Application of LSSVM in estimating the metabolism rate for a river restoration study

Wei Huang, Shinichiro Yano, Jianmin Zhang

研究成果: 著書/レポートタイプへの貢献会議での発言

抜粋

In this paper, we employ the least square support vector machine (LSSVM) to study the river metabolism, which is one of the most integrative ecosystem functions, highly sensitive to many anthropogenic and natural stressors and thereby often used to assess the impairment or health state of river ecosystem. With the data from the continual field measurement, the discharge, travel time of water mass, dissolved oxygen concentration and water temperature are selected as the main variables for LSSVM. From the results, it can be found that the LSSVM can be used successfully in predicting the metabolism rate. Moreover, compared to other artificial intelligence tools like back propagation artificial neural networks (BP_ANN), it seems that LSSVM can perform better with higher accuracy and shorter time computation. Thus, it may be considered as an alternative method to estimate the metabolism rate and to assess the river ecosystem health in river study.

元の言語英語
ホスト出版物のタイトル34th IAHR Congress 2011 - Balance and Uncertainty
ホスト出版物のサブタイトルWater in a Changing World, Incorporating the 33rd Hydrology and Water Resources Symposium and the 10th Conference on Hydraulics in Water Engineering
出版者International Association for Hydro-Environment Engineering and Research (IAHR)
ページ4376-4383
ページ数8
ISBN(電子版)9780858258686
出版物ステータス出版済み - 1 1 2011
イベント34th IAHR Congress 2011 - Balance and Uncertainty: Water in a Changing World, Incorporating the 33rd Hydrology and Water Resources Symposium and the 10th Conference on Hydraulics in Water Engineering - Brisbane, オーストラリア
継続期間: 6 26 20117 1 2011

出版物シリーズ

名前34th IAHR Congress 2011 - Balance and Uncertainty: Water in a Changing World, Incorporating the 33rd Hydrology and Water Resources Symposium and the 10th Conference on Hydraulics in Water Engineering

会議

会議34th IAHR Congress 2011 - Balance and Uncertainty: Water in a Changing World, Incorporating the 33rd Hydrology and Water Resources Symposium and the 10th Conference on Hydraulics in Water Engineering
オーストラリア
Brisbane
期間6/26/117/1/11

    フィンガープリント

All Science Journal Classification (ASJC) codes

  • Engineering (miscellaneous)
  • Water Science and Technology
  • Environmental Science (miscellaneous)

これを引用

Huang, W., Yano, S., & Zhang, J. (2011). Application of LSSVM in estimating the metabolism rate for a river restoration study. : 34th IAHR Congress 2011 - Balance and Uncertainty: Water in a Changing World, Incorporating the 33rd Hydrology and Water Resources Symposium and the 10th Conference on Hydraulics in Water Engineering (pp. 4376-4383). (34th IAHR Congress 2011 - Balance and Uncertainty: Water in a Changing World, Incorporating the 33rd Hydrology and Water Resources Symposium and the 10th Conference on Hydraulics in Water Engineering). International Association for Hydro-Environment Engineering and Research (IAHR).