Establishment of a diatom-total phosphorus transfer function for lakes on the Songnen Plain in northeast China

Fengyang SUI; Shuying ZANG; Yawen FAN; Xinxin LU; Hongkuan HUI

doi:10.1007/s00343-019-9223-5

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Establishment of a diatom-total phosphorus transfer function for lakes on the Songnen Plain in northeast China

Ecology | Updated：2023-04-27

- Establishment of a diatom-total phosphorus transfer function for lakes on the Songnen Plain in northeast China
- Journal of Oceanology and Limnology Vol. 38, Issue 6, Pages: 1771-1786(2020)
- Affiliations：
  
  1.Key Laboratory of Remote Sensing Monitoring of Geographic Environment, College of Heilongjiang Province, Harbin Normal University, Harbin 150025, China
  2.Key Laboratory of Biodiversity of Aquatic Organisms, Harbin Normal University, Harbin 150025, China
  3.Qilu Normal University, Jinan 250200, China
- Author bio：
  
  ZANG Shuying, zsy6311@163.com
  FAN Yawen, fanyaw@163.com
- Funds：
- DOI：10.1007/s00343-019-9223-5
  CLC：
- Received：07 September 2019，
  
  Accepted：11 October 2019，
  
  Online First：18 October 2020，
  
  Published：2020-11
- Accepted：
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Fengyang SUI, Shuying ZANG, Yawen FAN, et al. Establishment of a diatom-total phosphorus transfer function for lakes on the Songnen Plain in northeast China[J]. Journal of Oceanology and Limnology, 2020, 38(6): 1771-1786.
DOI：

Fengyang SUI, Shuying ZANG, Yawen FAN, et al. Establishment of a diatom-total phosphorus transfer function for lakes on the Songnen Plain in northeast China[J]. Journal of Oceanology and Limnology, 2020, 38(6): 1771-1786. DOI： 10.1007/s00343-019-9223-5.

摘要

Abstract

To understand the relationship between planktonic diatoms and environmental variables in the lakes on the Songnen Plain

northeast (NE) China

we investigated water quality and planktonic diatoms from 71 sampling points in 27 lakes

based on which Canonical Correspondence Analysis (CCA) was conducted. The result show that planktonic diatoms displayed certain responses to environment gradients

and the total phosphorus (TP) explained the maximum variation of planktonic diatom species among the 15 environmental variables

suggesting that TP was the most important and significant environmental parameter affecting the distribution of diatom species. In addition

we established a diatom-total phosphorus transfer (DTPT) function

of which component 5 of the weighted averaging partial least squares regression (WAPLS) was chosen to and compared with a series of weighted average regression (WA) models and WA-PLS models. According to the jackknifing statistical test

the component 5 of WA-PLS models provided a lower root-mean-square error prediction (RMSEP=0.202) and a higher correlation coefficient between observation and prediction (

_Jack=0.759). After deletion of three outliers

the root-mean-square error prediction of the DTPT function was reduced (RMSEP=0.169) while the correlation coefficient between observation and prediction was increased (

_Jack=0.823). Therefore

this DTPT function performed better than other regional TP models in the world. However

it remains demanding for expanding the background dataset to improve the prediction ability of the model.

关键词

Keywords

references

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