Uncertainty Analysis and Visualization for Nitrogen Leaching with the Maize-N Model

被引:1
|
作者
Samani, Babak [1 ]
Samani, Saeideh [1 ]
Yang, Haishun [2 ]
Yu, Hongfeng [1 ]
机构
[1] Univ Nebraska, Dept Comp Sci & Engn, Lincoln, NE 68588 USA
[2] Univ Nebraska, Dept Agron & Hort, Lincoln, NE USA
基金
美国国家科学基金会;
关键词
Uncertainty Analysis and Visualization; Multivariate Visualization; Nitrogen Leaching; TOOL;
D O I
10.1109/BigData50022.2020.9378105
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nitrogen (N) is an essential nutrient for many crops including corn and soybean. However, its leaching into groundwater is a serious cause of concern for environmental and public health. The amount of N leaching is closely linked to soil water drainage and rainfall. Prediction of N leaching in cropping systems is critical to the improvement of crop management. Maize-N is a model for maize yield and N rate recommendation. However, uncertainties in many parameters, such as weather predictions, soil properties, and information entered by users (e.g., applied N fertilizer), can incur uncertainties in N leaching simulation results. We have developed a platform to assist comprehending the relationship between various input parameters and N leaching. Our platform can reveal N leaching with uncertainty analysis and visualization of different parameters.
引用
收藏
页码:3295 / 3303
页数:9
相关论文
共 50 条
  • [21] Uncertainty visualization for variable associations analysis
    Zhang, Huijie
    Qu, Dezhan
    Liu, Quanle
    Shang, Qi
    Hou, Yafang
    Shen, Han-Wei
    VISUAL COMPUTER, 2018, 34 (04): : 531 - 549
  • [22] CONSTRUCTION OF MAIZE VISUALIZATION MODEL BASED ON BIOMASS
    Sun, Lili
    Wang, Yuzhi
    Li, Yaoyu
    Zhang, Xiaoying
    Zhang, Wuping
    Li, Fuzhong
    INMATEH-AGRICULTURAL ENGINEERING, 2023, 70 (02): : 57 - 65
  • [23] CORRELATION VISUALIZATION FOR STRUCTURAL UNCERTAINTY ANALYSIS
    Pfaffelmoser, Tobias
    Westermann, Ruediger
    INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION, 2013, 3 (02) : 171 - 186
  • [24] Kturf: Pesticide and nitrogen leaching model.
    Starrett, SK
    Starrett, SK
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1998, 216 : U125 - U125
  • [25] Evaluating the Impact of Uncertainty Visualization on Model Reliance
    Zhao, Jieqiong
    Wang, Yixuan
    Mancenido, Michelle V.
    Chiou, Erin K.
    Maciejewski, Ross
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2024, 30 (07) : 4093 - 4107
  • [26] Nitrogen leaching from N limited forest ecosystems: the MERLIN model applied to Gardsjon, Sweden
    Kjonaas, OJ
    Wright, RF
    HYDROLOGY AND EARTH SYSTEM SCIENCES, 1998, 2 (04) : 415 - 429
  • [27] Nitrogen and water management strategies to reduce nitrate Leaching under irrigated maize
    Schepers, JS
    Varvel, GE
    Watts, DG
    JOURNAL OF CONTAMINANT HYDROLOGY, 1995, 20 (3-4) : 227 - 239
  • [28] Yield and nitrogen leaching in maize field under different nitrogen rates and partial root drying irrigation
    Tafteh, A.
    Sepaskhah, A. R.
    INTERNATIONAL JOURNAL OF PLANT PRODUCTION, 2012, 6 (01) : 93 - 113
  • [29] Comparison between the risk of nitrogen leaching from temporary cut grassland and maize
    Deprez, B
    Knoden, D
    de Blander, H
    Lambert, R
    Decamps, C
    Peeters, A
    CONTROLLING NITROGEN FLOWS AND LOSSES, 2004, : 425 - 427
  • [30] Effect of leaching and clay content on carbon and nitrogen mineralisation in maize and pasture soils
    Parfitt, RL
    Salt, GJ
    Saggar, S
    AUSTRALIAN JOURNAL OF SOIL RESEARCH, 2001, 39 (03): : 535 - 542