• Title/Summary/Keyword: performance test

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Classification of Urban Green Space Using Airborne LiDAR and RGB Ortho Imagery Based on Deep Learning (항공 LiDAR 및 RGB 정사 영상을 이용한 딥러닝 기반의 도시녹지 분류)

  • SON, Bokyung;LEE, Yeonsu;IM, Jungho
    • Journal of the Korean Association of Geographic Information Studies
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    • v.24 no.3
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    • pp.83-98
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    • 2021
  • Urban green space is an important component for enhancing urban ecosystem health. Thus, identifying the spatial structure of urban green space is required to manage a healthy urban ecosystem. The Ministry of Environment has provided the level 3 land cover map(the highest (1m) spatial resolution map) with a total of 41 classes since 2010. However, specific urban green information such as street trees was identified just as grassland or even not classified them as a vegetated area in the map. Therefore, this study classified detailed urban green information(i.e., tree, shrub, and grass), not included in the existing level 3 land cover map, using two types of high-resolution(<1m) remote sensing data(i.e., airborne LiDAR and RGB ortho imagery) in Suwon, South Korea. U-Net, one of image segmentation deep learning approaches, was adopted to classify detailed urban green space. A total of three classification models(i.e., LRGB10, LRGB5, and RGB5) were proposed depending on the target number of classes and the types of input data. The average overall accuracies for test sites were 83.40% (LRGB10), 89.44%(LRGB5), and 74.76%(RGB5). Among three models, LRGB5, which uses both airborne LiDAR and RGB ortho imagery with 5 target classes(i.e., tree, shrub, grass, building, and the others), resulted in the best performance. The area ratio of total urban green space(based on trees, shrub, and grass information) for the entire Suwon was 45.61%(LRGB10), 43.47%(LRGB5), and 44.22%(RGB5). All models were able to provide additional 13.40% of urban tree information on average when compared to the existing level 3 land cover map. Moreover, these urban green classification results are expected to be utilized in various urban green studies or decision making processes, as it provides detailed information on urban green space.

Topographic Factors Computation in Island: A Comparison of Different Open Source GIS Programs (오픈소스 GIS 프로그램의 지형인자 계산 비교: 도서지역 경사도와 지형습윤지수 중심으로)

  • Lee, Bora;Lee, Ho-Sang;Lee, Gwang-Soo
    • Korean Journal of Remote Sensing
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    • v.37 no.5_1
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    • pp.903-916
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    • 2021
  • An area's topography refers to the shape of the earth's surface, described by its elevation, slope, and aspect, among other features. The topographical conditions determine energy flowsthat move water and energy from higher to lower elevations, such as how much solar energy will be received and how much wind or rain will affect it. Another common factor, the topographic wetness index (TWI), is a calculation in digital elevation models of the tendency to accumulate water per slope and unit area, and is one of the most widely referenced hydrologic topographic factors, which helps explain the location of forest vegetation. Analyses of topographical factors can be calculated using a geographic information system (GIS) program based on digital elevation model (DEM) data. Recently, a large number of free open source software (FOSS) GIS programs are available and developed for researchers, industries, and governments. FOSS GIS programs provide opportunitiesfor flexible algorithms customized forspecific user needs. The majority of biodiversity in island areas exists at about 20% higher elevations than in land ecosystems, playing an important role in ecological processes and therefore of high ecological value. However, island areas are vulnerable to disturbances and damage, such as through climate change, environmental pollution, development, and human intervention, and lacks systematic investigation due to geographical limitations (e.g. remoteness; difficulty to access). More than 4,000 of Korea's islands are within a few hours of its coast, and 88% are uninhabited, with 52% of them forested. The forest ecosystems of islands have fewer encounters with human interaction than on land, and therefore most of the topographical conditions are formed naturally and affected more directly by weather conditions or the environment. Therefore, the analysis of forest topography in island areas can be done more precisely than on its land counterparts, and therefore has become a major focus of attention in Korea. This study is focused on calculating the performance of different topographical factors using FOSS GIS programs. The test area is the island forests in Korea's south and the DEM of the target area was processed with GRASS GIS and SAGA GIS. The final slopes and TWI maps were produced as comparisons of the differences between topographic factor calculations of each respective FOSS GIS program. Finally, the merits of each FOSS GIS program used to calculate the topographic factors is discussed.

