• Title/Summary/Keyword: Drainage class

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Performance of Random Forest Classifier for Flood Mapping Using Sentinel-1 SAR Images

  • Chu, Yongjae;Lee, Hoonyol
    • Korean Journal of Remote Sensing
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    • v.38 no.4
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    • pp.375-386
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    • 2022
  • The city of Khartoum, the capital of Sudan, was heavily damaged by the flood of the Nile in 2020. Classification using satellite images can define the damaged area and help emergency response. As Synthetic Aperture Radar (SAR) uses microwave that can penetrate cloud, it is suitable to use in the flood study. In this study, Random Forest classifier, one of the supervised classification algorithms, was applied to the flood event in Khartoum with various sizes of the training dataset and number of images using Sentinel-1 SAR. To create a training dataset, we used unsupervised classification and visual inspection. Firstly, Random Forest was performed by reducing the size of each class of the training dataset, but no notable difference was found. Next, we performed Random Forest with various number of images. Accuracy became better as the number of images in creased, but converged to a maximum value when the dataset covers the duration from flood to the completion of drainage.

A Study on Soil Suitability Criteria for Liriopis Platyphylla

  • Cho, Hyun-Jun;Hyun, Byung-Keun;Sonn, Yeon-Kyu;Park, Chan-Won;Chun, Hyen-Chung;Song, Kwan-Cheol;Noh, Dae-Cheol;Yun, Kwan-Hee
    • Korean Journal of Soil Science and Fertilizer
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    • v.46 no.6
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    • pp.542-548
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    • 2013
  • Soil properties and yields of liriopis platyphylla were investigated to establish soil suitability of Korean liriopis platyphylla at 116 farms in Korea. Morphological and physical properties of the soils were investigated along with the average yield of 2~3 years. The impact factors of soil properties to the yield of liriopis platyphylla were selected based on standard error of each factor. The yields of liriopis platyphylla showed the greatest values when the morphology was alluvial plains, when the drainage was well or moderately well, when the slope was 0-2%, the texture was coarse loamy, when the gravel content was less than 15% and when the available soil depth was more than 100 cm. Contribution factors of soil properties to the yields were 0.15 by morphology, 0.15 by drainage level, 0.13 by slope, 0.18 by texture, 0.16 by gravel content and 0.23 by available soil depth, respectively. Soil suitability classes were set as follows; the best suitable land if score was greater than 92, suitable land if score ranged from 91 to 86, the possible land if the score ranged from 85 to 83, and low productive land if score was less than 82. According to the criteria, 17.8% of the production area was the best suitable land, 43.1% was suitable land, 17.3% was possible land, and 21.8% was low productive land. The sum of both the best and suitable lands were 60.9% of the farm area of Miryang in Gyeongsangnam-do.

A Study on Soil Suitability Criteria for Adzuki Bean

  • Cho, Hyun-Jun;Hyun, Byung-Keun;Sonn, Yeon-Kyu;Hur, Seung-Oh;Shin, Kook-Sik
    • Korean Journal of Soil Science and Fertilizer
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    • v.47 no.6
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    • pp.412-417
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    • 2014
  • Soil properties and yields of red been were investigated to establish soil suitability of Korean adzuki bean at 166 farms in Korea. The soil morphological and physical properties were investigated by 1:5,000 scale average yield of 2~3 years. The impact factors to the adzuki bean yields and soil properties were selected based on standard error of each factor. The yields of adzuki bean showed the greatest values when the morphology was alluvial plains, the drainage was well or moderately well, the slope was 2~7%, the texture was fine loamy, the gravel content was less than 15% and the available soil depth was more than 100 cm. Contribution factors of soil properties to the yields were 0.18 of morphology, 0.18 of drainage level, 0.23 of slope, 0.20 of texture, 0.11 of gravel content and 0.10 of available soil depth, respectively. Soil suitability levels were set as the best suitable land if score was greater than 90, suitable land if score ranged from 89 to 85, the possible land if the score ranged from 79 to 84 and low productive land if score was less than 78. According to the criteria 37.5% of the production area was the best suitable land, 29.4% was suitable land, 22.3% was possible land and 10.8% was low productive land. The best and suitable lands were total of 66.9% in Gyeongju, Gyeosangbuk-do.

