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基于遗传规划法识别影响鱼类丰度的关键环境因子

王俊娜 李翀 段辛斌 廖文根

水利学报2012,Vol.43Issue(7):860-868,9.
水利学报2012,Vol.43Issue(7):860-868,9.

基于遗传规划法识别影响鱼类丰度的关键环境因子

Identification of significant environmental factors affecting fish abundance by genetic programming

王俊娜 1李翀 2段辛斌 3廖文根4

作者信息

  • 1. 中国水利水电科学研究院水环境研究所,北京100038
  • 2. 中国长江三峡集团公司,北京100038
  • 3. 中国水产科学研究院长江水产研究所,湖北武汉430223
  • 4. 水利部水利水电规划设计总院,北京100120
  • 折叠

摘要

Abstract

Environmental factors affecting larval abundance of the four major Chinese carps in the middle and upper reaches of the Yangtze River can be classified into four categories: meteorology, hydrology, water temperature, and sediment concentration. Out of total 15 environmental factors, the authors, by us- ing genetic programming, identified the two most significant factors: the duration (Tdvr) and the average daily rate (Qrtav) of flow increase. With a non-linear correlation, the larval abundance increases signifi- cantly with Trbar when Tdur is within 5 to 8 days. With an approximately linear correlation, the larval abun- dance increases with Qrtav when Qrtav〈2 000 (m3/s)/d. Field data are not sufficient to support any conclusion when Qrtav〉2 000 (m3/s)/d. Compared to other quantitative correlation analyses such as multiple linear regres- sion and artificial neutral network, genetic programming has advantages in dealing with a large number of nonlinear factors especially when their affecting mechanisms are not clear.

关键词

遗传规划法/鱼类丰度/关键环境因子/四大家鱼/涨水的持续时间/涨水的日均涨水率

Key words

genetic programming/fish abundance/significant environmental factors/the four major Chi- nese carps/duration of flow increase/average daily rate of flow increase

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引用本文复制引用

王俊娜,李翀,段辛斌,廖文根..基于遗传规划法识别影响鱼类丰度的关键环境因子[J].水利学报,2012,43(7):860-868,9.

基金项目

基金项目:国家科技支撑计划课题 ()

中国水科院博士生学位论文创新研究资助课题 ()

水利学报

OA北大核心CSCDCSTPCD

0559-9350

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