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      Application of Decision Trees for Prediction of Sugar Content and Productivity using Soil Properties for Actinidia arguta ‘Autumn Sense’

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      https://www.riss.kr/link?id=A106405489

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      다국어 초록 (Multilingual Abstract)

      Environmental conditions are important in increasing the fruit sugar content and productivity of the new cultivar Autumn Sense of Actinidia arguta. We analyzed various soil properties at experimental sites in South Korea. A Pearson’s correlation analysis was performed between the soil properties and sugar content or productivity of Autumn Sense. Further, a decision tree was used to determine the optimal soil conditions. The difference in the fruit size, sugar content, and productivity of Autumn Sense across sites was significant, confirming the effects of soil properties. The decision tree analysis showed that a soil C/N ratio of over 11.49 predicted a sugar content of more than 7°Bx at harvest time, and soil electrical capacity below 131.83 μS/cm predicted productivity more than 50 kg/vine at harvest time. Our results present the soil conditions required to increase the sugar content or productivity of Autumn Sense, a new A.
      arguta cultivar in South Korea.
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      Environmental conditions are important in increasing the fruit sugar content and productivity of the new cultivar Autumn Sense of Actinidia arguta. We analyzed various soil properties at experimental sites in South Korea. A Pearson’s correlation ana...

      Environmental conditions are important in increasing the fruit sugar content and productivity of the new cultivar Autumn Sense of Actinidia arguta. We analyzed various soil properties at experimental sites in South Korea. A Pearson’s correlation analysis was performed between the soil properties and sugar content or productivity of Autumn Sense. Further, a decision tree was used to determine the optimal soil conditions. The difference in the fruit size, sugar content, and productivity of Autumn Sense across sites was significant, confirming the effects of soil properties. The decision tree analysis showed that a soil C/N ratio of over 11.49 predicted a sugar content of more than 7°Bx at harvest time, and soil electrical capacity below 131.83 μS/cm predicted productivity more than 50 kg/vine at harvest time. Our results present the soil conditions required to increase the sugar content or productivity of Autumn Sense, a new A.
      arguta cultivar in South Korea.

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      참고문헌 (Reference)

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      2 Ozenc DB, "The effect of hazelnut husk compost and some organic and inorganic media on root growth of kiwifruit (Actinidia deliciosa)" 6 (6): 113-118, 2007

      3 Rahman MH, "The Impact of Kiwifruit Management on Allophanic Soil Quality:Physical, Chemical and hydrological Properties" Fertilizer and Lime Research Centre, Massey University 1-7, 2012

      4 Chapman HD, "The Citrus Industry, Vol. 2" Division of Agricultural Sciences, University of California 127-189, 1968

      5 Peng XYLL, "Temperature-and duration-dependent rice strawderived biochar: Characteristics and its effects on soil properties of an Ultisol in southern China" 112 (112): 159-166, 2011

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      9 Friedman PS, "Soil properties influencing apparent electrical conductivity: a review" 46 : 45-70, 2005

      10 Guo JH, "Significant acidification in major Chinese croplands" 327 : 1008-1010, 2010

      1 Yang CC, "Use of hyperspectral imagery for identification of different fertilization methods with decision-tree technology" 83 (83): 291-298, 2002

      2 Ozenc DB, "The effect of hazelnut husk compost and some organic and inorganic media on root growth of kiwifruit (Actinidia deliciosa)" 6 (6): 113-118, 2007

      3 Rahman MH, "The Impact of Kiwifruit Management on Allophanic Soil Quality:Physical, Chemical and hydrological Properties" Fertilizer and Lime Research Centre, Massey University 1-7, 2012

      4 Chapman HD, "The Citrus Industry, Vol. 2" Division of Agricultural Sciences, University of California 127-189, 1968

      5 Peng XYLL, "Temperature-and duration-dependent rice strawderived biochar: Characteristics and its effects on soil properties of an Ultisol in southern China" 112 (112): 159-166, 2011

      6 Kultur F, "Spacing and genotype affect fruit sugar concentration, yield, and fruit size of muskmelon" 36 (36): 274-278, 2001

      7 Davidson EA, "Soil water content and temperature as independent or confounded factors controlling soil respiration in a temperate mixed hardwood forest" 4 (4): 217-227, 1998

      8 Wang S, "Soil quality and microbes in organic and conventional farming systems" 6 (6): 5077-5085, 2012

      9 Friedman PS, "Soil properties influencing apparent electrical conductivity: a review" 46 : 45-70, 2005

      10 Guo JH, "Significant acidification in major Chinese croplands" 327 : 1008-1010, 2010

      11 Montanaro G, "Shade mitigates photoinhibition and enhances water use efficiency in kiwifruit under drought" 47 (47): 363-371, 2009