Reset of Cultivation Zones of Green Manure Crops under Paddy Field in South Korea: Focused on Minimum Temperature and Drainage Class (국내 주요 녹비작물 논재배 적지 재설정: 1월 평균 최저기온 및 배수등급을 기준으로)

  • Kim, Min-Tae;Kim, Kwang Seop;Park, Ki Do;Ryu, Jin-Hee;Choi, Jong-Seo;Ku, Ja-Hwan;Kim, Suk-Jin;Lee, Choon-Woo;Lee, Kyungdo;Kang, Hang-Won
    • KOREAN JOURNAL OF CROP SCIENCE
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    • v.60 no.1
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    • pp.91-96
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    • 2015
  • Stable production of green manure crop is one of the critical factor for successful implementation of environmental-friendly agriculture in South Korea. Most green manure crops including hairy vetch cultivated in South Korea must be passed cold winter season. This study was conducted to establishment of cultivation zones on green manure crops under paddy field in South Korea using on minimum temperature and drainage class. In order to build the spatial distribution map, hairy vetch, triticale, barley, rye, and clover as green manure crop were selected and mean of daily minimum temperature and drainage class in paddy field were considered as limiting factor for stable growth of green manure crop. And cultivation zone on green manure crops was divided into two categories; 'Availability area' and 'Safety area'. Low limit temperature on green manure crops in this study was the following. Temperature on 'Availability area' was $-10^{\circ}C$, $-8^{\circ}C$, $-6^{\circ}C$, and $-20^{\circ}C$ for hairy vetch (including triticale), barley, clover, and rye respectively. And temperature on 'Safety area' was lower $-2^{\circ}C$ compared to that of 'Availability area' exception rye which was the same degree. Rye was expected to safely cultivated the almost whole paddy field (99.71%) of South Korea. 'Safety area' among the whole paddy field for hairy vetch, barley, and clover were 86.58, 53.06, and 15.76% respectively. The spatial distribution map of green manure crops reestablished in this study could be used the policy and agricultural management for environmental-friendly agriculture using green manure crops in South Korea.

A Study on the Correlations among the Physical and Chemical Properties of Soils in Korea (우리나라 토양(土壤)의 물리화학적(物理化學的) 특성(特性) 상호관계(相互關係)에 관(關)한 연구(硏究))

  • Jo, In-Sang;Hur, Bong-Koo;Kim, Lee-Yul;Cho, Seong-Jin
    • Korean Journal of Soil Science and Fertilizer
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    • v.18 no.2
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    • pp.134-139
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    • 1985
  • This study was designed to understand the relationships among the soil physical and chemical properties and to obtain the useful regression to calculate the cation exchange capacity, field capacity, wilting point moisture content and organic matter content. Fourteen soil properties were collected from 315 representative soil series in Korea. Simple and multiple regression were analyzed with the data by grouping land use, drainage class and soil depth. The multiple regression equations which can be calculated the cation exchange capacity from clay and organic matter content were found out. Cation exchange capacity of clay was 22me/100g, and that of organic matter was 103.3me/100g. Moisture retentions, both of wilting point moisture content and field capacity, were closely related to clay and organic matter content. The coefficient of clay was increased with drainage class changed more poor but the coefficient of organic matter was highest at moderately well drained soil. Organic matter content can be calculated by soil texture and pH. Organic matter content was decreased by in creasing the pH. The highly significant regressions were found between base saturation and pH.

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The Classification and Interpretation of Korean Soils Derived from Sedimentary Rocks using Multidimensional Scaling (다차원척도법을 이용한 우리나라 퇴적암 유래토양의 분류 및 해설)

  • Sonn, Yeon-Kyu;Seo, Myung-Chul;Park, Chan-Won;Hyun, Byung-Keun;Zhang, Yong-Seon
    • Korean Journal of Soil Science and Fertilizer
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    • v.41 no.6
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    • pp.387-392
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    • 2008
  • It is very important to characterize five major properties of topography, drainage class, soil texture, available soil depth, and gravel content for soil survey. We used multidimensional scaling method for analyzing five major properties for the soils originated from sedimentary rocks to understand their relationships. We simplified 5 major characteristics on soils derived from sedimentary rocks. That is, topographic factor was 15 to 9, soil texture was 32 to 6, drainage class was 6 to 5, available depth was 4, and gravel content was 3. For the viewpoint of eigenvector, from dimension 2, 3 to dimension 1, 4, mountain soils and more fine soils dominated. By eigenvalue, there was no tendency, but in details, was some tendency between small groups. Like this, closely observe exceptional distribution of soils, we need improved intra-group homogeneity based on weight control of soil factor, addition and subtraction of soil factors. Also, we carefully analyzed soil characteristics involved intra-group, then we need reconsideration of past classification units.

Soil Environmental Characteristics and the Growth of Young Rice Seedlings (토양환경(土壤環境)의 특성(特性)과 벼 어린모의 생육(生育))

  • Hur, Bong Koo;Jo, In Sang;Um, Ki Tae
    • Korean Journal of Soil Science and Fertilizer
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    • v.24 no.1
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    • pp.55-60
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    • 1991
  • This study was carried out to obtain the effects of soil environment and characteristics on the growth and yield of young rice seedling. Twenty four rice fields were selected among the labor saving mechanization complex, and the growth statu s and various soil characteristics were investigated The young rice seedling planted soils were located at the range of elevation 5m to 210m, and the average water holding days was 5.1 days, and drainage class were mainly moderately well to imperfectly. The plant height on 30th day after machine transplanting were higher and the tiller numbers were smaller at the higher clay contents at moderately well and imperfectly drained soils. In case of sandy loam soils, the better the drainage class, the higher plant and more tillers. Soil hardness was lower in sandy loam, and the bulk densities of loam, silty clay loam and poorly drained soils were lower than the other fields. There were not differences of soil chemical properties between the soil textural groups but organic matter content were higher in poorly drained soils. The rice yields of young seedling planted fields were negatively correlated to soil bulk density and highly significantly correlated to the exchangeable calcium contents of the soils. The average yield of young rice seedlings was 487kg/10a, 2.5% higher than semi-adult rice seedling of 475kg/10a.