A New Mid-late Maturing Rice Cultivar with High-Quality and Multiple Resistance to Diseases and Insects, 'Dacheong' (벼 중만생 고품질 복합내병충성 신품종 '다청')

  • Kim, Woo-Jae;Ko, Jae-Kwon;Ko, Jong-Cheol;Nam, Jeong-Kwon;Ha, Ki-Yong;Shin, Mun-Sik;Kim, Yeong-Do;Kim, Bo-Kyeong;Kang, Hyun-Jung;Kim, Ki-Young;Baek, Man-Gee;Park, Hyun-Su;Baek, So-Hyeon;Shin, Woon-Chul;Kim, Kyeong-Hun;Choung, Jin-Il;Goo, Hwang-Hung;Kim, Jung-Gon
    • Korean Journal of Breeding Science
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    • v.42 no.6
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    • pp.649-653
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    • 2010
  • 'Dacheong', a new japonica rice variety developed from a cross between Iksan450 having a good eating-quality and multi-disease resistance, and YR21258-GH3 having insect resistance, was developed by the rice breeding team of Department of Rice and Winter Cereal Crop, NICS, RDA in 2008. This variety has about 125 days growth duration from transplanting to harvesting in west-southern coast, Honam and Youngnam plain of Korea. It has 87 cm culm length and tolerance to lodging. In reaction to biotic and abiotic stresses, it shows resistance to blast, bacterial blight pathogen races from $K_1\;to\;K_3$, stripe virus and brown plant hopper. The milled rice of 'Dacheong' exhibits translucent, relatively clear non-glutinous endosperm and medium short grain. It has slightly lower amylose content of 18.8% and lower protein content of 5.7%, and good palatability of cooked rice compared with Nampyeongbyeo. The milled rice yield performance of this variety is about 5.91 MT/ha in local adaptability test for three years. 'Dacheong' would be adaptable to west-southern coast, Honam and Youngnam plain of Korea.

A Medium-Maturing, High Non-Dietary Starch, Specialty Rice Cultivar 'Goami 3' (벼 중생 고 식이섬유 특수미 신품종 '고아미3호')

  • Lee, Sang-Bok;Lee, Jeom-Ho;Shin, Young-Seop;Lee, Kyu-Seong;Hwang, Hung-Goo;Jeong, O-Young;Yang, Chang-Ihn;Choi, Yong-Hwan;Yang, Sae-Jun;Jeon, Yong-Hee;Hong, Ha-Cheol;Kim, Hong-Yeol;Cho, Young-Chan;Lee, Jeong-Heui;Yea, Jong-Doo;Oh, Myung-Kyu;Kim, Myeong-Ki;Kim, Yeon-Gyu;Jeong, Kuk-Hyun;Lee, Young-Tae
    • Korean Journal of Breeding Science
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    • v.43 no.6
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    • pp.595-599
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    • 2011
  • 'Goami 3' is a new japonica rice cultivar developed from a cross between Suweon464 and Daeanbyeo by the rice breeding team of National Institute of Crop Science, RDA. 'Goami3' has about 130 days growth duration from transplanting to heading in central plain area of Korea. It has a good semi-erect plant type and resistance to lodging of about 79 cm in culm length. 'Goami 3' had 15 panicles per hill and 104 spikelets per panicle. 'Goami 3' has very high amylose (29.5%) and high non-dietary starch compared with Hwaseongbyeo. This rice variety has slow senescence and 47% tolerance to viviparous germination during the ripening stage. 'Goami 3' is susceptible to leaf blast, bacterial blight, virus disease and insect pest. The yield performance of this cultivar in milled rice was about 3.92MT/ha by ordinary season culture in local adaptability test from 2005 to 2007. 'Goami 3' is adaptable to central and southern plain area of Korea.

