Automatic classification of volcanic earthquakes by using Multi-Layered neural networks     

S. Falsaperla  S. Graziani  G. Nunnari  S. Spampinato 《Natural Hazards》1996,13(3):205-228

The application of neural networks as classifiers of seismic events is described with the aim of developing an automatic system for the classification of explosion quakes at the Stromboli volcano. The architecture of the network that we trained to identify four different classes of shocks was a Multi-Layer Perceptron, using the Back Error Propagation algorithm. Five different approaches for representing the information embedded in the seismograms, both in the time and in the frequency domain, were considered, and the results compared. The direct use of the time series of the shocks was not satisfactory. The auto-correlation function worked well, but in some cases it was misleading. A better performance was obtained with a frequency domain representation. Finally, the use of the envelope function did not work well. Combining parameters such as the auto-correlation and envelope functions can improve one source of error, but it may introduce new ones. The performance obtained highlights the importance of the data attributes used for the training of the network. Topologies with eight neurons in a single hidden layer gave, on average, the best results among the considered neural network structures. The overall results provide a large number of events (89% with the best performance) correctly classified, indicating that this automatic technique is reliable, and encouraging further applications in the field of volcanic seismology.  相似文献   

Potential cauchy-poisson waves generated by submarine eruptions of kick 'em Jenny volcano     

M. S. Smith  J. B. Shepherd 《Natural Hazards》1995,11(1):75-94

Kick 'em Jenny is the only known currently active submarine volcano in the Lesser Antilles. The volcano has erupted at least 10 times since first being discovered in 1939 and the summit has shoaled from a depth of 232 m in 1962 to its present-day depth of 150 m. Kick 'em Jenny is located in a province of explosive volcanism, has a known history of explosive eruptions and erupts magma of an explosive type. Future eruptions are likely to become increasingly more violent as the effect of the overlying water pressure becomes less. A preliminary study (Smith and Shepherd, 1993) suggests that Kick 'em Jenny is a prime candidate for tsunamigenic eruptions on a potentially hazardous scale, possibly affecting the whole of the eastern Caribbean region.The classic approach to problems of water waves generated by sudden disturbances of the free surface makes use of the Cauchy-Poisson-Lamb theory. A large number of theoretical developments to this theory have been made for specific forms of surface disturbance. A development by Unoki and Nakano (1953a, b) considers both two- and three-dimensional Cauchy-Poisson waves generated by finite initial elevations and impulses applied to a free surface of infinitely deep water. Unoki and Nakano's results compared well to the wave systems recorded following submarine eruptions of the Myojinsho Reef volcano in 1952–53.Given the similarity of the two situations, Unoki and Nakano's theory is applied to Kick 'em Jenny to provide estimates of potential Cauchy-Poisson wave heights throughout the eastern Caribbean for a range of eruption magnitudes. The results show that, although the waves generated are unlikely to pose much of a threat to the eastern Caribbean as a whole, they should be considered a hazard to the islands immediately adjacent to the volcano including Grenada, the Grenadines, and St Vincent.  相似文献   

腾冲火山活动监测,预测与对策研究中的若干重要问题   总被引：2，自引：1，他引：1  

皇甫岗  周瑞琦 《地震研究》1998,21(4):301-308

《膳冲火山活动监测、预测与对策研究》项目是一项集火山活动监测研究、防灾及资源综合开发与利用为一体的系统工程。需要火山地质、地震、地球化学、地球物理、地壳形变及地热等诸多相关学科的合理配置和联合攻关。在过去的３０年,众多学和研究实体对腾冲火山进行 大量的观察和研究获得一批与火山活动的相关的基础研究成果。其中也不乏说明腾冲火山存在在喷发危险性的证据。为了保证本重大项目能在有限时间内及有限的人力、财务  相似文献   

腾冲火山区水平形变初探   总被引：6，自引：0，他引：6  

黎炜  刘玉权  邵德晟 《地震研究》1998,(4)

介绍了采用精密大地测量的方法,对腾冲火山区域的水平形变情况进行了探索。通过两期相距３８年的实测数据,对火山“休眠期”中岩浆活动与地壳局部变形的相关性进行研究,并提供了部分计算结果。作者认为,采用精密大地测量的方法对火山区域地壳变形进行研究是可行的;火山区域水平形变与构造形变的区别是存在的;腾冲火山区内近几十年内岩浆的动也是明显的,但目前总体为间歇性收缩期;从水平形变测量的结果来看,显示了南面活跃的迹象;且认为可能是岩浆囊的存在才会引起此大范围的地壳活动。  相似文献   