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Changes in the Soil Physical Properties of Vineyard Converted from Paddy Field (논에서 전환한 포도원의 토양물리적 특성변화)

  • Yun, Eul-Soo;Jung, Ki-Youl;Park, Ki-Do;Ko, Jee-Yeon;Lee, Jae-Saeng;Park, Sung-Tae
    • Korean Journal of Soil Science and Fertilizer
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    • v.42 no.3
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    • pp.145-151
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    • 2009
  • This study was conducted to develop rational soil management and enhance the productivity of lands converted from paddy soils. Specifically, the changes in the soil physical properties brought about by the change in land usage from paddy soil were evaluated. This was carried out from 1999 to 2001 at 50 site in large-scale converted paddy fields of Kimcheon, Youngcheon, Gyeongsan and Milyang in the Youngnam region, categorized according to soil texture and drainage class. The ridge height of converted paddy soils was higher in coarse-textured and poorly-drained soils than in fine-textured and well-drained soils. The gray color of the surface soil was of lesser degree in converted soils than paddy soils and more notable in welldrained soils. The porosity ratio and the formation of aggregate structure were higher, and the appearance of soil mottling was deeper in converted paddy fields than in paddy soils. The glaying layer "g" of surface soil degraded with time. The porosity and amount of water stable aggregate was found to increase with time after conversion. The penetration resistance of the converted paddy soil was lower and deeper with time after conversion. The soil aeration of the converted paddy soil was lower in sandy loam than in loamy soil. Furthermore, soil aeration was influenced by ridge height and drainage class in poorly-drained soils.

Suitability Grouping System of Paddy Soils for Multiple Cropping -Part II : Criteria of the Suitability Grouping (다모작(多毛作)을 위한 답토양(畓土壤) 적성등급(適性等級) 구분(區分) -제(第)2보(報) : 적성등급(適性等級) 구분기준(區分基準))

  • Jung, Yeun-Tae;Park, Eun-Ho;No, Yeong-Pal;Um, Ki-Tae
    • Korean Journal of Soil Science and Fertilizer
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    • v.19 no.4
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    • pp.283-289
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    • 1986
  • To establish a suitability grouping system of paddy soils for multiple cropping of rice with other upland crops, the study was carried out after a few basic experiments. In succession to the results on basic experiment prior, the suitability system proposed and the results of application mentioned in this report were summarized as follows; 1. The factors of soil properties in the system were productivities represented by soil texture and drainage class, as well as salinity of surface and sub-soil pH of chemical properties were considered together with slope, warmth index, ground water table, parent materials etc. of soil physical or environmental conditions. The weights of the factors were combined with multiplicatively and additively so as the total marks of ideal soil to be 100. The system was composed with 5 suitability classes; over 91 mark is class I, under 60 mark class V, and each 10 point interval between classes. The limiting factors "P" (in the case that Physical properties or Productivity marks under 24), "S" (Surface slope less than 15) and "C" (Chemical condition below 15) etc. were appended up to two kinds to the classes except a part of soils in class I. 2. The areas where the warmth index exceed 110 in Yeongnam were 19% for class I, 22.7% for class II, 44.7% for class III, 11.5% for class IV, and 2.1% for class V. The rates in class I and II were slightly more than those of the whole country. 3. The points of each soil gained by the system had a positive correlation ($r=.922^{**}$) with the potential productivities.

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Potential Productivity and Soil Morphological Characteristics of Paddy Land (답토양(沓土壤)의 형태적(形態的) 특성(特性)과 잠재생산력(潛在生産力)과의 관계(關係))

  • Moon, Joon;Um, Ki-Tae;Youn, Kwan-Hee
    • Korean Journal of Soil Science and Fertilizer
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    • v.14 no.4
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    • pp.174-178
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    • 1982
  • These studies were conducted to investigate the relation among soil morphological characteristics, soil group for management, suitability class and rice yield on nonfertilizer for four years (1976 to 1979) in paddy soils. The obtained results were summarized as follow ; 1. The best soil characteristics were that drainage was imperfectly drained, taxture family was fine loamy, and available soil depth was more than 100cm. 2. The mean of relative unhulled rice yield per 10a for highly productive, non-paddification, sandy, poorly drained and saline soil were 525, 492, 484, 474 and 263kg, respectively. 3. Those for 1st, 2nd, 3rd and 4th suitability class were 532, 510, 464 and 349kg, respectively.

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