{"title":"基于机器学习微震探测的白鹤滩库区地震迁移特征与触发机制","authors":"Mengqiao Duan, Lianqing Zhou, Longfei Duan, Ziyi Li, Cuiping Zhao, Xiaodong Zhang","doi":"10.1093/gji/ggae304","DOIUrl":null,"url":null,"abstract":"Summary The Baihetan Reservoir, the second largest in the world, is located at the intersection of multiple large active fault zones on the eastern boundary of the Sichuan-Yunnan rhombic block. After impoundment on April 6, 2021, many earthquakes occurred around the reservoir area submerged by water. The largest ML 4.7 earthquake in the reservoir area occurred after the water level reached its highest point. But the seismogenic structures and mechanisms of earthquakes in the reservoir area are still unclear. Based on dense array data from the reservoir area, this paper uses the experimental site sub-model (CSES) of USTC-Pickers, transfer learned with “DiTing” dataset of China to obtain a high-precision earthquake catalog that is twice as large as that the manual catalog. This study show that earthquakes in the reservoir region primarily occur on secondary faults of pre-existing ones, characterized by a prominent feature of high dip angles trending northwest to southeast. Combined with the spatiotemperal migration characteristics of earthquakes and the relationship between earthquakes and water levels, we infer that most earthquakes are rapid response type and may be induced by rapid increase in elastic stress. Only the spatiotemporal distribution image of the ML 3.2 earthquakes sequence in the dam site-Toudaogou section conforms to the law of pore pressure diffusion, and belongs to the fast response type, which may be induced by the poroelasiticity coupling mechanism. The ML 3.0 earthquake swarm with deep depths in the Heishui River section belongs to the delayed response type and may be induced by the poroelasiticity coupling mechanism.","PeriodicalId":12519,"journal":{"name":"Geophysical Journal International","volume":"9 1","pages":""},"PeriodicalIF":2.8000,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Earthquake Migration Characteristics and Triggering Mechanisms in the Baihetan Reservoir Area based on Machine-Learning Microseismic Detection\",\"authors\":\"Mengqiao Duan, Lianqing Zhou, Longfei Duan, Ziyi Li, Cuiping Zhao, Xiaodong Zhang\",\"doi\":\"10.1093/gji/ggae304\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Summary The Baihetan Reservoir, the second largest in the world, is located at the intersection of multiple large active fault zones on the eastern boundary of the Sichuan-Yunnan rhombic block. After impoundment on April 6, 2021, many earthquakes occurred around the reservoir area submerged by water. The largest ML 4.7 earthquake in the reservoir area occurred after the water level reached its highest point. But the seismogenic structures and mechanisms of earthquakes in the reservoir area are still unclear. Based on dense array data from the reservoir area, this paper uses the experimental site sub-model (CSES) of USTC-Pickers, transfer learned with “DiTing” dataset of China to obtain a high-precision earthquake catalog that is twice as large as that the manual catalog. This study show that earthquakes in the reservoir region primarily occur on secondary faults of pre-existing ones, characterized by a prominent feature of high dip angles trending northwest to southeast. Combined with the spatiotemperal migration characteristics of earthquakes and the relationship between earthquakes and water levels, we infer that most earthquakes are rapid response type and may be induced by rapid increase in elastic stress. Only the spatiotemporal distribution image of the ML 3.2 earthquakes sequence in the dam site-Toudaogou section conforms to the law of pore pressure diffusion, and belongs to the fast response type, which may be induced by the poroelasiticity coupling mechanism. The ML 3.0 earthquake swarm with deep depths in the Heishui River section belongs to the delayed response type and may be induced by the poroelasiticity coupling mechanism.\",\"PeriodicalId\":12519,\"journal\":{\"name\":\"Geophysical Journal International\",\"volume\":\"9 1\",\"pages\":\"\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2024-08-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Geophysical Journal International\",\"FirstCategoryId\":\"89\",\"ListUrlMain\":\"https://doi.org/10.1093/gji/ggae304\",\"RegionNum\":3,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"GEOCHEMISTRY & GEOPHYSICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Geophysical Journal International","FirstCategoryId":"89","ListUrlMain":"https://doi.org/10.1093/gji/ggae304","RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"GEOCHEMISTRY & GEOPHYSICS","Score":null,"Total":0}
引用次数: 0
摘要
摘要 白鹤滩水库是世界第二大水库,位于四川-云南菱形地块东部边界多条大型活动断层带的交汇处。2021 年 4 月 6 日蓄水后,被水淹没的库区周围发生了多次地震。库区最大的 ML 4.7 地震发生在水位达到最高点之后。但库区地震的震源结构和机制尚不清楚。本文基于库区密集阵列数据,利用中国科学技术大学-皮克斯实验场子模型(CSES),通过与中国 "地动仪 "数据集的转移学习,获得了比人工地震目录大一倍的高精度地震目录。该研究表明,库区地震主要发生在原有断层的次级断层上,其突出特点是高倾角,呈西北至东南走向。结合地震的时空迁移特征以及地震与水位的关系,我们推断大多数地震属于快速响应型,可能是由弹性应力的快速增加诱发的。只有坝址-头道沟断面 ML 3.2 地震序列的时空分布图符合孔隙压力扩散规律,属于快速响应型,可能由孔隙耦合机制诱发。黑水河段深层 ML 3.0 地震群属于延迟反应型,可能由孔隙耦合机制诱发。
Earthquake Migration Characteristics and Triggering Mechanisms in the Baihetan Reservoir Area based on Machine-Learning Microseismic Detection
Summary The Baihetan Reservoir, the second largest in the world, is located at the intersection of multiple large active fault zones on the eastern boundary of the Sichuan-Yunnan rhombic block. After impoundment on April 6, 2021, many earthquakes occurred around the reservoir area submerged by water. The largest ML 4.7 earthquake in the reservoir area occurred after the water level reached its highest point. But the seismogenic structures and mechanisms of earthquakes in the reservoir area are still unclear. Based on dense array data from the reservoir area, this paper uses the experimental site sub-model (CSES) of USTC-Pickers, transfer learned with “DiTing” dataset of China to obtain a high-precision earthquake catalog that is twice as large as that the manual catalog. This study show that earthquakes in the reservoir region primarily occur on secondary faults of pre-existing ones, characterized by a prominent feature of high dip angles trending northwest to southeast. Combined with the spatiotemperal migration characteristics of earthquakes and the relationship between earthquakes and water levels, we infer that most earthquakes are rapid response type and may be induced by rapid increase in elastic stress. Only the spatiotemporal distribution image of the ML 3.2 earthquakes sequence in the dam site-Toudaogou section conforms to the law of pore pressure diffusion, and belongs to the fast response type, which may be induced by the poroelasiticity coupling mechanism. The ML 3.0 earthquake swarm with deep depths in the Heishui River section belongs to the delayed response type and may be induced by the poroelasiticity coupling mechanism.
期刊介绍:
Geophysical Journal International publishes top quality research papers, express letters, invited review papers and book reviews on all aspects of theoretical, computational, applied and observational geophysics.