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Forecasting Fish Stock Recruitment and Planning Optimal Harvesting Strategies by Using Neural Network

DOI: 10.4304/jcp.4.11.1075-1082

Keywords: neural network , prediction of fish stock recruitment , optimal harvesting strategy , management decision

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Abstract:

Recruitment prediction is a key element for management decisions in many fisheries. A new approach using neural network is developed as a tool to produce a formula for forecasting fish stock recruitment. In order to deal with the local minimum problem in training neural network with back-propagation algorithm and to enhance forecasting precision, neural network’s weights are adjusted by optimization algorithm. It is demonstrated that a well trained artificial neural network reveals an extremely fast convergence and a high degree of accuracy in the prediction of fish stock recruitment.

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