Pasture growth simulation and sensitivity analysis using APSIM-related models in a tropical silvopastoral system

IF 4.5 1区 农林科学 Q1 AGRONOMY European Journal of Agronomy Pub Date : 2024-08-07 DOI:10.1016/j.eja.2024.127307
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Abstract

Silvopastoral systems integrate trees, pastures, and animals aiming for sustainable livestock production. The APSIM model has been used to simulate silvopastoral systems but the estimates of light transmission through the tree canopies, belowground water competition, and their effects on pasture production, have not been well adjusted. Thus, we improved the simulation of pasture growth within a silvopastoral system by integrating the APSIM-Tropical Pasture and APSIM-Slurps models and calibrated the coupled models to simulate light transmission through the trees along with water competition among species. Observed data was obtained from a silvopastoral system established in São Carlos, SP, Brazil, during two experimental periods that went from Dec-2014 until May-2016 and from Apr-2018 until May-2019. The calibration of the combination of the models was considered overall accurate. The APSIM-Slurp model simulated well (R² = 0.64, NSE = 0.60) the radiation interception by trees. The APSIM-Tropical Pasture model showed a good performance to simulate pasture (R² = 0.90 and NSE = 0.72), leaf (R² = 0.82 and NSE = 0.44), and stem (R² = 0.82 NSE = 0.75) biomass and an acceptable performance for pasture LAI (R² = 0.76 and NSE = 0.58). With that, a multifactorial simulation was performed to test the sensitivity of pasture production as a function of levels of nitrogen, tree leaf area index (LAI), tree root water extraction coefficient, post grazing residual biomass, and season of the year, using 39 years of weather data from the same location of the field experiment as input. The sensitivity analysis showed that the combination of the models was sensitive to variations of the factors with the greatest sensitivity occurring for the tree LAI. The assembling of APSIM-Tropical Pasture and APSIM-Slurp models well simulated pasture production in a silvopastoral system with different managements, indicating the potential of its use as a decision-making tool for silvopastoral systems´ design.

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在热带林牧系统中使用 APSIM 相关模型进行牧草生长模拟和敏感性分析
林牧系统集成了树木、牧草和动物,旨在实现可持续畜牧业生产。APSIM 模型已被用于模拟林牧系统,但对通过树冠的透光率、地下水竞争及其对牧草产量的影响的估计尚未进行很好的调整。因此,我们通过整合 APSIM-Tropical Pasture 和 APSIM-Slurps 模型,改进了对林牧系统内牧草生长的模拟,并校准了耦合模型,以模拟树木的透光率以及物种间的水分竞争。观测数据来自巴西南太平洋圣卡洛斯市建立的一个林牧系统,该系统的两个实验期分别为 2014 年 12 月至 2016 年 5 月和 2018 年 4 月至 2019 年 5 月。模型组合的校准被认为总体准确。APSIM-Slurp模型很好地模拟了树木对辐射的拦截(R² = 0.64,NSE = 0.60)。APSIM 热带牧场模型在模拟牧场(R² = 0.90,NSE = 0.72)、叶片(R² = 0.82,NSE = 0.44)和茎干(R² = 0.82,NSE = 0.75)生物量方面表现良好,在模拟牧场 LAI 方面表现尚可(R² = 0.76,NSE = 0.58)。因此,以田间试验同一地点 39 年的气象数据为输入,进行了多因素模拟,以测试牧草产量对氮水平、树木叶面积指数(LAI)、树木根部汲水系数、放牧后剩余生物量和季节的敏感性。灵敏度分析表明,模型组合对各种因素的变化都很敏感,其中树木 LAI 的灵敏度最高。APSIM-Tropical Pasture 和 APSIM-Slurp 模型的组合很好地模拟了不同管理下的林牧系统的牧草产量,这表明该模型有可能成为林牧系统设计的决策工具。
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来源期刊
European Journal of Agronomy
European Journal of Agronomy 农林科学-农艺学
CiteScore
8.30
自引率
7.70%
发文量
187
审稿时长
4.5 months
期刊介绍: The European Journal of Agronomy, the official journal of the European Society for Agronomy, publishes original research papers reporting experimental and theoretical contributions to field-based agronomy and crop science. The journal will consider research at the field level for agricultural, horticultural and tree crops, that uses comprehensive and explanatory approaches. The EJA covers the following topics: crop physiology crop production and management including irrigation, fertilization and soil management agroclimatology and modelling plant-soil relationships crop quality and post-harvest physiology farming and cropping systems agroecosystems and the environment crop-weed interactions and management organic farming horticultural crops papers from the European Society for Agronomy bi-annual meetings In determining the suitability of submitted articles for publication, particular scrutiny is placed on the degree of novelty and significance of the research and the extent to which it adds to existing knowledge in agronomy.
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