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胜利油田地震观测井选布原则及在地震前兆预测中的应用
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作者 杨占宝 《地震地磁观测与研究》 2003年第2期76-80,共5页
关键词 胜利油田 地震观测井 地震前兆预测 空间分布 映震效能
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地震前兆预测
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作者 程凤仙 《飞碟探索》 2010年第5期48-48,共1页
美国大学的地球物理学家发现,大陆内部发生的地震可能是数十甚至数百年前大地震的余震,而不是下一个大地震的前震。在地震前兆研究中,用前震来预测下一个大地震的方法,现在只适用于板块边界地区,不适用于内陆。
关键词 地震前兆预测 地球物理学家 地震 美国大学 大陆内部 板块边界 前震 余震
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2014年于田M_S7.3地震前的地震活动异常图像初步研究 被引量:3
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作者 王琼 王海涛 +2 位作者 刘建明 聂晓红 曲延军 《地震学报》 CSCD 北大核心 2014年第4期750-752,共3页
据中国地震台网测定,2014年2月12日17时19分在新疆维吾尔自治区和田地区于田县(36.1°N,82.5°E)发生 MS 7.3地震,震源深度12 km.于田 MS 7.3地震前,新疆地区5、6级地震异常活跃.2011年6月-2014年1月连续发生了23次... 据中国地震台网测定,2014年2月12日17时19分在新疆维吾尔自治区和田地区于田县(36.1°N,82.5°E)发生 MS 7.3地震,震源深度12 km.于田 MS 7.3地震前,新疆地区5、6级地震异常活跃.2011年6月-2014年1月连续发生了23次5级以上地震,这些地震在时间上呈连发态势、在空间上呈多带分布.2011年年底发现了这组地震活动异常现象,讨论了其对新疆地区未来发生7级地震的地震前兆预测意义.在跟踪研究的基础上,对新疆强震发生趋势提出了前瞻性的动态预测意见,较为准确地把握了2012-2013年新疆中强地震活动趋势和预测了2014年新疆发生7级地震的危险性。 展开更多
关键词 地震活动趋势 地震前兆预测 于田县 新疆维吾尔自治区 异常图像 新疆地区 7级地震 地震台网
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地震孕育在地倾斜和流体动力学观测系列中的表现
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作者 М.Х.巴吉耶夫 А.Х.伊布纳拉吉莫夫 王道 《内陆地震》 2001年第2期188-191,共4页
关键词 地震孕育 地倾斜 流体动力学 地震前兆预测
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Anomaly detection of earthquake precursor data using long short-term memory networks 被引量:7
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作者 Cai Yin Mei-Ling Shyu +2 位作者 Tu Yue-Xuan Teng Yun-Tian Hu Xing-Xing 《Applied Geophysics》 SCIE CSCD 2019年第3期257-266,394,共11页
Earthquake precursor data have been used as an important basis for earthquake prediction.In this study,a recurrent neural network(RNN)architecture with long short-term memory(LSTM)units is utilized to develop a predic... Earthquake precursor data have been used as an important basis for earthquake prediction.In this study,a recurrent neural network(RNN)architecture with long short-term memory(LSTM)units is utilized to develop a predictive model for normal data.Furthermore,the prediction errors from the predictive models are used to indicate normal or abnormal behavior.An additional advantage of using the LSTM networks is that the earthquake precursor data can be directly fed into the network without any elaborate preprocessing as required by other approaches.Furthermore,no prior information on abnormal data is needed by these networks as they are trained only using normal data.Experiments using three groups of real data were conducted to compare the anomaly detection results of the proposed method with those of manual recognition.The comparison results indicated that the proposed LSTM network achieves promising results and is viable for detecting anomalies in earthquake precursor data. 展开更多
关键词 Earthquake precursor data deep learning LSTM-RNN prediction model anomaly detect io n
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Short-term Earthquake Prediction in the Sichuan-Yunnan Region Using the Method of Modulated Earthquakes
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作者 Wang Cuizhi Cao Jingquan Guo Hongli Zhang Lei Xue Na 《Earthquake Research in China》 2011年第1期101-110,共10页
By scanning modulated or un-modulated earthquakes spatio-temporally in the region of Sichuan-Yunnan,short-term non-stationary seismic precursory patterns were extracted with significant difference and the characterist... By scanning modulated or un-modulated earthquakes spatio-temporally in the region of Sichuan-Yunnan,short-term non-stationary seismic precursory patterns were extracted with significant difference and the characteristic of non-stationary short-term seismic anomalies were analyzed as well as prediction efficiency of modulated small earthquakes before a strong earthquake. Besides,small earthquake modulation ratios near the region of the epicenter were calculated and sorted by time. The results indicated that there were significant effects using the modulated earthquake method to predict earthquakes greater than MS6. 0 in a short time. Before the MS8. 0 Wenchuan earthquake,there were obvious short-term precursory seismicity gap patterns of modulated small earthquakes. 展开更多
关键词 Modulated earthquake Non-steady-state Modulation ratio Short-term earthquake prediction
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