A New Medium-Maturing, "Gangbaek" with Resistance to Bacterial Blight (벼 중생 흰잎마름병 저항성 신품종 "강백")

  • Kim, Ki Young;Shin, Mun Sik;Kim, Woo Jae;Ko, Jong Cheol;Baek, Man Gee;Ha, Ki Yong;Kim, Bo Kyeong;Ko, Jae Kwon;Nam, Jeong Kwon;Noh, Gwang Il;Park, Hyun Su;Noh, Tae Hwan;Noh, Jae-Hwan;Cheong, Jin Il;Kim, Young Doo;Mo, Young Jun;Kim, Chung Kon
    • Korean Journal of Breeding Science
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    • v.40 no.4
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    • pp.443-446
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    • 2008
  • 'Gangbaek' is a japonica rice variety developed and registered by the rice breeding team of Department of Rice and Winter Cereal Crop, NICS, RDA in 2006. 'Gangbaek' was derived from a cross between 'Suweon345' with good grain quality and 'DV85' resistant to bacterial blight, $K_{3a}$. $F_1$ plants were grown in the greenhouse in winter of 1992/1993 and backcrossed with 'Suweon345' as the recurrent parent. Plants resistant to $K_{3a}$ race of bacterial blight (BB) were selected from $BC_1F_1$ to $BC_4F_1$ and used as parents in the backcrossing processes. This variety has about 120 days growth duration from transplanting to harvesting in west-southern coast and Honam plain of Korea. It is about 69 cm in culm length and tolerance to lodging. In reaction to biotic and abiotic stresses, it shows moderately resistance to blast, and resistance to bacterial blight pathogen, $K_1$, $K_2$, $K_3$ and $K_{3a}$, but susceptible to other major diseases and insect pests. The milled rice of 'Gangbaek' exhibits translucent, relatively clear non-glutinous endosperm and midium short grain. It has lower amylose content of 18.6% and protein content of 6.4% compared with 'Nampyeongbyeo'. The milled rice yield performance of this variety is about 5.28 MT/ha in local adaptability test for three years. This cultivar would be adaptable to the bacterial blight-prone area in the south-western coastal and Honam plain of Korea.

A New Mid-late Maturing, Lodging Tolerance and Good-Quality Rice Variety "Saenuri" (벼 중만생 고품질 내도복 신품종 "새누리")

  • Kim, Ki Young;Shin, Mun Sik;Ko, Jae Kwon;Ha, Ki Yong;Kim, Bo Kyeong;Nam, Jeong Kwon;Ko, Jong Cheol;Baek, Man Gee;Kim, Young Doo;Kang, Hyun Jung;Noh, Gwang Il;Kim, Woo Jae;Park, Hyun Su;Choung, Jin Il;Baek, So Hyeon;Shin, Woon Chul;Mo, Young Jun;Kim, Kyeong Hoon;Kim, Chung Kon
    • Korean Journal of Breeding Science
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    • v.40 no.4
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    • pp.503-506
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    • 2008
  • 'Saenuri' is a new japonica rice variety developed and registered by the rice breeding team of Department of Rice and Winter Cereal Crop, NICS, RDA in 2007. This variety was derived from a cross between Gyehwa17 with lodging tolerance and high yield potential, and HR14026-B-68-6-1-5 with resistance to diseases and good eating quality. This variety has about 124 days growth duration from transplanting to harvesting in west-southern coast, Honam and Youngnam plain of Korea. It is about 78 cm in culm length and tolerance to lodging. In reaction to biotic and abiotic stresses, it shows moderately resistance to blast, and resistance to bacterial blight pathogen races from K1 to $K_3$ and stripe virus, but susceptible to other major diseases and insect pests. The milled rice of "Saenuri" exhibits translucent, relatively clear non-glutinous endosperm and midium short grain. It has similar amylose content of 19.0% and lower protein content of 6.1%, and good palatability of cooked rice compared with Nampyeongbyeo. The milled rice yield performance of this variety is about 5.71MT/ha in local adaptability test for three years. "Saenuri" would be adaptable to west-southern coast, Honam and Youngnam plain of Korea.