吉林省长白山天池新生代火山喷发作用及火山灾害的环境效应     

王彦生  彭玉鲸  靳克  许文良 《吉林地质》2000,19(4):25-32

通过对吉林省长白山天池火山的研究及１：５万区域地质调查资料,将区内新生代上新世以来的火山活动划分为４个火山喷发旋回及１３个火山喷发期,对爆发性火山作用划分了岩浆型、蒸气－岩浆型（岩浆－蒸气型）和蒸气型三种类型。火山喷发动力学机制的研究,对长白山天池火山的稳定性作出补步评价,在此基础上,对该区生代上新世以来的火山喷发作用及其引发的火山灾害的环境效应进行了论述。并对火山喷发作用所产生的积极环境效应,提出了合理开发和利用的建议。  相似文献   

Stress Field Estimations for Colima Volcano, Mexico, Based on Seismic Data     

Francisco J. Núñez-Cornú  Claudia Sánchez-Mora 《Bulletin of Volcanology》1999,60(7):568-580

 For first time, during 1991, seismic activity was recorded during an eruption at Colima volcano. We analyze these data to obtain a stress pattern using a composite focal mechanism technique. From the analysis of regional seismicity, the Tamazula Fault and the Armeria River appear as active features and the dip of the slab east of the Jalisco Block is approximately 12°. Southwest of Colima volcano a vertical alignment of seismic events was observed. We estimate five different composite focal mechanism solutions from our data set, which indicate a change of the stress field at the volcano after the 1991 eruption. These solutions suggest that the stress field in the volcanic edifice was controlled by stresses related to the emplacement of magma superimposed on the regional stress field. No evidence of active local faults in the volcanic edifice was found. We propose a model for the eruptive process that involves tilting of the volcanic edifice. Received: 15 October 1995 / Accepted: 26 October 1998  相似文献   

长白山天池火山——多成因中央式火山   总被引：2，自引：0，他引：2  

魏海泉  刘若新  樊祺诚  杨清福  李霓 《地质论评》1999,45(7):257-262

长白山天池火山属新生代多成因中央式火山,也是我国最大的一座具潜在危险的活火山。火山主体由早期玄武岩盾、中期粗面岩锥和晚期伊格尼姆岩席组成。天池火山布里尼喷发柱高度最高达25 km,柱体最大宽度为半径12～13 km。天池破火山口塌陷过程可以分为四期,分别位于造锥喷发阶段和造伊格尼姆岩喷发阶段。本文对天池火山未来可能的火山灾害类型及范围也作了初步预测。  相似文献   

长白山天池火山全新世喷发与岩石地球化学特征   总被引：9，自引：0，他引：9  

樊祺诚  刘若新  魏海泉  隋建立  李霓 《地质论评》1999,45(7):263-271

全新世以来长白山天池火山以爆炸式喷发为特点,其喷发物包括空降堆积浮岩、熔结凝灰岩和碎成熔岩,除了极少量粗面质成分（SiO2<65％）,均属于碱流质火山碎屑岩（SiO2＝70%～73％,K2O+Na2O=10%～11%）。火山岩的矿物学（造岩矿物和残余矿物）和主微量元素、SrNd同位素地球化学研究表明,天池火山全新世火山岩与造锥阶段、造盾阶段火山岩是同源（幔源）岩浆演化的产物,全新世火山岩都具有强烈而相似的Eu、Ba、Sr、Ti负异常,指示了岩浆演化主要受斜长石的强烈分离结晶作用控制。  相似文献   

吉林龙冈火山群金龙顶子火山喷发物中幔源包体的基本特征及其地质意义   总被引：3，自引：1，他引：2  

史兰斌  林传勇  韩秀伶  陈孝德 《地质论评》1999,45(7):308-318

龙冈火山群金龙顶子火山喷发发生在距今1500年前,其火山喷发物中所含的幔源橄榄岩包体是我国在最新火山喷发物中所发现的幔源包体。这些包体以普遍含有韭闪石为特征。包体的结构和位错构造反映这些包体在上地幔条件下经历过一定程度的变形作用。包体的平衡温度大多数集中在800～950℃之间,只有个别样品温度达到1050℃;平衡压力大多数集中在1.0～1.5 GPa之间。由包体平衡温度、压力得到的上地幔地温线稍低于中国东部由新第三纪包体得到的上地幔地温线,但接近第四纪包体得到的地温线。包体在上地幔条件下变形时的差异应力在30～44MPa,应变速率为10-18s-110-15s-1。角闪石的出现反映上地幔流体的渗透及交代作用。金龙顶子火山发的玄武岩浆直接来自35～50km的上地幔顶部。  相似文献   

美国西部活火山及其灾害考察     

刘祥 《地质论评》1999,45(7):1173-1177

美国西部是世界上最不寻常的第四纪火山区之 一,形成多种多样的火山地形和具有不同的岩石成分。本文主要介绍美国西部在过去2 ka内有过爆发活动的11座火山及其灾害,其中包括著名的圣?海伦斯火山。  相似文献