Fruiting Degree of Acer pictum subsp. mono (고로쇠나무 개화·결실 특성 및 결실등급에 영향하는 요인에 관한 연구)

  • Kim, Hoi Jin;Kim, Gab Tae
    • Journal of Korean Society of Forest Science
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    • v.104 no.2
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    • pp.179-186
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    • 2015
  • This study was conducted to understand the characteristics of flowering and the factors affecting fruiting grades of Acer pictum subsp. mono(APSM), We examined the characteristics of flowering and fruiting in various natural APSM forest, and investigated annual fruiting grade, DBH, tree height, number of APSM trees within 30 m on 29 selected trees in the natural broadleaved forest in Mt. Jungwang in Gangwon-do, from 2009 to 2014. APSM has heterodichogamous sexual system consist of protoandry and protogyny. Eight trees have changed their sex morphs; 3 trees change the sex morph PA to PG, and 5 trees does the sex morph PG to PA. Early fall of young ovary is concentrated until early July. Initially, the small samaras are common, and was gradually increased the samaras suffered insect damage. Most flowers of APSM are pollinated by Andrenidae sp., Syrphidae sp. and Tachinidae sp.. Number of early fall samaras and the status of fallen samaras showed a significant difference by the year and region. Corymbose panicle and young leaves developed on the top of APSM twigs. Newly grown opposite twigs of APSM did not grow sufficiently and had no floral buds. The highest fruiting grade of tree was 9.0, and the mean values was only 3.8. The highest fruiting grade of year was 4.55 in 2013, and the lowest did 0.07 in 2014. Highly significantly correlated and regressed between mean of annual fruiting rates and rates of crown under sun light. This results would imply that thinning for tree growth through improved light absorption might be a method to enhance seed production of APSM in the seed production forest.

Relationship Between Above-and Below-Ground Biomass for Norway Spruce (Picea abies) : Estimating Root System Biomass from Breast Height Diameter (독일가문비나무(Picea abies [L.] Karst)의 지상부(地上部)와 지하부(地下部) 생체량(生體量)에 관(關)한 연구(硏究) : 흉고직경(胸高直徑)에 의한 뿌리생체량(生體量) 추정(推定))

  • Lee, Do-Hyung
    • Journal of Korean Society of Forest Science
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    • v.90 no.3
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    • pp.338-345
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    • 2001
  • This study was conducted to elucidate the relationship between the root structure and the crown structure of Norway spruce(Picea abies [L.] Karst), and thereafter to obtain the regression equation for the estimation of relative root and needle biomass using the tree height and diameter at breast height(DBH) without measurement of root and needle biomass. The study site was Barbis stands of Harz region located in central part of Germany. Five dominant and three co-dominant trees of 30 to 40 year-old Norway spruce were selected and tree height, diameter at breast height, clear bole length, weight of total needle and branch, cross section and sapwood area at breast height for biomass of above ground part and also the length of root, the number of root, the weight of root, the cross section area of root etc. by dividing the horizontal and vertical roots for below ground part of tree were measured. The significantly correlation was shown between the biomass of most of variables of above ground parts and those of below ground parts. For the diameter of breast height to the weight of total root, regression equation was Y = 3.56X - 45.94 and decision coefficient was 0.96 showing highly correlation. The weight of total branches and needles, and the tree height etc. of above ground parts showed highly positive relationship with below ground biomass. The results obtained from this study can be used to the estimating of biomass of below ground using variables of above ground such as DBH in the 30 to 40 year-old Norway spruce stands.

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