Byrd Kristin B, Lorenz Austen A, Anderson James A, Wallace Cynthia S A, Moore-O'Leary Kara A, Isola Jennifer, Ortega Ricardo, Reiter Matthew E
USGS Western Geographic Science Center, P.O. Box 158, Moffett Field, California, 94035, USA.
USGS Western Ecological Research Center, 800 Business Park Drive, Suite D, Dixon, California, 95620, USA.
Ecol Appl. 2020 Oct;30(7):e02153. doi: 10.1002/eap.2153. Epub 2020 Jun 11.
California's Central Valley, USA is a critical component of the Pacific Flyway despite loss of more than 90% of its wetlands. Moist soil seed (MSS) wetland plants are now produced by mimicking seasonal flooding in managed wetlands to provide an essential food resource for waterfowl. Managers need MSS plant area and productivity estimates to support waterfowl conservation, yet this remains unknown at the landscape scale. Also the effects of recent drought on MSS plants have not been quantified. We generated Landsat-derived estimates of extents and productivity (seed yield or its proxy, the green chlorophyll index) of major MSS plants including watergrass (Echinochloa crusgalli) and smartweed (Polygonum spp.) (WGSW), and swamp timothy (Crypsis schoenoides) (ST) in all Central Valley managed wetlands from 2007 to 2017. We tested the effects of water year, land ownership and region on plant area and productivity with a multifactor nested analysis of variance. For the San Joaquin Valley, we explored the association between water year and water supply, and we developed metrics to support management decisions. MSS plant area maps were based on a support vector machine classification of Landsat phenology metrics (2017 map overall accuracy: 89%). ST productivity maps were created with a linear regression model of seed yield (n = 68, R = 0.53, normalized RMSE = 10.5%). The Central Valley-wide estimated area for ST in 2017 was 32,369 ha (29,845-34,893 ha 95% CI), and 13,012 ha (11,628-14,396 ha) for WGSW. Mean ST seed yield ranged from 577 kg/ha in the Delta Basin to 365 kg/ha in the San Joaquin Basin. WGSW area and ST seed yield decreased while ST area increased in critical drought years compared to normal water years (Scheffe's test, P < 0.05). Greatest ST area increases occurred in the Sacramento Valley (~75%). Voluntary water deliveries increased in normal water years, and ST seed yield increased with water supply. Z scores of ST seed yield can be used to evaluate wetland performance and aid resource allocation decisions. Updated maps will support habitat monitoring, conservation planning and water management in future years, which are likely to face greater uncertainty in water availability with climate change.
美国加利福尼亚州的中央谷地是太平洋迁徙路线的重要组成部分,尽管其湿地面积减少了90%以上。目前,通过在人工管理的湿地中模拟季节性洪水来种植湿生土壤种子(MSS)湿地植物,为水禽提供重要的食物资源。管理者需要MSS植物面积和生产力的估计值来支持水禽保护工作,但在景观尺度上,这些信息仍然未知。此外,近期干旱对MSS植物的影响也尚未量化。我们利用陆地卫星数据估算了2007年至2017年中央谷地所有人工管理湿地中主要MSS植物的面积和生产力(种子产量或其替代指标,即绿色叶绿素指数),包括水稗草(Echinochloa crusgalli)和蓼属植物(Polygonum spp.)(WGSW),以及沼泽梯牧草(Crypsis schoenoides)(ST)。我们通过多因素嵌套方差分析测试了水文年、土地所有权和区域对植物面积和生产力的影响。对于圣华金谷地,我们探讨了水文年与供水之间的关系,并制定了相关指标以支持管理决策。MSS植物面积图基于陆地卫星物候指标的支持向量机分类(2017年地图总体精度:89%)。ST生产力图通过种子产量的线性回归模型创建(n = 68,R = 0.53,归一化均方根误差 = 10.5%)。2017年中央谷地范围内ST的估计面积为32,369公顷(95%置信区间为29,845 - 34,893公顷),WGSW为13,012公顷(95%置信区间为11,628 - 14,396公顷)。ST的平均种子产量从三角洲盆地的577千克/公顷到圣华金盆地的365千克/公顷不等。与正常水文年相比,在关键干旱年份,WGSW面积和ST种子产量下降,而ST面积增加(谢费检验,P < 0.05)。ST面积增加最多的是萨克拉门托谷地(约75%)。正常水文年的自愿供水量增加,ST种子产量随供水量增加。ST种子产量的Z分数可用于评估湿地性能并辅助资源分配决策。更新后的地图将支持未来几年的栖息地监测、保护规划和水资源管理,而随着气候变化,未来水资源供应可能面临更大的不确定性。