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Avoiding treatment bias of REDD+ monitoring by sampling with partial replacement

机译:通过部分替换采样避免REDD +监测的治疗偏倚

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Background Implementing REDD+ renders the development of a measurement, reporting and verification (MRV) system necessary to monitor carbon stock changes. MRV systems generally apply a combination of remote sensing techniques and in-situ field assessments. In-situ assessments can be based on 1) permanent plots, which are assessed on all successive occasions, 2) temporary plots, which are assessed only once, and 3) a combination of both. The current study focuses on in-situ assessments and addresses the effect of treatment bias, which is introduced by managing permanent sampling plots differently than the surrounding forests. Temporary plots are not subject to treatment bias, but are associated with large sampling errors and low cost-efficiency. Sampling with partial replacement (SPR) utilizes both permanent and temporary plots. Results We apply a scenario analysis with different intensities of deforestation and forest degradation to show that SPR combines cost-efficiency with the handling of treatment bias. Without treatment bias permanent plots generally provide lower sampling errors for change estimates than SPR and temporary plots, but do not provide reliable estimates, if treatment bias occurs, SPR allows for change estimates that are comparable to those provided by permanent plots, offers the flexibility to adjust sample sizes in the course of time, and allows to compare data on permanent versus temporary plots for detecting treatment bias. Equivalence of biomass or carbon stock estimates between permanent and temporary plots serves as an indication for the absence of treatment bias while differences suggest that there is evidence for treatment bias. Conclusions SPR is a flexible tool for estimating emission factors from successive measurements. It does not entirely depend on sample plots that are installed at the first occasion but allows for the adjustment of sample sizes and placement of new plots at any occasion. This ensures that in-situ samples provide representative estimates over time. SPR offers the possibility to increase sampling intensity in areas with high degradation intensities or to establish new plots in areas where permanent plots are lost due to deforestation. SPR is also an ideal approach to mitigate concerns about treatment bias.
机译:背景技术REDD +的实施带来了监测碳库变化所必需的测量,报告和验证(MRV)系统的开发。 MRV系统通常将遥感技术与现场评估结合起来。现场评估可以基于1)在所有连续情况下进行评估的永久地块,2)仅进行一次评估的临时地块以及3)两者的组合。当前的研究侧重于原位评估并解决了处理偏差的影响,这种管理偏差是通过管理永久采样区而不是周围森林来引入的。临时图不受处理偏差的影响,但与较大的采样误差和较低的成本效率相关。使用部分替换(SPR)进行采样会同时利用永久性和临时性地块。结果我们对不同森林砍伐和森林退化强度进行了情景分析,以显示SPR将成本效益与处理偏差的处理结合起来。如果没有治疗偏见,永久样地通常提供的变化估计抽样误差低于SPR和临时样地,但不提供可靠的估计,如果发生治疗偏见,SPR允许的变化估计与永久样地提供的可比,可以灵活地进行。在一段时间内调整样本量,并允许比较永久性图和临时性图上的数据以检测治疗偏倚。永久性和临时性地块之间的生物量或碳储量估算值相等,这表明没有处理偏差,而差异表明存在处理偏差的证据。结论SPR是一种灵活的工具,可用于通过连续测量来估算排放因子。它并不完全依赖于第一次安装的样地,而是允许在任何情况下调整样点大小和放置新样地。这样可以确保原位样品随时间推移提供代表性的估算值。 SPR提供了在退化强度高的地区增加采样强度或在因毁林而永久性地块消失的地区建立新地块的可能性。 SPR还是减轻对治疗偏倚的担忧的理想方法。

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