Prediction of Adaptability of Typical Vegetation Species in Flood Storage Areas under Future Climate Change: A Case in Hongze Lake FDZ, China

Sustainability Pub Date : 2024-07-24 DOI:10.3390/su16156331
Liang Wang, Jilin Cheng, Yushan Jiang, Nian Liu, Kai Wang
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Abstract

China experiences frequent heavy rainfall and flooding events, which have particularly increased in recent years. As flood storage zones (FDZs) play an important role in reducing disaster losses, their ecological restoration has been receiving widespread attention. Hongze Lake is an important flood discharge area in the Huaihe River Basin of China. Previous studies have preliminarily analyzed the protection of vegetation zones in the FDZ of this lake, but the future growth trend of typical vegetation in the area has not been considered as a basis for the precise protection of vegetation diversity and introductory cultivation of suitable species in the area. Taking the FDZ of Hongze Lake as an example, this study investigated the change trend of the suitability of typical vegetation species in the Hongze Lake FDZ based on future climate change and the distribution pattern of the suitable areas. To this end, the distribution of potentially suitable habitats of 20 typical vegetation species in the 2040s was predicted under the SSP1-2.6, SSP2-4.5, SSP3-7.0, and SSP5-8.5 climate scenarios using the latest Coupled Model Intercomparison Project CMIP6. The predicted distribution was compared with the current distribution of potentially suitable habitats. The results showed that the model integrating high-performance random forest, generalized linear model, boosted tree model, flexible discriminant analysis model, and generalized additive model had significantly higher TSS and AUC values than the individual models, and could effectively improve model accuracy. The high sensitivity of these 20 typical vegetation species to temperature and rainfall related factors reflects the climatic characteristics of the study area at the junction of subtropical monsoon climate and temperate monsoon climate. Under future climate scenarios, with reference to the current scenario of the 20 typical species, the suitability for Nelumbo nucifera Gaertn decreased, that for Iris pseudacorus L. increased in the western part of the study area but decreased in the eastern wetland and floodplain, and the suitability of the remaining 18 species increased. This study identified the trend of potential suitable habitat distribution and the shift in the suitability of various typical vegetation species in the floodplain of Hongze Lake. The findings are important for the future enhancement of vegetation habitat conservation and suitable planting in the study area, and have implications for the restoration and conservation of vegetation diversity in most typical floodplain areas.
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未来气候变化下蓄洪区典型植被物种适应性预测:以中国洪泽湖保税区为例
中国暴雨洪涝灾害频发,近年来尤为严重。由于蓄滞洪区(FDZ)在减少灾害损失方面发挥着重要作用,因此其生态修复受到广泛关注。洪泽湖是中国淮河流域的重要泄洪区。以往的研究已初步分析了该湖泊FDZ的植被带保护问题,但并未考虑该区域典型植被的未来生长趋势,也未将其作为该区域植被多样性精准保护和适宜物种引种培育的依据。本研究以洪泽湖保税区为例,研究了基于未来气候变化的洪泽湖保税区典型植被物种适宜性变化趋势及适宜区分布格局。为此,利用最新的耦合模式相互比较项目CMIP6预测了2040年SSP1-2.6、SSP2-4.5、SSP3-7.0和SSP5-8.5气候情景下20种典型植被物种潜在适宜生境的分布。将预测的分布情况与当前潜在适宜栖息地的分布情况进行了比较。结果表明,集成了高性能随机森林、广义线性模型、助推树模型、灵活判别分析模型和广义加法模型的模型的 TSS 值和 AUC 值明显高于单个模型,能有效提高模型的准确性。这 20 种典型植被物种对温度和降雨相关因子的高敏感性反映了研究区域处于亚热带季风气候和温带季风气候交界处的气候特征。在未来气候情景下,参照 20 个典型物种的当前情景,Nelumbo nucifera Gaertn 的适宜性下降,Iris pseudacorus L. 的适宜性在研究区西部上升,但在东部湿地和洪泛平原下降,其余 18 个物种的适宜性上升。本研究确定了洪泽湖洪泛区潜在适宜生境分布趋势及各种典型植被物种适宜性的变化。研究结果对今后加强研究区植被生境保护和适宜种植具有重要意义,并对大多数典型洪泽湖地区植被多样性的恢复和保护具有借鉴意义。
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