Adão Filipe, Campos João C, Santos João A, Malheiro Aureliano C, Fraga Hélder
Centre for the Research and Technology of Agro-Environmental and Biological Sciences (CITAB), University of Trás-os-Montes e Alto Douro (UTAD), Vila Real, Portugal.
Centre for Research in Geospace Science (CICGE), University of Porto, Vila Nova de Gaia, Portugal.
Front Plant Sci. 2023 Feb 8;14:974020. doi: 10.3389/fpls.2023.974020. eCollection 2023.
Climate change has been driving warming trends and changes in precipitation patterns and regimes throughout Europe. Future projections indicate a continuation of these trends in the next decades. This situation is challenging the sustainability of viniculture and, thus, significant efforts towards adaptation should be then carried out by local winegrowers.
Ecological Niche Models were built, using the ensemble modelling approach, to estimate the bioclimatic suitability of four main wine-producing European countries, namely France, Italy, Portugal, and Spain, in the recent past (1989-2005), for the cultivation of twelve Portuguese grape varieties. The models were then used to project the bioclimatic suitability to two future periods (2021- 2050 and 2051-2080) to better understand the potential shifts related to climate change (modeled after Intergovernmental Panel on Climate Change's Representative Concentration Pathways 4.5 and 8.5 scenarios). The models were obtained with the modeling platform BIOMOD2, using four bioclimatic indices, namely the "Huglin Index", the "Cool Night index", the "Growing Season Precipitation index", and the "Temperature Range during Ripening index" as predictor variables, as well as the current locations of the chosen grape varieties in Portugal.
All models performed with high statistical accuracy (AUC > 0.9) and were able to discriminate several suitable bioclimatic areas for the different grape varieties, in and around where they are currently located but also in other parts of the study area. The distribution of the bioclimatic suitability changed, however, when looking at future projections. For both climatic scenarios, projected bioclimatic suitability suffered a considerable shift to the north of Spain and France. In some cases, bioclimatic suitability also moved towards areas of higher elevation. Portugal and Italy barely retained any of the initially projected varietal areas. These shifts were mainly due to the overall rise in thermal accumulation and lower accumulated precipitation in the southern regions projected for the future.
Ensemble models of Ecological Niche Models were shown to be valid tools for winegrowers who want to adapt to a changing climate. The long-term sustainability of viniculture in southern Europe will most likely have to go through a process of mitigation of the effects of increasing temperatures and decreasing precipitation.
气候变化一直在推动整个欧洲的变暖趋势以及降水模式和格局的变化。未来预测表明,这些趋势在未来几十年将持续。这种情况正对葡萄栽培的可持续性构成挑战,因此,当地葡萄种植者应做出重大努力来适应。
利用集合建模方法构建生态位模型,以估计法国、意大利、葡萄牙和西班牙这四个欧洲主要葡萄酒生产国在近期(1989 - 2005年)种植12种葡萄牙葡萄品种的生物气候适宜性。然后,这些模型被用于预测两个未来时期(2021 - 2050年和2051 - 2080年)的生物气候适宜性,以便更好地了解与气候变化相关的潜在变化(根据政府间气候变化专门委员会的代表性浓度路径4.5和8.5情景模拟)。这些模型是使用建模平台BIOMOD2获得的,使用了四个生物气候指数,即“胡格林指数”、“凉爽夜晚指数”、“生长季降水指数”和“成熟期间温度范围指数”作为预测变量,以及所选葡萄品种在葡萄牙的当前位置。
所有模型都具有较高的统计准确性(AUC > 0.9),并且能够区分不同葡萄品种的几个适宜生物气候区域,这些区域不仅在它们当前所在的地方及其周边,也在研究区域的其他地方。然而,从未来预测来看,生物气候适宜性的分布发生了变化。对于这两种气候情景,预计的生物气候适宜性都大幅向北转移到西班牙和法国。在某些情况下,生物气候适宜性也向海拔更高的地区转移。葡萄牙和意大利几乎没有保留任何最初预测的品种区域。这些变化主要是由于预计未来南部地区热量积累总体增加以及降水积累减少。
生态位模型的集合模型被证明是希望适应气候变化的葡萄种植者的有效工具。南欧葡萄栽培的长期可持续性很可能必须经历一个减轻气温升高和降水减少影响的过程。