人工神经网络模拟反应精馏过程的研究Application Research on the Artificial Neural Network in Simulating Reactive Distillation
冯国红,宋海华
摘要(Abstract):
提出了用BP(误差反向传播)神经网络模拟计算合成乙酸甲酯的新思路,模拟过程中采用学习速率可变的动量BP算法训练神经网络。结果表明:只要有充足可靠的数据为基础,采用学习速率可变的动量BP算法训练的神经网络的预测精度比普通BP算法的预测精度高10倍左右,且训练时间显著下降,是一种具有广泛应用前景的模拟方法。
关键词(KeyWords): 反应精馏;学习速率可变;BP神经网络;模拟;乙酸甲酯
基金项目(Foundation):
作者(Author): 冯国红,宋海华
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