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Transnational Access to Research Facilities: an EPOS service to promote multi‑domain Solid Earth Sciences in Europe 跨国获取研究设施:促进欧洲多领域固体地球科学的EPOS服务
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8768
R. Wessels, Geertje ter Maat, E. del Bello, Lucia Cacciola, F. Corbi, G. Festa, F. Funiciello, G. Kaviris, Otto Lange, J. Lauterjung, R. Pijnenburg, G. Puglisi, D. Reitano, Christian Rønnevik, P. Scarlato, L. Spampinato
Transnational access (TNA) allows cross-border, short-term and frequently free-of-charge access to world-class research facilities, to foster collaborations and exchanges of experience. Specifically, TNA aims to encourage open science and innovation and to increase the efficient and effective use of scientific infrastructure. Within EPOS, the European Plate Observing System, the Volcano Observatories and Multi-scale Laboratories communities have offered TNA to their high-quality research facilities through national and European funding. This experience has allowed the definition, design, and testing of procedures and activities needed to provide transnational access inn the EPOS context. In this paper, the EPOS community describes the main objectives for the provision of transnational access in the EPOS framework, based on previous experiences. It includes practical procedures for managing transnational access from a legal, governance, and financial perspective, and proposes logistical and technical solutions to effectively execute transnational access activities. In addition, it provides an outlook on the inclusion of new thematic communities within the TNA framework, and addresses the challenges of providing market-driven access to industry.
跨国访问(TNA)允许跨境、短期和经常免费访问世界级的研究设施,以促进合作和经验交流。具体来说,TNA旨在鼓励开放科学和创新,并提高科学基础设施的效率和效果。在EPOS,欧洲板块观测系统,火山观测站和多尺度实验室社区通过国家和欧洲资助为其高质量的研究设施提供TNA。这一经验允许定义、设计和测试在EPOS环境中提供跨国访问所需的程序和活动。在本文中,EPOS社区根据以往的经验描述了在EPOS框架中提供跨国访问的主要目标。它包括从法律、治理和财务角度管理跨国准入的实际程序,并提出有效执行跨国准入活动的后勤和技术解决方案。此外,它还提供了在TNA框架内纳入新的专题社区的前景,并解决了提供市场驱动的工业准入的挑战。
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引用次数: 2
Addressing the challenges of making data, products, and services accessible: an EPOS perspective 解决数据、产品和服务可访问性的挑战:EPOS视角
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8746
Michèle Marti, F. Haslinger, S. Peppoloni, G. Di Capua, H. Glaves, Irina Dallo
Novel measurement technologies, additional sensors and increasing data processing capacities offer new opportunities to answer some of the currently most pressing societal and environmental questions. They also contribute to the fact that the available data volume will continue to increase. At the same time, the requirements for those providing such data rise and the needs of users to access it. The EPOS Delivery Framework aims to support this endeavour in the solid Earth domain by providing access to data, products, and services supporting multidisciplinary analyses for a wide range of users. Based on this example, we look at the most pressing issues from when data, products, and services are made accessible, to access principles, ethical issues related to its collection and use as well as with respect to their promotion. Among many peculiarities, we shed light on a common component that affects all fields equally: change. Not only will the amount and type of data, products, and services change, but so will the societal expectations and providers capabilities.
