期刊文献+

崇明北湖叶绿素a浓度与环境因子的GAM回归分析 被引量:13

Analysis of general additive model on the relationships between chlorophylla concentrations and environmental factors in Beihu Lake of Chongming Island
下载PDF
导出
摘要 以崇明北湖为例,采用广义加性模型(GAM)对该湖的叶绿素a浓度与相关环境因子进行分析.结果表明,叶绿素a浓度与总氮、总磷和水温之间存在较好的非线性关系(P<0.05),叶绿素a浓度与总磷之间的关系先为单调递增,当总磷浓度达到0.12mg/L时,变为单调递减;不同总氮浓度区间上,总氮对叶绿素a浓度的影响不同,氮浓度为0.6~1.8mg/L时,对叶绿素a浓度的影响不大;水温在24~26℃时,叶绿素a浓度最高.叶绿素a浓度与氮磷比之间也存在较好的非线性关系(P<0.1),氮限制时,叶绿素浓度与氮磷比呈反比;磷限制时,叶绿素a浓度随着氮磷比单调递减. The relationships between chlorophyll-a and its related environmental factors in Beihu lake was studied by GAM method. The total phosphorus, total nitrogen and water temperature were significant as explanatory variables in explaining chlorophyll-a (P〈0.05). Chlorophyll-a initially increased monotonically with the total phosphorus, but decreased monotonically after the total phosphorus reached 0.12mg/L. Impacts of different total nitrogen concentrations on chlorophyll-a varied, being weak when the total nitrogen concentration ranged from 0.6 to 1.8mg/L. Highest chlorophyll-a concentrations occurred when the water temperature ranged from 24 to 26℃. Furthermore, the relationship between chlorophyll-a and the TN:TP ratio was significant (P〈0.1) nonlinear relationship. Chlorophyll-a was inversely related to TN:TP ratio under nitrogen-limitation. Chlorophyll-a decreased monotonically with TN:TP ratio under phosphorus-limitation.
出处 《中国环境科学》 EI CAS CSCD 北大核心 2009年第12期1291-1295,共5页 China Environmental Science
基金 国家自然科学基金资助项目(40601095) 上海市科学技术委员会科研计划项目(07DZ12052)
关键词 回归模型 广义加性模型(GAM) 叶绿素A 环境因子 崇明北湖 regression models generalized additive model (GAM) chlorophyll-a environmental factors Beihu Lake of Chongming Island
  • 相关文献

参考文献26

  • 1Reynolds C S. The ecology of fresh water phytoplankton [M].London: Cambridge Univ. Press, 1984.
  • 2Lamon E C, Kenneth H R, Karl E H. Using generalized additive models for prediction of chlorophyll a in Lake Okeechobee, Florida [J]. Lakes and Reservoirs: Research and Management, 1996,2:37-46.
  • 3Ferguson C A. Assessing ecological responses to environmental change using statistical models [J]. Journal of Applied Ecology, 2008,45:193-203.
  • 4吕唤春,王飞儿,陈英旭,虞左明,方志发,周根娣.千岛湖水体叶绿素a与相关环境因子的多元分析[J].应用生态学报,2003,14(8):1347-1350. 被引量:87
  • 5王丽卿,张军毅,王旭晨,彭自然,王岩.淀山湖水体叶绿素a与水质因子的多元分析[J].上海水产大学学报,2008,17(1):58-64. 被引量:50
  • 6Yee T W, Mitchell N D. Generalized additive models in plant ecology [J]. Journal of Vegetation Science, 1991,2:587-602.
  • 7Nicholls A. How to make biological surveys go further with generalised linear models [J]. Biol. Conservation, 1989,50:51-75.
  • 8Guisan A, Weiss S, Weiss A. GLM versus CCA spatial modeling of plant species distributions [J]. Plant Ecology, 1999,1431:107-122.
  • 9Vayssie'res M, Plant R, Allen-Diaz B. Classification trees: An alternative nonparametric approach for predicting species distributions [J]. Journal of Vegetation Science, 2000,11:667-694.
  • 10Brown D. Predicting vegetation types at treeline using topography and biophysical disturbance variables [J]. Journal of Vegetation Science, 1994,5:641-656.

二级参考文献62

共引文献416

同被引文献211

引证文献13

二级引证文献135

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部