• Title/Summary/Keyword: light-forest

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Using Mechanical Learning Analysis of Determinants of Housing Sales and Establishment of Forecasting Model (기계학습을 활용한 주택매도 결정요인 분석 및 예측모델 구축)

  • Kim, Eun-mi;Kim, Sang-Bong;Cho, Eun-seo
    • Journal of Cadastre & Land InformatiX
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    • v.50 no.1
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    • pp.181-200
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    • 2020
  • This study used the OLS model to estimate the determinants affecting the tenure of a home and then compared the predictive power of each model with SVM, Decision Tree, Random Forest, Gradient Boosting, XGBooest and LightGBM. There is a difference from the preceding study in that the Stacking model, one of the ensemble models, can be used as a base model to establish a more predictable model to identify the volume of housing transactions in the housing market. OLS analysis showed that sales profits, housing prices, the number of household members, and the type of residential housing (detached housing, apartments) affected the period of housing ownership, and compared the predictability of the machine learning model with RMSE, the results showed that the machine learning model had higher predictability. Afterwards, the predictive power was compared by applying each machine learning after rebuilding the data with the influencing variables, and the analysis showed the best predictive power of Random Forest. In addition, the most predictable Random Forest, Decision Tree, Gradient Boosting, and XGBooost models were applied as individual models, and the Stacking model was constructed using Linear, Ridge, and Lasso models as meta models. As a result of the analysis, the RMSE value in the Ridge model was the lowest at 0.5181, thus building the highest predictive model.

Characteristics of Photosynthesis, Leaf and Fruit by Crown Layer in Rubus coreanus Miq. (복분자딸기(Rubus coreanus)의 수관 층위별 광합성 특성과 잎 및 과실 특성)

  • Han, Jingyu;Kim, Sea Hyun;Chung, Hun Gwan;Jang, Yong Seok;Cho, Yoon Jin
    • Journal of Korean Society of Forest Science
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    • v.95 no.3
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    • pp.328-333
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    • 2006
  • This study was conducted to find the characteristics of photosynthesis, leaf and fruit by crown layers in Rubus coreanus Miq. Light compensation points were shown PPFD 33, 20 and $5{\mu}mol\;m^{-2}\;S^{-1}$ at upper, middle and lower layer, respectively. Light saturation points were appeared PPFD 1000, 500 and 200 and their net photosynthesis rate were 8.52, 5.25 and $3.60{\mu}mol\;CO_2\;m^{-2}S^{-1}$ at upper, middle and lower layer, respectively. Uiryeong 7 which was viny type showed higher net photosynthetic rate than others at upper layer. Songgye 6 which was upright type showed lower net photosynthetic rate than others at lower layer. Chlorophyll contents of middle layer had the highest value in the all layers and upper layer showed the lowest value. Most characteristics of leaf morphology were showed that middle and lower layer had higher value than upper layer. That trend was contrary to characteristics of photosynthesis by crown layers. However, dry weight per leaf area and most characteristics of fruit had the highest value at upper layer and that was similar to characteristics of photosynthesis by crown layers. Also, sugar contents of fruit showed the highest value at middle layer.

Edge effects confirmed at the clear-cut area of Korean red pine forest in Uljin, eastern Korea

