Calibrating Agro-Hydrological Model under Grazing Activities and Its Challenges and Implications

IF 3.1 Q2 WATER RESOURCES
A. Nelson, M. Maskey, B. Northup, D. Moriasi
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Abstract

Recently, the Agricultural Policy Extender (APEX) model was enhanced with a grazing module, and the modified grazing database, APEXgraze, recommends sustainable livestock farming practices. This study developed a combinatorial deterministic approach to calibrate runoff-related parameters, assuming a normal probability distribution for each parameter. Using the calibrated APEXgraze model, the impact of grazing operations on native prairie and cropland planted with winter wheat and oats in central Oklahoma was assessed. The existing performance criteria produced four solutions with very close values for calibrating runoff at the farm outlet, exhibiting equifinality. The calibrated results showed that runoff representations had coefficients of determination and Nash–Sutcliffe efficiencies >0.6 in both watersheds, irrespective of grazing operations. Because of non-unique solutions, the key parameter settings revealed different metrics yielding different response variables. Based on the least objective function value, the behavior of watersheds under different management and grazing intensities was compared. Model simulations indicated significantly reduced water yield, deep percolation, sediment yield, phosphorus and nitrogen loadings, and plant temperature stress after imposing grazing, particularly in native prairies, as compared to croplands. Differences in response variables were attributed to the intensity of tillage and grazing activities. As expected, grazing reduced forage yields in native prairies and increased crop grain yields in cropland. The use of a combinatorial deterministic approach to calibrating parameters offers several new research benefits when developing farm management models and quantifying sensitive parameters and uncertainties that recommend optimal farm management strategies under different climate and management conditions.
放牧活动下的农业水文模型校准及其挑战和影响
最近,农业政策扩展模型(APEX)增加了放牧模块,修改后的放牧数据库 APEXgraze 推荐了可持续的畜牧业实践。本研究开发了一种组合确定性方法来校准径流相关参数,假设每个参数都是正态概率分布。利用校准后的 APEXgraze 模型,评估了放牧作业对俄克拉荷马州中部的原生草原以及种植冬小麦和燕麦的耕地的影响。根据现有的性能标准,在校准农场出口处的径流时,产生了四个数值非常接近的解决方案,表现出等效性。校准结果表明,在这两个流域,无论放牧与否,径流表征的确定系数和纳什-萨特克利夫效率均大于 0.6。由于非唯一解,关键参数设置显示不同的指标产生不同的响应变量。根据最小目标函数值,比较了不同管理和放牧强度下流域的行为。模型模拟结果表明,与耕地相比,放牧后的产水量、深层渗滤、沉积物产量、磷和氮负荷以及植物温度胁迫明显减少,尤其是在原生草原上。响应变量的差异归因于耕作和放牧活动的强度。正如预期的那样,放牧降低了原生草原的牧草产量,提高了耕地的作物籽粒产量。在开发农场管理模型、量化敏感参数和不确定性时,使用组合确定性方法校准参数可带来一些新的研究效益,从而在不同气候和管理条件下推荐最佳农场管理策略。
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来源期刊
Hydrology
Hydrology Earth and Planetary Sciences-Earth-Surface Processes
CiteScore
4.90
自引率
21.90%
发文量
192
审稿时长
6 weeks
期刊介绍: Journal of Hydrology publishes original research papers and comprehensive reviews in all the subfields of the hydrological sciences, including water based management and policy issues that impact on economics and society. These comprise, but are not limited to the physical, chemical, biogeochemical, stochastic and systems aspects of surface and groundwater hydrology, hydrometeorology, hydrogeology and hydrogeophysics. Relevant topics incorporating the insights and methodologies of disciplines such as climatology, water resource systems, ecohydrology, geomorphology, soil science, instrumentation and remote sensing, data and information sciences, civil and environmental engineering are within scope. Social science perspectives on hydrological problems such as resource and ecological economics, sociology, psychology and behavioural science, management and policy analysis are also invited. Multi-and interdisciplinary analyses of hydrological problems are within scope. The science published in the Journal of Hydrology is relevant to catchment scales rather than exclusively to a local scale or site. Studies focused on urban hydrological issues are included.
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