Analysis of algae growth mechanism and water bloom prediction under the effect of multi-affecting factor
Joint Authors
Wang, Li
Sun, Qian
Jin, Xuebo
Xu, Jiping
Zhang, Huiyan
Yu, Jiabin
Gao, Chong
Wang, Lingbin
Wang, Xiaoyi
Source
Saudi Journal of Biological Sciences
Issue
Vol. 24, Issue 3 (31 Mar. 2017), pp.556-562, 7 p.
Publisher
Publication Date
2017-03-31
Country of Publication
Saudi Arabia
No. of Pages
7
Main Subjects
Topics
Abstract EN
The formation process of algae is described inaccurately and water blooms are predicted with a low precision by current methods.
In this paper, chemical mechanism of algae growth is analyzed, and a correlation analysis of chlorophyll-a and algal density is conducted by chemical measurement.
Taking into account the influence of multi-factors on algae growth and water blooms, the comprehensive prediction method combined with multivariate time series and intelligent model is put forward in this paper.
Firstly, through the process of photosynthesis, the main factors that affect the reproduction of the algae are analyzed.
A compensation prediction method of multivariate time series analysis based on neural network and Support Vector Machine has been put forward which is combined with Kernel Principal Component Analysis to deal with dimension reduction of the influence factors of blooms.
Then, Genetic Algorithm is applied to improve the generalization ability of the BP network and Least Squares Support Vector Machine.
Experimental results show that this method could better compensate the prediction model of multivariate time series analysis which is an effective way to improve the description accuracy of algae growth and prediction precision of water blooms.
American Psychological Association (APA)
Wang, Li& Wang, Xiaoyi& Jin, Xuebo& Xu, Jiping& Zhang, Huiyan& Yu, Jiabin…[et al.]. 2017. Analysis of algae growth mechanism and water bloom prediction under the effect of multi-affecting factor. Saudi Journal of Biological Sciences،Vol. 24, no. 3, pp.556-562.
https://search.emarefa.net/detail/BIM-761764
Modern Language Association (MLA)
Wang, Li…[et al.]. Analysis of algae growth mechanism and water bloom prediction under the effect of multi-affecting factor. Saudi Journal of Biological Sciences Vol. 24, no. 3 (Mar. 2017), pp.556-562.
https://search.emarefa.net/detail/BIM-761764
American Medical Association (AMA)
Wang, Li& Wang, Xiaoyi& Jin, Xuebo& Xu, Jiping& Zhang, Huiyan& Yu, Jiabin…[et al.]. Analysis of algae growth mechanism and water bloom prediction under the effect of multi-affecting factor. Saudi Journal of Biological Sciences. 2017. Vol. 24, no. 3, pp.556-562.
https://search.emarefa.net/detail/BIM-761764
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 562
Record ID
BIM-761764