新的测量技术、额外的传感器和不断增加的数据处理能力为回答当前一些最紧迫的社会和环境问题提供了新的机会。它们还促成了可用数据量将继续增加的事实。与此同时,对提供这些数据的人的要求也在增加,用户访问这些数据的需求也在增加。EPOS交付框架旨在通过为广大用户提供支持多学科分析的数据、产品和服务,支持固体地球领域的这一努力。基于这个例子,我们着眼于最紧迫的问题,从何时使数据、产品和服务可访问,到访问原则,与收集和使用以及推广相关的道德问题。在许多特点中,我们揭示了一个共同的组成部分,它对所有领域都有同样的影响:变化。不仅数据、产品和服务的数量和类型会发生变化,而且社会期望和提供商的能力也会发生变化。
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引用次数: 2
Coordinated and Interoperable Seismological Data and Product Services in Europe: the EPOS Thematic Core Service for Seismology
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8767
F. Haslinger, R. Basili, R. Bossu, C. Cauzzi, F. Cotton, H. Crowley, S. Custódio, L. Danciu, M. Locati, A. Michelini, I. Molinari, L. Ottemöller, S. Parolai
In this article we describe EPOS Seismology, the Thematic Core Service consortium for the seismology domain within the European Plate Observing System infrastructure. EPOS Seismology was developed alongside the build-up of EPOS during the last decade, in close collaboration between the existing pan-European seismological initiatives ORFEUS (Observatories and Research Facilities for European Seismology), EMSC (Euro-Mediterranean Seismological Center) and EFEHR (European Facilities for Earthquake Hazard and Risk) and their respective communities. It provides on one hand a governance framework that allows a well-coordinated interaction of the seismological community services with EPOS and its bodies, and on the other hand it strengthens the coordination among the already existing seismological initiatives with regard to data, products and service provisioning and further development. Within the EPOS Delivery Framework, ORFEUS, EMSC and EFEHR provide a wide range of services that allow open access to a vast amount of seismological data and products, following and implementing the FAIR principles and supporting open science. Services include access to raw seismic waveforms of thousands of stations together with relevant station and data quality information, parametric earthquake information of recent and historical earthquakes together with advanced event-specific products like moment tensors or source models and further ancillary services, and comprehensive seismic hazard and risk information, covering latest European scale models and their underlying data. The services continue to be available on the well-established domain-specific platforms and websites, and are also consecutively integrated with the interoperable central EPOS data infrastructure. EPOS Seismology and its participating organizations provide a consistent framework for the future development of these services and their operation as EPOS services, closely coordinated also with other international seismological initiatives, and is well set to represent the European seismological research infrastructures and their stakeholders within EPOS.
在本文中,我们描述了欧洲板块观测系统基础设施内地震学领域的专题核心服务联盟EPOS地震学。在过去十年中,在现有的泛欧地震学倡议ORFEUS(欧洲地震学观测和研究设施),EMSC(欧洲-地中海地震中心)和EFEHR(欧洲地震灾害和风险设施)及其各自社区之间的密切合作下,EPOS地震学随着EPOS的建立而发展。它一方面提供了一个管理框架,允许地震学社区服务与EPOS及其机构进行良好协调的互动,另一方面,它加强了现有地震学倡议之间在数据、产品和服务提供以及进一步发展方面的协调。在EPOS交付框架内,ORFEUS, EMSC和EFEHR提供广泛的服务,允许开放访问大量的地震数据和产品,遵循和实施FAIR原则并支持开放科学。服务包括访问数千个台站的原始地震波形以及相关台站和数据质量信息,最近和历史地震的参数地震信息以及高级事件特定产品,如矩张量或源模型和进一步的辅助服务,以及全面的地震危害和风险信息,涵盖最新的欧洲比例模型及其基础数据。这些服务继续在完善的特定领域平台和网站上提供,并与可互操作的中央EPOS数据基础设施连续集成。EPOS地震学及其参与组织为这些服务的未来发展及其作为EPOS服务的运作提供了一致的框架,并与其他国际地震学倡议密切协调,并很好地代表了欧洲地震学研究基础设施及其在EPOS中的利益相关者。
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引用次数: 10
National EPOS initiatives and participation to the EPOS integration plan 国家EPOS计划和参与EPOS整合计划
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8758
K. Atakan, Massimo Cocco, B. Orlecka‐Sikora, R. Pijnenburg, J. Michałek, Christian Rønnevik, D. Olszewska, B. Górka-Kostrubiec, M. Drury
European Plate Observing System (EPOS) is designed on a three-level architecture. The national research infrastructures (NRIs) constitute the backbone of the EPOS delivery framework, where data are generated, processed, analyzed and archived. These data are then integrated by thematic core services (TCS) and distributed through the centralized integrated core services (ICS). In this architecture, data provision from the NRIs is an essential element for the sustainable operation of the EPOS research infrastructure (RI). National EPOS initiatives in various countries in Europe are developed thanks to the increased awareness of the importance of FAIR (Findable, Accessible, Interoperable and Reusable) data management in science. As such, out of the 14 countries (13 members and one observer) that constitute the EPOS European Research Infrastructure Consortium (EPOS-ERIC), 11 have dedicated EPOS consortia established and included in the national roadmaps for research infrastructures. Moreover, there are in total 24 countries involved in the EPOS delivery framework where 10 are not yet members of EPOS-ERIC. However, the diversity of regulations and procedures adopted in different countries, hampers the development of dedicated EPOS consortia contributing to sustainability. In this paper, the national EPOS initiatives are discussed in order to emphasize synergies achieved and the shared efforts to build the EPOS RI during its life-cycle (the design, preparation, implementation, and pilot operational phases), tackling the challenge of sustainable operation.
