The Wilderness Society, Bozeman, MT, 59715, USA.
Klamath Center for Conservation Research, Orleans, CA, 95556, USA.
Sci Rep. 2018 Jun 21;8(1):9441. doi: 10.1038/s41598-018-27721-6.
Addressing uncertainties in climate vulnerability remains a challenge for conservation planning. We evaluate how confidence in conservation recommendations may change with agreement among alternative climate projections and metrics of climate exposure. We assessed agreement among three multivariate estimates of climate exposure (forward velocity, backward velocity, and climate dissimilarity) using 18 alternative climate projections for the contiguous United States. For each metric, we classified maps into quartiles for each alternative climate projections, and calculated the frequency of quartiles assigned for each gridded location (high quartile frequency = more agreement among climate projections). We evaluated recommendations using a recent climate adaptation heuristic framework that recommends emphasizing various conservation strategies to land based on current conservation value and expected climate exposure. We found that areas where conservation strategies would be confidently assigned based on high agreement among climate projections varied substantially across regions. In general, there was more agreement in forward and backward velocity estimates among alternative projections than agreement in estimates of local dissimilarity. Consensus of climate predictions resulted in the same conservation recommendation assignments in a few areas, but patterns varied by climate exposure metric. This work demonstrates an approach for explicitly evaluating alternative predictions in geographic patterns of climate change.
解决气候脆弱性方面的不确定性仍然是保护规划的一个挑战。我们评估了在不同的气候预测和气候暴露指标之间达成一致时,保护建议的置信度可能会如何变化。我们使用 18 种美国连续气候预测方案,评估了三种气候暴露的多元估计(前进速度、后退速度和气候差异)之间的一致性。对于每个指标,我们将地图按每个替代气候预测方案分为四分位数,并计算每个网格化位置分配的四分位数频率(高四分位数频率=气候预测之间的一致性更高)。我们使用最近的气候适应启发式框架评估了建议,该框架建议根据当前保护价值和预期气候暴露,为基于陆地的各种保护策略分配重点。我们发现,在气候预测之间有很高的一致性的情况下,根据高一致性的气候预测来确定保护策略的区域存在很大差异。一般来说,在替代预测中,前进和后退速度的估计之间比局部差异的估计之间有更多的一致性。在少数地区,气候预测的一致性导致了相同的保护建议分配,但模式因气候暴露指标而异。这项工作展示了一种在气候变化的地理模式中明确评估替代预测的方法。