  • Jung, Song Hie;Lim, Chi Hong;Kim, A Reum;Woo, Dong Min;Kwon, Hye Jin;Cho, Yong Chan;Lee, Chang Seok
    • Journal of Ecology and Environment
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    • v.41 no.10
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    • pp.290-301
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    • 2017
  • Background: Forest edges create distinctive ecological space as adjacent constituents, which distinguish between different ecosystems or land use types. These edges are made by anthropogenic or natural disturbance and affects both abiotic and biotic factors gradually. This study was carried out to assess edge effects on disturbed landscape at the pine-dominated clear-cut area in a genetic resources reserve in Uljin-gun, eastern Korea. This study aims to estimate the distance of edge influence by analyzing changes of abiotic and biotic factors along the distance from forest edge. Further, we recommend forest management strategy for sustaining healthy forest landscapes by reducing effects of deforestation. Results: Distance of edge effect based on the abiotic factors varied from 8.2 to 33.0 m. The distances were the longest in $Mg^{2+}$ content and total nitrogen, $K^+$, $Ca^{2+}$ contents, canopy openness, light intensity, air humidity, $Na^+$ content, and soil temperature followed. The result based on biotic factors varied from 6.8 to 29.5 m, coverage of tree species in the herb layer showed the longest distance and coverage of shrub plant in the herb layer, evenness, species diversity, total coverage of herb layer, and species richness followed. As the result of calculation of edge effect by synthesizing 26 factors measured in this study, the effect was shown from 11.0 m of the forest interior to 22.4 m of the open space. In the result of stand ordination, Rhododendron mucronulatum, R. schlippenbachii, and Fraxinus sieboldiana dominated arrangement of forest interior sites and Quercus mongolica, Vitis amurensis, and Rubus crataegifolius dominated spatial distribution of the open area plots. Conclusions: Forest interior habitat lies within the influence of both abiotic and biotic edge effects. Therefore, we need a forest management strategy to sustain the stability of the plant and further animal communities that depend on its stable conditions. For protecting forest interior, we recommend selective logging as a harvesting method for minimizing edge effects by anthropogenic disturbance. In fact, it was known that selective logging contributes to control light availability and wind regime, which are key factors affecting microclimate. In addition, ecological restoration applying protective planting for the remaining forest in the clear-cut area could contribute to prevent continuous disturbance in forest interior.

Effects of Blending Oil and Antioxidants to Prevent Rancidity of Sancho Oil (산초유 산패방지를 위한 항산화물질과 혼합유의 영향)

  • Kim, Hak Gon;Kang, Seung Mi;Park, Dong Jin;Yong, Seong Hyeon;Yang, Woo Hyeong;Park, Jun Ho;Yu, Chan Yeol;Solomon, Tamirat;Choi, Myung Suk
    • Korean Journal of Medicinal Crop Science
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    • v.26 no.6
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    • pp.455-463
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    • 2018
  • Background: Sancho (Zanthoxylum schinifolium Siebold and Zucc) oil is used as a traditional medicinal material to treat severs stomach inflammation and as a diuretic. This study was carried out to investigate the effect of addition of antioxidants and blended oil the storage stability and safety of the biomaterial. Methods and Results: The effects of temperature and light on sancho oil were investigated, and the ability of antioxidants in preventing rancidity of the oil was discovered. Under fluorescent light and in darkness, the acidity of the oil was much lower than that under direct sunlight. The addition of antioxidants decreased the acid value of sancho oil; the antioxidant that showed the best results in this regard was 0.5% propolis. The acid value of canola oil, which had the lowest acid value compared with that of other oils, and blended oil, containing 5% canola oil in sancho oil, decreased by 5.5% and 15%, respectively. About one acid value decrease was observed for every 1% increase in blending with canola oil. As the concentration of canola oil increased, the viscosity and the elightness (L valu) of sancho oil increased slightly, while the blueness (b value) decreased. Conclusions: The results of this study may contribute to ensuring food safety during preservation and the industrialization of the presevation of sancho oil.

