基于生态系统服务的i-Tree生态系统敏感性分析

Q2 Agricultural and Biological Sciences
Jian Lin, C. Kroll, D. Nowak
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引用次数: 9

摘要

“众所周知,树木可以为城市社区提供各种生态系统服务和危害,这些服务和危害可以使用基于现场和环境数据的模型进行量化。通常不确定树木结构和环境变量如何影响模型输出。在这里,我们进行了敏感性分析(SA)i-Tree Eco,一个常见的城市森林模型,分析不同模型输入对三个模块输出的相对影响:生物挥发性有机化合物(BVOC)(异戊二烯和单萜)排放、碳储存和封存,以及二氧化氮、二氧化硫和臭氧的干沉积。SA方法包括Morris一次一次方法和基于方差的分解方法的新应用,该方法将蒙特卡罗模拟与拉丁超立方体采样和Iman-Conover分析相结合。在美国纽约州纽约市进行了一项案例研究,2013年收集了田间小区数据。属通过确定基本排放速率及其与其他输入因子的高相互作用对BVOC排放的影响最大,并且BVOC排放以凹形方式对叶片生物量敏感,以凸形方式对温度敏感,而异戊二烯排放与光合活性辐射(标准杆数)呈强线性关系。乳房高度的直径对碳储存和固存估算量起着最重要的作用;树冠光照和树木状况对碳固存也很重要。干沉降速率对叶面积指数和相对湿度呈近似线性敏感,对温度和标准杆数呈凹形敏感。研究结果为未来的实地绘图活动和模型开发提供了指导。SA揭示的知识也有利于减少模型的不确定性,从而促进更有效的城市森林管理和决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ecosystem Service-Based Sensitivity Analyses of i-Tree Eco
"Trees are known to provide various ecosystem services and disservices to urban communities, which can be quantified using models based on field and environmental data. It is often uncertain how tree structure and environmental variables impact model output. Here we perform a sensitivity analysis (SA) of i-Tree Eco, a common urban forest model, to analyze the relative impact of different model inputs on three module outputs: biogenic volatile organic compound (BVOC)(isoprene and monoterpenes) emissions, carbon storage and sequestration, and dry deposition of nitrogen dioxide, sulfur dioxide, and ozone. The SA methods included novel applications of the Morris one-at-a-time method and a variance-based decomposition method, which integrates Monte Carlo simulation with Latin hypercube sampling and Iman Conover analysis. A case study was performed in New York City, New York, USA, with field plot data collected in 2013. Genus has the largest influence on BVOC emissions by determining base emission rates and its high interactions with other input factors, and BVOC emissions are sensitive to leaf biomass in a concave manner and temperature in a convex manner, while isoprene emissions show a strong linear relationship with photosynthetically active radiation (PAR). Diameter at breast height plays the most important role for both carbon storage and sequestration estimators; crown light exposure and tree condition are also important for carbon sequestration. Dry deposition velocity is sensitive to leaf area index and relative humidity in a nearly linear way, while sensitive to temperature and PAR in a concave manner. The results provide guidance to facilitate future field plot campaigns and model development. The knowledge revealed by the SA is also beneficial for model uncertainty reduction, which in turn facilitates more effective urban forest management and decision-making.
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来源期刊
Arboriculture and Urban Forestry
Arboriculture and Urban Forestry Agricultural and Biological Sciences-Forestry
CiteScore
1.70
自引率
0.00%
发文量
25
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