欧洲板块观测系统(EPOS)采用三层结构设计。国家研究基础设施(NRIs)构成了EPOS交付框架的骨干,数据在其中生成、处理、分析和存档。然后,这些数据通过专题核心服务(TCS)进行集成,并通过集中集成核心服务(ICS)进行分发。在这个体系结构中,来自nri的数据提供是EPOS研究基础设施(RI)可持续运行的基本要素。由于人们越来越意识到FAIR(可查找、可访问、可互操作和可重复使用)数据管理在科学中的重要性,欧洲各国的国家EPOS计划得以发展。因此,在组成EPOS欧洲研究基础设施联盟(EPOS- eric)的14个国家(13个成员和1个观察员)中,有11个国家建立了专门的EPOS联盟,并将其纳入国家研究基础设施路线图。此外,共有24个国家参与了EPOS交付框架,其中10个国家尚未成为EPOS- eric的成员。然而,不同国家采用的法规和程序的多样性阻碍了专门的EPOS联盟的发展,为可持续发展做出了贡献。本文讨论了各国的EPOS举措,以强调在其生命周期(设计、准备、实施和试点运营阶段)建立EPOS RI所取得的协同效应和共同努力,以应对可持续运营的挑战。
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引用次数: 2
Towards the new Thematic Core Service Tsunami within the EPOS Research Infrastructure 迈向EPOS研究基础设施内新的专题核心服务海啸
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8762
A. Babeyko, S. Lorito, Francisco Hernandez, J. Lauterjung, F. Løvholt, Alexander Rudloff, M. Sørensen, A. Androsov, Í. Aniel-Quiroga, A. Armigliato, M. Baptista, Enrico Baglione, R. Basili, J. Behrens, B. Brizuela, S. Bruni, D. Cambaz, Juan Vicente Cantavella Nadal, Fernando Carillho, I. Chandler, D. Chang-Seng, M. Charalampakis, Lorenzo Cugliari, C. Denamiel, G. Dogan, G. Festa, D. Fuhrman, A. Gabriel, P. Galea, S. Gibbons, Mauricio González, L. Graziani, M. Gutscher, S. Harig, H. Hébert, C. Ionescu, F. Jalayer, N. Kalligeris, U. Kânoğlu, P. Lanucara, Jorge Macías Sánchez, S. Murphy, Öcal Necmioğlu, R. Omira, G. Papadopoulos, R. Paris, F. Romano, T. Rossetto, J. Selva, A. Scala, R. Tonini, Konstantinos Trevlopoulos, I. Triantafyllou, R. Urgeles, R. Vallone, I. Vilibić, M. Volpe, A. Yalciner
Tsunamis constitute a significant hazard for European coastal populations, and the impact of tsunami events worldwide can extend well beyond the coastal regions directly affected. Understanding the complex mechanisms of tsunami generation, propagation, and inundation, as well as managing the tsunami risk, requires multidisciplinary research and infrastructures that cross national boundaries. Recent decades have seen both great advances in tsunami science and consolidation of the European tsunami research community. A recurring theme has been the need for a sustainable platform for coordinated tsunami community activities and a hub for tsunami services. Following about three years of preparation, in July 2021, the European tsunami community attained the status of Candidate Thematic Core Service (cTCS) within the European Plate Observing System (EPOS) Research Infrastructure. Within a transition period of three years, the Tsunami candidate TCS is anticipated to develop into a fully operational EPOS TCS. We here outline the path taken to reach this point, and the envisaged form of the future EPOS TCS Tsunami. Our cTCS is planned to be organised within four thematic pillars: (1) Support to Tsunami Service Providers, (2) Tsunami Data, (3) Numerical Models, and (4) Hazard and Risk Products. We outline how identified needs in tsunami science and tsunami risk mitigation will be addressed within this structure and how participation within EPOS will become an integration point for community development.    
