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气候变化和人类活动影响下黄渤海海草的时空分布格局

Potential distribution patterns of seagrasses in the Yellow Sea and Bohai Sea under the influence of climate change and human activities

  • 摘要: 全球变化和人类活动的双重影响,使海草呈现全球退化趋势并面临日益严峻的灭绝风险。海草分布的影响因素、动态格局及形成机制是海草种群保护的基础,也是关键科学问题之一。本研究以黄渤海鳗草(Zostera marina)和日本鳗草(Zostera japonica)两种海草为研究对象,基于13个海洋环境因子和人类活动压力指数,利用最大熵模型(MaxEnt model)和ArcGIS Pro软件研究了影响海草潜在分布的关键因子,预测了2种不同气候变化情景(SSP126和SSP85)下当前(2020年)和未来(2060年和2100年)海草潜在适生区的时空分布格局和纬度变化趋势。研究结果表明,最大熵模型的预测准确度极高,受试者工作特征曲线下面积(AUC)大于0.90。影响鳗草潜在分布的主导因子为人类活动压力指数、海表温度、坡度和硝酸盐浓度(累计贡献率85.8%);影响日本鳗草潜在分布的主导因子为水深、坡度、海表温度、人类活动压力指数和磷酸盐浓度(累计贡献率87.7%)。在当前气候条件下,鳗草和日本鳗草在黄渤海近海的高适生区面积分别为1 006.71 km2和838.65 km2;在SSP585情景下,鳗草的潜在适生区面积将在2100年扩张至1 104.14 km2 (增长约9.68%),日本鳗草的适生区面积将在2100年缩小至810.98 km2 (减小约3.30%)。黄渤海两种海草均存在较大的保护空缺,鳗草和日本鳗草当前受保护的比例仅为3.24%和6.12%。本研究可为理解海草种群的退化现状及海草保护生物学提供科学依据,对于有针对性地开展海草的保护与修复工作具有重要的实践意义。

     

    Abstract: The combined effects of global change and human activities have led to a global decline in seagrass quality and a heightened risk of extinction. The factors regulating seagrass distribution, their dynamic patterns, and the formation mechanisms form the basis of seagrass population conservation, which is also one of the key scientific issues. In this study, we investigated the key factors affecting the potential distribution of seagrasses by integrating 13 marine environmental factors and human activity index (HAI) for two seagrass species in the Yellow Sea and Bohai Sea. The spatial and temporal distribution patterns and latitudinal trends of seagrasses in the current (2020) and future (2060 and 2100) under two climate change scenarios (SSP126 and SSP85) was predicted using MaxEnt Model and ArcGIS Pro software. The results demonstrated that the MaxEnt Model exhibited a high degree of accuracy. The primary factors driving the potential distribution of Zostera marina were human activity index, sea surface temperature (SST), slope, and nitrate concentration, with a cumulative contribution rate of 85.8%, whereas the primary factors affecting the potential distribution of Zostera japonica were water depth, slope, SST, HAI, and phosphate concentration, with a cumulative contribution rate of 87.7%. The highly suitable area of Z. marina was mainly distributed in Changshan Islands, Juehua Island, Caofeidian, Sanggou Bay, and Swan Lake, while highly suitable area of Z. japonica was mainly distributed in Changshan Islands, Miaodao Islands, and Swan Lake. In the current climatic conditions, the highly suitable areas of Z. marina and Z. japonica in the Yellow Sea and Bohai Sea were 1 006.71 km2 and 838.65 km2, respectively. In the SSP585 scenario, the highly suitable area of Z. marina was projected to increase by 9.68% to 1 104.14 km2 by 2100. In contrast, the highly suitable area of Z. japonica was projected to decrease by 3.30% to 810.98 km2 by 2100. The potential suitable areas for both seagrasses did not exhibit a discernible trend of poleward migration. There were significant conservation gaps for both seagrasses, with only 3.24% of Z. marina and 6.12% of Z. japonica were currently protected. This indicated that there was a significant conservation gap for seagrasses in the Yellow Sea and Bohai Sea, with the majority of seagrass meadows situated within mariculture zones that were subject to considerable anthropogenic activities. The establishment of scientifically planned seagrass protection areas was essential to enhance the resilience of these key ecosystems under climate change. This study provides a scientific basis for understanding the distribution patterns and degradation status of seagrasses, which is of great practical significance for targeted conservation and restoration.

     

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