An Optimal Decision Support System Based on Crop Dynamic Model for N-Fertilizer Treatment

被引:3
|
作者
Singh, Abhaya Pal [1 ]
Yerudkar, Amol [1 ]
Liuzza, Davide [2 ]
Liu, Yang [3 ,4 ,5 ]
Glielmo, Luigi [1 ]
机构
[1] Univ Sannio, Dept Engn, I-82100 Benevento, Italy
[2] ENEA Fus & Nucl Safety Dept, I-00044 Frascati, Italy
[3] Zhejiang Normal Univ, Coll Math & Comp Sci, Jinhua 321004, Peoples R China
[4] Zhejiang Normal Univ, Coll Math Med, Jinhua 321004, Peoples R China
[5] Jinhua Intelligent Mfg Res Inst, Jinhua 321032, Peoples R China
关键词
precision agriculture; rice; optimization; N-fertilizer; sensors; crop growth dynamics; NITROGEN USE EFFICIENCY; RICE SOILS; YIELD; LOSSES; GROWTH; INDEX; PRICE; OIL;
D O I
10.3390/s22197613
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The efficient handling of nitrogen has become a critical issue in modern agriculture, from a financial standpoint, as well as in regard to reducing the environmental impacts of using an excessive amount of nitrogen fertilizer. Manure compost is useful for maintaining or raising soil chemical levels without excessive NO3- accumulation; however, for the best grain yield, it should be combined with N fertilizer. Via this study, we aimed to develop an optimal decision support system that indicates when to initiate fertilization based on nitrogen-limited (N-limited) crop growth dynamics. An optimal nitrogen fertilizer (N-fertilizer) management system increases crop yield while maintaining a balance between fertilizer supply and crop demand. This study used the N-limited crop growth model (LINTUL3) to develop an optimal decision support system. In this work, we formulated and resolved two optimization challenges: (i) maximization of biomass growth; and (ii) maximization of growth with the least cost paid on N-fertilizer and its application. Furthermore, two case studies were developed based on the number of fields: (i) optimization for a single field, and (ii) optimization for multiple fields. In the case of multiple fields, it is hypothesized that a fertilizer treatment for one field can leak to other fields and affect the nitrogen dynamics of different fields. Finally, numerical simulations were carried out supporting the theory developed in the paper. The simulations showed that when the proposed work was employed to achieve the goal of optimal nitrogen management for a crop, a 28% to 53% increase in biomass growth under certain scenarios was attained.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] RESPONSE OF POTATOES TO N-FERTILIZER - DYNAMIC-MODEL
    GREENWOOD, DJ
    NEETESON, JJ
    DRAYCOTT, A
    PLANT AND SOIL, 1985, 85 (02) : 185 - 203
  • [2] RESPONSE OF WINTER-WHEAT TO N-FERTILIZER - DYNAMIC-MODEL
    GREENWOOD, DJ
    VERSTRAETEN, LMJ
    DRAYCOTT, A
    SUTHERLAND, RA
    FERTILIZER RESEARCH, 1987, 12 (02): : 139 - 156
  • [3] Interaction between diazotrophic bacteria and N-fertilizer doses on sugarcane crop
    Oliver, Rodrigo
    Silva, Marcelo de Almeida
    JOURNAL OF PLANT NUTRITION, 2018, 41 (06) : 722 - 736
  • [4] FARMER PARTICIPATION IN RESEARCH AND EXTENSION - N-FERTILIZER RESPONSE IN CROP ROTATIONS
    FRANZLUEBBERS, AJ
    FRANCIS, CA
    JOURNAL OF SUSTAINABLE AGRICULTURE, 1991, 2 (02): : 9 - 30
  • [5] EFFECT OF N-FERTILIZER AND P-FERTILIZER ON PRODUCTIVITY OF ALFALFA ESTABLISHED WITH A WHEAT COMPANION CROP
    BITTMAN, S
    PULKINEN, DA
    WADDINGTON, J
    CANADIAN JOURNAL OF PLANT SCIENCE, 1987, 67 (01) : 275 - 276
  • [6] EFFECTS OF CROP SEQUENCE AND N-FERTILIZER LEVELS ON SOIL BULK-DENSITY
    HAGEMAN, NR
    SHRADER, WD
    AGRONOMY JOURNAL, 1979, 71 (06) : 1005 - 1008
  • [7] The drought response of lowland rice to crop establishment practices and N-fertilizer sources
    Tuong, TP
    Castillo, EG
    Cabangon, RC
    Boling, A
    Singh, U
    FIELD CROPS RESEARCH, 2002, 74 (2-3) : 243 - 257
  • [8] A CONCISE SIMULATION-MODEL FOR INTERPRETING N-FERTILIZER TRIALS
    GREENWOOD, DJ
    DRAYCOTT, A
    LAST, PJ
    DRAYCOTT, AP
    FERTILIZER RESEARCH, 1984, 5 (04): : 355 - 369
  • [9] DETERMINATION OF OPTIMAL N-FERTILIZER DEMAND OF WHEAT AND MAIZE BY SOIL TEST
    GYORI, D
    NEMETH, I
    MATUSSENYI, K
    PHANCHOMPHONH, N
    NOVENYTERMELES, 1990, 39 (02): : 139 - 146
  • [10] Optimization of irrigation and N-fertilizer strategies for cabbage plasticulture system
    Barrett, Charles E.
    Zotarelli, Lincoln
    Paranhos, Lucas G.
    Dittmar, Peter
    Fraisse, Clyde W.
    VanSickle, John
    SCIENTIA HORTICULTURAE, 2018, 234 : 323 - 334