Comparison of Mycelium Cultivation and Fruiting Body Characteristics of Lentinula edodes According to the Sawdust Media Nutrients and Inoculation and Cultivation Conditions (표고 톱밥배지 영양원, 접종 및 배양조건에 따른 균사배양 및 자실체 특성 비교)

  • Yeun Sug Jeong;Min-Jun Kim;Yeongseon Jang;Kang-Hyeon Ka
    • The Korean Journal of Mycology
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    • v.51 no.2
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    • pp.69-80
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    • 2023
  • The cultivation conditions of shiitake mushrooms (Lentinula edodes) influence the production and quality of fruiting bodies. We conducted this study to improve the productivity and quality of shiitake mushrooms by modifying the cultivation conditions. Two types of spawns (sawdust and liquid spawn) were used, and corn flour was used as a nutritional source for the sawdust medium. A blue light-emitting diode (LED; 300 lux) was also used instead of a white LED during the incubation period. Sanbaekhyang was used as the experimental variety. When using corn flour, the mycelial growth rate increased 1.1 to 2.7 times the growth rate of the control up to 21 days of incubation, and the weight loss rate of the media was also higher. Mushroom productivity increased 1.2 times when the liquid spawn was used compared to when the sawdust spawn was used, and the blue LED also increased fruiting body production by 1.1 times compared to the white LED. Mushroom productivity increased when the liquid spawn was used, and the blue LED also increased fruiting body production. Fruiting body weight and the size of the cap were greater when sawdust spawn was used. The fruiting body weight and the stipe diameter were greater when the blue LED was used. Taste analysis showed that the saltiness increased when corn flour was used, and the sourness increased when the blue LED was used.

Application of Light Emitting Diodes (LEDs) Sensor to Monitor Multi-layer Canopy Phenology in Gwangneung Forest (LED 분광계를 활용한 광릉숲의 다층군락 생물계절 모니터링)

  • Lee, Galam;Ryu, Youngryel
    • Proceedings of The Korean Society of Agricultural and Forest Meteorology Conference
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    • 2013.11a
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    • pp.25-25
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    • 2013
  • 식생의 생물계절학적 특성은 지표면과 대기의 에너지와 물 순환에 큰 영향을 미친다. 일반적으로 상층군락과 하층군락의 식생은 미기후의 차이 등에 의해 서로 다른 생물계절학적 특성을 가진다. 이러한 식생의 생물계절학적 특성은 반사도 관측을 통해 추정할 수 있다. 과거부터 원격탐사 기법을 활용하여 식생의 생물계절학적 특성을 추정하는 많은 연구가 수행되어 왔다. 그러나 대부분의 연구는 상층군락과 하층군락의 반사특성을 구분하지 않았다. 본 연구에서는 상층군락과 하층군락 식생의 생물계절학적 특성을 구분하여 탐지하기 위해 red, green, blue 그리고 near-infrared 의 네 가지 파장대를 가진 LED 센서를 이용하였다. LED 센서는 광릉 시험림 내의 활엽수림과 침엽수림 관측지에 서로 다른 네 군데의 높이에 설치되어 각 파장대의 반사도를 산출하였다. 또한 반사도를 이용하여 세 가지 식생지수(NDVI, EVI, Greenness index)를 산출하여 상층식생과 하층식생의 개엽기를 추정하였다.

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Studies on the Productivity of Korean White Pine Forest (I) Effects of Temperature, Light and Water Stress on Photosynthesis and Dark Respiration Rates of Leaves (잣나무림(林)의 물질생산력(物質生産力)에 관(関)한 연구(硏究) (I) 엽(葉)의 광합성속도(光合成速度)와 호흡속도(呼吸速度)에 미치는 광(光)․온도(溫度)․수분(水分)의 영향(影響))

  • Han, Sang Sup
    • Journal of Korean Society of Forest Science
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    • v.55 no.1
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    • pp.55-58
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    • 1982
  • This study is to investigate the effects of temperature, light and water deficit on apparent phytosynthesis rate (Pn) and dark respiration rate(Rd) of leaves in the series of studies dealing with primary productivity of korean white pine forest. The results obtained are as follows: 1. The light saturation for Pn occured at about 40 Klux, and light compensation at 1.0 to 1.3 Klux. 2. The Pn of current leaves was highest, and Pn was decreased with increasing leaf age. 3. The Rd on the response of temperature in February was about two times value in all of the temperature ranges as compared with the ones in August. 4. The incipient water stress, above which Pn and Rd declined from 100%, was different for Pn(-10bar). The high water stress required to reduce Pn to nearly 0%, at -24 bar, but Rd was only 43% at -24 bar. 5. The optimum temperature range for Pn showed about 15 to $18^{\circ}C$ in February and 23 to $26^{\circ}C$ in August.