A Lodging Tolerant, Opaque Rice Cultivar 'Seolgaeng' (벼 내도복 뽀얀멥쌀 신품종 '설갱')

  • Hong, Ha-Cheol;Moon, Huhn-Pal;Choi, Hae-Chune;Hwang, Hung-Goo;Kim, Yeon-Gyu;Kim, Hong-Yeol;Yea, Jong-Doo;Shin, Young-Seop;Kang, Kyung-Ho;Choi, Yong-Hwan;Cho, Young-Chan;Baek, Man-Kee;Yang, Chang-Ihn;Choi, Im-Soo;Ahn, Sang-Nag;Yang, Sae-June
    • Korean Journal of Breeding Science
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    • v.43 no.6
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    • pp.532-537
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    • 2011
  • 'Seolgaeng' is a new Japonica rice variety developed from an 'Ilpumbyeo' mutant line, N-methyl-N-nitrosourea (MNU) treatment on fertilized egg cell, by a rice breeding team of National Crop Experiment Station, Rural Development Administration in 2001. This variety has about 134 days of growth duration from transplanting to harvesting in central plain area of Korea, a good semi-elect plant type and resistant to lodging with strong culm. The number of panicles/hill of 'Seolgaeng' is more than that of 'Hwaseongbyeo'. The milled rice appearance of this cultivar is an opaque, but it has amylose content (19.3%) similar to 'Hwaseongbyeo'. It is superior to hypae formation of Aspergillus orzyae in the making of fermented rice and amount of pigmentation in fermented rice by Monascus anka that of 'Ilpumbyeo'. This variety showed slow leaf senescence and considerable resistance to viviparous germination. It is moderately resistant to leaf blast and susceptible to bacterial blight, virus disease and insect pests. The yield performance of this rice cultivar is about 5.27 MT/ha in milled rice in local adaptability test for three years from 1999 to 2001). 'Seolgaeng' is adaptable to central and southern plain areas of Korea.

A New Black Pericarp, Medium-Ripening Glutinous Rice Cultivar 'Boseogheugchal' (중생 흑자색 찰벼 신품종 '보석흑찰')

  • Lee, Jeom-Ho;Lee, Sang-Bok;Kim, Hong-Yeol;Yang, Chang-Ihn;Kim, Myeong-Ki;Jeon, Yong-Hee;Lee, Kyu-Seong;Kim, Yeon-Gyu;Jeong, O-Yeong;Hwang, Hung-Goo;Choi, Yong-Hwan;Yang, Sae-Jun;Cho, Young-Chan;Oh, Sea-Kwan;Yea, Jong-Du;Lee, Jeong-Hee;Won, Yong-Jae;Lee, Jeong-Ill;Chung, Kuk-Hyun;Hwang, Ki-Ho
    • Korean Journal of Breeding Science
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    • v.43 no.6
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    • pp.600-605
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    • 2011
  • 'Boseogheugchal', a new black pericarp glutinous rice cultivar (Oriza sativa L.), was developed by the rice breeding team of National Institute of Crop Science, RDA, Suwon, Korea during the period from 1997 to 2008 and released in 2008. It was derived from a cross between SR18638-B-B-B-18-2/ Heugmi H31. The maturity of this cultivar is about 135 days from seedling to heading. This cultivar has about 12 tillers per hill and 94 spikelet numbers per panicle. Ripening ratio is about 72% and 1000 grain weight is 21.6 g in brown rice. This new variety shows grain shattering resistance and susceptible for blast, bacterial leaf blight and stripe virus. 'Boseogheugchal' has glutinous endosperm and low protein contents. It has higher anthocyanin content compared to black pigmented check cultivar 'Hegjinjubyeo'. The yield performance of brown rice was 4.82 MT/ha in local adaptability test for three years. 'Boseogheugchal' is adaptable to central plain area of Korea.

