人工神经网络在地震分析预报中的应用; The Application of Neural network in the Analysis and Prediction of Earthquakes | |
刘舜奎 ; 李荣峰 | |
1999 | |
关键词 | 人工神经网络 BP算法 地震预报 Neural network computation BP predication Earthquakes |
英文摘要 | 为了探索人工神经网络应用于地震分析预报的可能性,以福建及其周边地区地震活动为例,采用b值、地震频次、地震能量释放、空间集中度4项地震活动性指标作为神经网络的输入,用具有S-型特性函数的bP网络对由每年地震的活动指标组成的标准样本进行训练,由训练结束后的权值和阈值及待预报样本的因子测值计算出网络输出值,作为地震活动性的预测.结果表明,用神经网络可以在一定精度范围内使震级预报的内检符合率达100%,在例子中,外推预报准确率达88%以上.; To explore the possibility of application of neural network in analysis and prediction of earthquakes, we input the following four quota of seismic activity,i.e., b value,frequency, energy release and intensity of the earthquakes in Fujian province and the areas around, and then,use BP network with S model characteristic function to exercise the standard samples coming from the annual quota of seismic activity.After the exercise, we use the weight value, the threshold value and the factorial measurement value of the sample to be predicted to calculate the network output value, basde on which we give the prediction of seismic activity.The result indicates that this neural network can,to a certain extent achieve 100% accuracy of the intrapolated earthquake prediction and 88% correctness in the extrapolated earthquake prediction. |
语种 | zh_CN |
内容类型 | 期刊论文 |
源URL | [http://dspace.xmu.edu.cn/handle/2288/123312] ![]() |
专题 | 信息技术-已发表论文 |
推荐引用方式 GB/T 7714 | 刘舜奎,李荣峰. 人工神经网络在地震分析预报中的应用, The Application of Neural network in the Analysis and Prediction of Earthquakes[J],1999. |
APA | 刘舜奎,&李荣峰.(1999).人工神经网络在地震分析预报中的应用.. |
MLA | 刘舜奎,et al."人工神经网络在地震分析预报中的应用".(1999). |
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