海啸对欧洲沿海地区的居民构成了重大威胁,全世界海啸事件的影响可能远远超出直接受影响的沿海地区。了解海啸产生、传播和淹没的复杂机制,以及管理海啸风险,需要跨国界的多学科研究和基础设施。近几十年来,海啸科学取得了巨大进展,欧洲海啸研究界也得到了巩固。一个反复出现的主题是需要一个可持续的平台来协调海啸社区活动和海啸服务中心。经过大约三年的准备,欧洲海啸共同体于2021年7月获得了欧洲板块观测系统(EPOS)研究基础设施候选专题核心服务(cTCS)的地位。在三年的过渡期内,海啸候选TCS预计将发展成为一个完全可操作的EPOS TCS。我们在这里概述了达到这一点的路径,以及未来EPOS TCS海啸的设想形式。我们的cTCS计划在四个主题支柱下组织:(1)对海啸服务提供商的支持,(2)海啸数据,(3)数值模型,以及(4)危害和风险产品。我们概述了如何在这一结构内解决海啸科学和减轻海啸风险方面已确定的需求,以及参与epo如何成为社区发展的一个整合点。
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引用次数: 2
The EPOS Research Infrastructure: a federated approach to integrate solid Earth science data and services EPOS研究基础设施:一种整合固体地球科学数据和服务的联合方法
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8756
Massimo Cocco, C. Freda, K. Atakan, D. Bailo, Kauzar Saleh-Contell, Otto Lange, J. Michałek
The European Plate Observing System (EPOS) is a Research Infrastructure (RI) committed to enabling excellent science through the integration, accessibility, use and re-use of solid Earth science data, research products and services, as well as by promoting physical access to research facilities. This article presents and describes the EPOS RI and introduces the contents of its Delivery Framework. In November 2018, EPOS ERIC (European Research Infrastructure Consortium) has been granted by the European Commission and was established to design and implement a long-term plan for the integration of research infrastructures for solid Earth science in Europe. Specifically, the EPOS mission is to create and operate a highly distributed and sustainable research infrastructure to provide coordinated access to harmonized, interoperable and quality-controlled data from diverse solid Earth science disciplines, together with tools for their use in analysis and modelling. EPOS relies on leading-edge e-science solutions and is committed to open access, thus enabling a step towards the change in multidisciplinary and cross-disciplinary scientific research in Earth science. The EPOS architecture and its Delivery Framework are discussed in this article to present the contributions to open science and FAIR (Findable, Accessible, Interoperable, and Reusable) data management, as well as to emphasize the community building process that supported the design, implementation and construction of the EPOS RI.
