Integration of Transport, Survival, and Sampling Efficiency in a Model of South Delta Entrainment

Q3 Agricultural and Biological Sciences San Francisco Estuary and Watershed Science Pub Date : 2019-12-08 DOI:10.15447/sfews.2019v17iss4art4
W. E. Smith
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引用次数: 5

Abstract

A Bayesian hierarchical model that integrated information about state and observation processes was used to estimate the number of adult Delta Smelt entrained into the southern Sacramento−San Joaquin Delta during water export operations by the California State Water Project and the Central Valley Project. The model hierarchy accounted for dynamic processes of transport, survival, sampling efficiency, and observation. Water export, mark−recapture, and fish facility count data informed each process. Model diagnostics and simulation testing indicated a good fit of the model, and that parameters were jointly estimable in the Bayesian hierarchical model framework. The model was limited, however, by sparse data to estimate survival and State Water Project sampling efficiency. Total December to March entrainment of adult Delta Smelt ranged from an estimated 142,488 fish in 2000 to 53 fish in 2014, and the efficiency of louvers used to divert entrained fish to fish facilities appeared to decline at high and low primary intake channel velocities. Though applied to Delta Smelt, the hierarchical modeling framework was sufficiently flexible to estimate the entrainment of other pelagic species.
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南三角洲夹带模式中运输、生存和采样效率的整合
利用贝叶斯分层模型综合了州和观测过程的信息,估算了加利福尼亚州水项目和中央山谷项目在水出口作业期间带入萨克拉门托-圣华金河三角洲南部的成年三角洲胡瓜鱼的数量。模型层次考虑了运输、生存、采样效率和观测的动态过程。水出口,标记-再捕获和鱼设施计数数据通知每个过程。模型诊断和仿真测试表明,该模型拟合良好,在贝叶斯层次模型框架下参数可联合估计。然而,由于数据稀疏,该模型在估计存活率和国家水利工程采样效率方面受到限制。12月至3月捕获的成鱼总数从2000年的142,488条到2014年的53条不等,用于将捕获的鱼转移到养鱼设施的百叶的效率在主入口通道速度高低时出现下降。虽然应用于三角洲冶炼,层次模型框架是足够灵活的估计其他远洋物种的夹带。
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来源期刊
San Francisco Estuary and Watershed Science
San Francisco Estuary and Watershed Science Environmental Science-Water Science and Technology
CiteScore
2.90
自引率
0.00%
发文量
24
审稿时长
24 weeks
期刊最新文献
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