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The Development of Climax Index by Analysis of Eco-morphological Characters for Major Deciduous Tree Species

  • Kim, Ji Hong;Chung, Sang Hoon;Lee, Jeong Min;Kim, Se Mi
    • Journal of Forest and Environmental Science
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    • v.28 no.4
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    • pp.199-204
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    • 2012
  • This study was conducted to estimate climax index by eco-morphology for major 36 tree and sub-tree species in natural deciduous forests so as to interpret seral position of each species in the forest community. Fourteen eco-morphological characters which were considered to be associated with successional gradient in the forest were selected for the study. Four levels per character for each species were given on a standardized scale of increasing climax, and the index was computed by the proportion of the sum of total scores, expressed by percent values. With calculated mean value of 54.8 for all indices, Carpinus cordata had the highest index value of 90.5, and Populus davidiana recorded the lowest of 13.2. The most climax group, greater than 70 of the index, contained only 8 species, intermediate group, between 41 to 70 of the index, had 23 species, and the most pioneer group, less than 40 of the index comprised 5 species. The result has noticed that the large number of species would take advantage of most diverse resource and niche in the intermediate stage of the sere in the forest. By cluster analysis all 36 species were subjected to be classified into several species groups which had common similar eco-morphological characteristics. The indices were additionally plotted on the two dimensional graph to recognize the positions related to the light absorption factor and reproduction factor. The climax index of tree and sub-tree species developed by this study could be applied to understand the present status of successional stage on the basis of species composition by the method of summing up the indices. And comparison of forest successional stage among various forest communities could be done by summing up the climax indices of composed species in each community. However, this kind of applied methodology should be limited to the forest of similar species composition and site condition.

A Study on the Growth and Environments of Panax ginseng in the Different Forest Stands (I) (임상별 임간인삼의 생육과 최적환경에 관한 연구(I))

  • 우수영;이동섭
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.4 no.2
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    • pp.65-71
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    • 2002
  • The best environments such as crown density, temperature, light intensity and humidity have to be identified because these factors are strongly related to the growth and several physiological characteristics. The purposes of this study are \circled1 to collect basic data fer growth, \circled2 to identify the best growth environments. to achieve these purposes, oak, pine and mixed forest stands have been selected in this study. forest ginseng seeds were sown in these forest four years ago. Several environmental and growth factors have been surveyed. In general, mean tree age, DBH and average height are 20-25 years old, 14-17 cm and 7-9 m, respectively. The growths of forest ginseng grown in oak stand are better than those of pine and mixed stands.

Analysis of Airtightness and Air Leakage of Wooden Houses in Korea

  • Kim, Sejong;Chang, Yoon-Seong;Park, Joo-Saeng;Shim, Kug-Bo
    • Journal of the Korean Wood Science and Technology
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    • v.45 no.6
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    • pp.828-835
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    • 2017
  • Airtightness of buildings is one of critical aspects of its energy performance. To build up references of airtightness of wooden houses built in Korea, blower door tests have been carried out in 42 houses since 2006. Causes of air leakage were investigated recently. The average value of air change rate was $3.7h^{-1}$ for light frame house and $5.5h^{-1}$ for post-beam construction at ACH50 (air change per hour at 50 Pa air pressure difference). Foam type insulation was more advantageous in ensuring building airtightness than glass fiber batt. Airtightness of wooden houses which were constructed after 2010 was improved to have less than $1.5h^{-1}$ of ACH50, threshold for application of artificial air change. The average air change rate of CLT (cross laminated timber) houses showed the lowest value, $1.1h^{-1}$, among the tested structures.