An Extremely Early-Maturing, Plain Area Adaptable, Blast Resistant and High Grain Quality Rice Cultivar 'Joun' (평야지적응 극조생 내도열병 고품질 벼 신품종 '조운')

  • Won, Yong-Jae;Ryu, Hae-Young;Shin, Young-Seop;Hong, Ha-Cheol;Kim, Yeon-Gyu;Kim, Myeong-Ki;Jung, Kuk-Hyun;Jeon, Yong-Hee;Cho, Young-Chan;Ahn, Eok-Keun;Yoon, Kwang-Sup;Lee, Jeong-Heui;Kim, Jeong-Ju;Oh, Sea-Kwan;Oh, Myung-Kyu;Jeung, Ji-Ung;Chun, A-Reum;Park, Hyang-Mi;Roh, Jae-Hwan;Yoon, Young-Hwan
    • Korean Journal of Breeding Science
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    • v.42 no.3
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    • pp.313-317
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    • 2010
  • There are the farmer's needs to develop early-maturing cultivar adaptable to mid-northern inland plain and alpine area. Furthermore, it is required to develop a rice variety to produce new rice before concentrated marketing dates, even in the years of early Chuseok. 'Joun' is a new extremely early-maturing japonica rice cultivar developed in 2009 from the cross of SR14880-173-3-3-2-2-2/Unbong20 at Cheolwon Substation, National Institute of Crop Science (NICS), Rural Development Administration (RDA). The heading date of 'Joun' is July 23 in mid-northern alpine area, which is 7 days earlier than that of Odaebyeo. It has about 61 cm in culm length with semi-erect plant type. Panicle has a few awns and its exertion is good. The number of spikelets per panicle is smaller than that of Odaebyeo and 1,000 grain-weight of brown rice is 21.2 g which is less than 26.3 g of Odaebyeo, but the complete grain ratio is higher. Milled kernels are translucent with non-glutinous endosperm and palatability of cooked rice is good. It shows strong resistance to cold treatment, lodging, premature heading, wilting and viviparous germination during ripening stage. This cultivar shows resistance to leaf blast disease but susceptible to bacterial blight, virus disease and insect pests. The milled rice yield performance of 'Joun' is about 5.18 MT/ha by ordinary culture in local adaptability test for three years. This cultivar may be highly adaptable to the mid-northern inland plain and alpine area, north-eastern coastal area and middle plain area.

A New Mid-late Maturing Rice Variety, 'Honong' with High-Quality and Multiple Disease Resistance (중만생 고품질 복합내병성 벼 신품종 '호농')

  • Kim, Ki-Young;Shin, Mun-Sik;Ko, Jae-Kwon;Nam, Jeong-Kwon;Ha, Ki-Yong;Baek, Man-Gee;Ko, Jong-Cheol;Kim, Bo-Kyeong;Park, Hyun-Su;Shin, Woon-Chul;Kang, Hyun-Jung;Choung, Jin-Il;Kim, Woo-Jae;Mo, Young-Jun;Kim, Jung-Gon
    • Korean Journal of Breeding Science
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    • v.42 no.3
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    • pp.252-256
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    • 2010
  • 'Honong' is a new japonica rice variety developed and registered by the rice breeding team of Department of Rice and Winter Cereal Crop, NICS, RDA in 2009. This variety was derived from mutagen MNU (N-methyl-N-nitrosourea) treatment on fertilized egg cells of Unbong31. This variety has about 126 days growth duration from transplanting to harvesting in west-southern coast, Honam and Youngnam plain of Korea. It has 79 cm in culm length and is tolerant to lodging. In reaction to biotic and abiotic stresses, it show resistance to blast, bacterial blight pathogen races from $K_1$ to $K_3$ and stripe virus, but susceptible to other major diseases and insect pests. The milled rice of 'Honong' exhibits translucent, relatively clear non-glutinous endosperm and medium short grain. It has higher amylose content (20.3%) and lower protein content (6.3%), and good palatability of cooked rice compared with Nampyeong. The milled rice yield performance of this variety is about 5.44MT/ha in local adaptability test for three years. 'Honong' would be adaptable to west-southern coast, Honam and Youngnam plain of Korea.