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OALib Journal期刊
ISSN: 2333-9721
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Variable conjugate gradient algorithm and its application in prediction of the total yield of main agricultural products of China
变共轭梯度算法及其在农产品总产量预测中的应用

Keywords: BP algorithm,activation transfer function,learning nile,prediction,conjugate gradient algorithm
BP算法
,激活函数,学习规则,预测,共轭梯度算法

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Abstract:

To improve the prediction accuracy of BP network, the variable conjugate gradient (VCG) algorithm was proposed. The new approach improved BP algorithm from two aspects: activation transfer function and learning rule. Its convergence was analyzed and briefly proved. The variable conjugate gradient algorithm was applied to train a multilayer neural network to predict the total yield of main agricultural products of China, which overcame the slow rate of convergence and poor generalization capability of the traditional BP algorithm.

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