USEPA, Office of Research and Development, Research Triangle Park, NC, USA.
USEPA, Office of Research and Development, Research Triangle Park, NC, USA.
J Environ Manage. 2022 Jan 15;302(Pt A):114000. doi: 10.1016/j.jenvman.2021.114000. Epub 2021 Nov 10.
Lake Erie is threatened by eutrophication and harmful algal blooms due to excess nutrient loading from agricultural sources. Agricultural conservation practices (ACPs) have been developed and implemented to reduce nutrient losses but estimating ACP effectiveness is challenging. The Soil and Water Assessment Tool (SWAT) has been used to investigate ACP effectiveness for water quality improvement. Many SWAT applications have been developed by different investigators to evaluate ACP effectiveness for reducing nutrient, particularly phosphorus (P), loading in the agriculturally-dominated Western Lake Erie Basin (WLEB). Our objective is to establish what has been achieved by past modeling research and make suggestions for future applications and improvements. We synthesized the findings of 28 SWAT modeling studies within the WLEB. Models generally performed satisfactorily against accepted criteria for streamflow and sediment, but performance for P loads, like soluble reactive P, was mostly "unsatisfactory". The "unsatisfactory" performance maybe due to imperfections and idealizations in model formulations and/or parameterization. Thus, simulations of P transport and transformation processes need improvement. In addition, model parameter selection is the key part of model set-up. Most SWAT modeling studies used default values during initial set-up, then performed calibration and validation. It was found that the calibrated P related parameter values varied widely across different studies, even within the same watershed with some values unrealistic for the study areas. The phenomena of different combinations of model parameters producing similar outputs indicates equifinality. Equifinality in the baseline model may impact results when ACPs are incorporated. Furthermore, the unrealistic values used in ACP assessment undermine the credibility of ACP effectiveness. Future model applications should try to re-examine the calibrated P parameters and make sure they are realistic for the study area as well as reduce equifinality by constraining the model with characterization of watershed conditions, better understanding of hydrologic processes, and parameter values based on real-world observations. In summary, future model applications should focus on improving P transport and transformation processes, using measured watershed characteristics for parameterization, and improving reflections of climate change, which could result in more accurate assessments of ACP effectiveness to meet targeted goals.
伊利湖受到富营养化和有害藻类大量繁殖的威胁,这是由于农业源的过量营养物质负荷造成的。已经制定并实施了农业保护措施(ACP),以减少养分流失,但估计 ACP 的有效性具有挑战性。土壤和水评估工具(SWAT)已被用于研究 ACP 对水质改善的有效性。许多 SWAT 应用程序已由不同的研究人员开发,以评估 ACP 对减少营养物(特别是磷)在以农业为主的西伊利湖流域(WLEB)中的负荷的有效性。我们的目标是确定过去建模研究取得的成果,并为未来的应用和改进提出建议。我们综合了 WLEB 内 28 项 SWAT 建模研究的结果。模型通常对流和沉积物的标准表现令人满意,但对磷负荷(如可溶性反应性磷)的表现则大多“不令人满意”。“不令人满意”的性能可能是由于模型公式和/或参数化中的不完美和理想化。因此,需要改进磷输运和转化过程的模拟。此外,模型参数的选择是模型设置的关键部分。大多数 SWAT 建模研究在初始设置时使用默认值,然后进行校准和验证。发现,经过校准的与磷有关的参数值在不同的研究中差异很大,即使在同一流域内,某些值也不现实。不同模型参数组合产生相似输出的现象表明存在等效应性。当 ACP 被纳入时,基线模型中的等效应性可能会影响结果。此外,在 ACP 评估中使用不现实的值会破坏 ACP 有效性的可信度。未来的模型应用应该尝试重新检查校准后的磷参数,并确保它们对研究区域是现实的,同时通过特征化流域条件、更好地理解水文过程以及基于实际观测的参数值来减少等效应性。总之,未来的模型应用应侧重于改进磷输运和转化过程,使用测量的流域特征进行参数化,并改进对气候变化的反映,这可以更准确地评估 ACP 的有效性,以实现目标。