      12 Vågen TG, "Sensing landscape level change in soil fertility following deforestation and conversion in the highlands of Madagascar using Vis-NIR Spectroscopy" 133 (133): 281-294, 2006

      13 Bulluck Iii LR, "Organic and synthetic fertility amendments influence soil microbial, physical and chemical properties on organic and conventional farms" 19 (19): 147-160, 2002

      14 Worthington V, "Nutritional quality of organic versus conventional fruits, vegetables, and grains" 7 (7): 161-173, 2001

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      16 Bremner JM, "Methods of soil analysis" Chemical and microbiological properties American Society of Agronomy 595-624, 1982

      17 Nelson DW, "Methods of Soil Analysis, Part 2. Chemical and Microbiological Properties" ASA, SSSA 539-579, 1982

      18 Judd MJ, "Influence of water stress on kiwifruit growth" 10 : 303-311, 1989

      19 Smith GS, "Handbook of Environmental physiology of fruit crops. Vol. I. Temperate crops" CRC Press 135-163, 1994

      20 Strik BC, "Growing Kiwi Fruit" Oregon State University 1-22, 1996

      21 Latocha P, "Genotypic difference in postharvest characteristics of hardy kiwifruit (Actinidia arguta and its hybrids), as a new commercial crop Part I. Sensory profiling and physicochemical differences" 44 (44): 1936-1945, 2011

      22 Costa G, "Fruiting performance of kiwifruit cv. Hayward affected by use of hydrogen cyanamide" 444 : 473-478, 1997

      23 White A, "Evaluation of softening characteristics of fruit from 14 species of Actinidia" 35 (35): 143-151, 2005

      24 "European Standard 13037. Determination of pH. Soil improvers and growing media"

      25 Mahmood F, "Effects of organic and inorganic manures on maize and their residual impact on soil physico-chemical properties" 17 (17): 22-32, 2017

      26 Mesfine T, "Effect of reduced tillage and crop residue ground cover on yield and water use efficiency of sorghum (Sorghum bicolor (L.) Moench) under semi-arid conditions of Ethiopia" 1 : 152-160, 2005

      27 Agbede TM, "Effect of poultry manure on soil physical and chemical properties, growth and grain yield of sorghum in Southwest, Nigeria" 2 : 72-77, 2008

      28 Stefaniak J, "Effect of nitrogen fertilization on Actinidia arguta plants vigour and soil characteristics" 5 (5): 314-323, 2017

      29 Karimi Y, "Discriminant analysis of hyperspectral data for assessing water and nitrogen stresses in cor" 48 (48): 805-813, 2005

      30 Bhargava N, "Decision tree analysis on j48 algorithm for data mining" 3 (3): 1114-1119, 2013

      31 Khan N, "Critical values of alternative organic amendments on kiwi seedling growth" 64 (64): 774-781, 2018

      32 Shahzad T, "Contribution of exudates, arbuscular mycorrhizal fungi and litter depositions to the rhizosphere priming effect induced by grassland species" 80 : 146-155, 2015

      33 Goel PK, "Classification of hyperspectral data by decision trees and artificial neural networks to identify weed stress and nitrogen status of corn" 39 : 67-93, 2003

      34 Debersaques F, "Challenges faced by commercial kiwiberry (Actinidia arguta planch.) production" 1096 : 435-442, 2015

      35 Frey SD, "Bacterial and fungal abundance and biomass in conventional and no-tillage agroecosystems along two climatic gradients" 31 : 573-585, 1999

      36 Ferguson AR, "Are kiwifruit really good for you" 610 : 131-138, 2003

      37 Institute of Soil Science, Chinese Academy of Science, "Analytical Methods on Physical and chemical Properties of Soils" Shanghai Science and Technology Press 283-284, 1978

      38 Huang J, "Analysis of model-calculated soil moisture over the United States (1931-1993) and applications to long-range temperature forecasts" 9 : 1350-1362, 1996

      39 Srivastava AK, "Analysis of citrus orchard efficiency in relation to soil properties" 30 (30): 2077-2090, 2007

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      학술지 이력

      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2028 평가예정 재인증평가 신청대상 (재인증)
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      2016-01-01 평가 등재학술지 유지 (계속평가) KCI등재
      2012-06-29 학술지명변경 외국어명 : 미등록 -> Journal of Agriculture & Life Science KCI등재
      2012-04-13 학회명변경 영문명 : Institute of Agriculture & Life Scienes Gyeongsang National University -> Institute of Agriculture & Life Science, Gyeongsang National University KCI등재
      2012-01-01 평가 등재 1차 FAIL (등재유지) KCI등재
      2009-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2008-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2006-01-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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      학술지 인용정보

      학술지 인용정보
      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 0.37 0.37 0.35
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      0.37 0.37 0.581 0.07
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