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来源类型 | Articles |
规范类型 | 论文 |
DOI | 10.1371/journal.pone.0169096 |
ISSN | 1932-6203 |
The Use of Mixed Effects Models for Obtaining Low-Cost Ecosystem Carbon Stock Estimates in Mangroves of the Asia-Pacific | |
Luttrell, C.; Sills, E.O.; Aryani, R.; Ekaputri, A.D.; Evnike, M.F. | |
发表日期 | 2017 |
出处 | PLoS ONE 12(1): e0169096 |
出版年 | 2017 |
语种 | 英语 |
摘要 | Mangroves provide extensive ecosystem services that support local livelihoods and international environmental goals, including coastal protection, biodiversity conservation and the sequestration of carbon (C). While voluntary C market projects seeking to preserve and enhance forest C stocks offer a potential means of generating finance for mangrove conservation, their implementation faces barriers due to the high costs of quantifying C stocks through field inventories. To streamline C quantification in mangrove conservation projects, we develop predictive models for (i) biomass-based C stocks, and (ii) soil-based C stocks for the mangroves of the Asia-Pacific. We compile datasets of mangrove biomass C (197 observations from 48 sites) and soil organic C (99 observations from 27 sites) to parameterize the predictive models, and use linear mixed effect models to model the expected C as a function of stand attributes. The most parsimonious biomass model predicts total biomass C stocks as a function of both basal area and the interaction between latitude and basal area, whereas the most parsimonious soil C model predicts soil C stocks as a function of the logarithmic transformations of both latitude and basal area. Random effects are specified by site for both models, which are found to explain a substantial proportion of variance within the estimation datasets and indicate significant heterogeneity across-sites within the region. The root mean square error (RMSE) of the biomass C model is approximated at 24.6 Mg/ha (18.4% of mean biomass C in the dataset), whereas the RMSE of the soil C model is estimated at 4.9 mg C/cm3 (14.1% of mean soil C). The results point to a need for standardization of forest metrics to facilitate meta-analyses, as well as provide important considerations for refining ecosystem C stock models in mangroves. |
主题 | mangroves ; swamps ; biomass ; forests ; forest ecology ; trees ; ecosystems |
区域 | Asia Pacific |
URL | https://www.cifor.org/library/6358/ |
来源智库 | Center for International Forestry Research (Indonesia) |
引用统计 | |
资源类型 | 智库出版物 |
条目标识符 | http://119.78.100.153/handle/2XGU8XDN/93568 |
推荐引用方式 GB/T 7714 | Luttrell, C.,Sills, E.O.,Aryani, R.,et al. The Use of Mixed Effects Models for Obtaining Low-Cost Ecosystem Carbon Stock Estimates in Mangroves of the Asia-Pacific. 2017. |
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19326203.jpg(6KB) | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 | ||
AMurdiyarso1701.pdf(2167KB) | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 |
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