欧洲板块观测系统(EPOS)是一个研究基础设施(RI),致力于通过整合、可访问、使用和再利用固体地球科学数据、研究产品和服务,以及促进对研究设施的物理访问,实现卓越的科学。本文介绍和描述了EPOS RI,并介绍了其交付框架的内容。2018年11月,欧洲研究基础设施联盟(European Research Infrastructure Consortium, EPOS ERIC)获得欧盟委员会的批准,旨在设计和实施一项长期计划,整合欧洲固体地球科学的研究基础设施。具体来说,EPOS的任务是创建和运营一个高度分布式和可持续的研究基础设施,以提供对来自不同固体地球科学学科的统一、互操作和质量控制数据的协调访问,以及用于分析和建模的工具。EPOS依靠领先的电子科学解决方案,并致力于开放获取,从而使地球科学多学科和跨学科科学研究的变化迈出了一步。本文讨论了EPOS体系结构及其交付框架,以展示其对开放科学和FAIR(可查找、可访问、可互操作和可重用)数据管理的贡献,并强调支持EPOS RI的设计、实现和构建的社区建设过程。
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引用次数: 5
Data integration and FAIR data management in Solid Earth Science 固体地球科学中的数据集成与FAIR数据管理
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8742
D. Bailo, K. Jeffery, K. Atakan, L. Trani, R. Paciello, Valerio Vinciarelli, J. Michałek, A. Spinuso
Integrated use of multidisciplinary data is nowadays a recognized trend in scientific research, in particular in the domain of solid Earth science where the understanding of a physical process is improved and made complete by different types of measurements – for instance, ground acceleration, SAR imaging, crustal deformation – describing a physical phenomenon. FAIR principles are recognized as a means to foster data integration by providing a common set of criteria for building data stewardship systems for Open Science. However, the implementation of FAIR principles raises issues along dimensions like governance and legal beyond, of course, the technical one. In the latter, in particular, the development of FAIR data provision systems is often delegated to Research Infrastructures or data providers, with support in terms of metrics and best practices offered by cluster projects or dedicated initiatives. In the current work, we describe the approach to FAIR data management in the European Plate Observing System (EPOS), a distributed research infrastructure in the solid Earth science domain that includes more than 250 individual research infrastructures across 25 countries in Europe. We focus in particular on the technical aspects, but including also governance, policies and organizational elements, by describing the architecture of the EPOS delivery framework both from the organizational and technical point of view and by outlining the key principles used in the technical design. We describe how a combination of approaches, namely rich metadata and service-based systems design, are required to achieve data integration. We show the system architecture and the basic features of the EPOS data portal, that integrates data from more than 220 services in a FAIR way. The construction of such a portal was driven by the EPOS FAIR data management approach, that by defining a clear roadmap for compliance with the FAIR principles, produced a number of best practices and technical approaches for complying with the FAIR principles. Such a work, that spans over a decade but concentrates the key efforts in the last 5 years with the EPOS Implementation Phase project and the establishment of EPOS-ERIC, was carried out in synergy with other EU initiatives dealing with FAIR data. On the basis of the EPOS experience, future directions are outlined, emphasizing the need to provide i) FAIR reference architectures that can ease data practitioners and engineers from the domain communities to adopt FAIR principles and build FAIR data systems; ii) a FAIR data management framework addressing FAIR through the entire data lifecycle, including reproducibility and provenance; and iii) the extension of the FAIR principles to policies and governance dimensions. .
综合利用多学科数据是当今科学研究中公认的趋势,特别是在固体地球科学领域,其中通过不同类型的测量- -例如地面加速度、SAR成像、地壳变形- -描述物理现象,改进和完善了对物理过程的理解。公平原则被认为是促进数据整合的一种手段,它为开放科学建立数据管理系统提供了一套通用标准。然而,公平原则的实施引发了治理和法律等方面的问题,当然,这不仅仅是技术方面的问题。特别是在后者,FAIR数据提供系统的开发通常被委托给研究基础设施或数据提供商,并得到集群项目或专门倡议提供的指标和最佳实践方面的支持。在目前的工作中,我们描述了欧洲板块观测系统(EPOS)中FAIR数据管理的方法,EPOS是固体地球科学领域的分布式研究基础设施,包括欧洲25个国家的250多个独立研究基础设施。通过从组织和技术角度描述EPOS交付框架的体系结构,并概述技术设计中使用的关键原则,我们特别关注技术方面,但也包括治理、策略和组织元素。我们描述了如何需要多种方法的组合,即富元数据和基于服务的系统设计来实现数据集成。我们展示了EPOS数据门户的系统架构和基本功能,该门户以公平的方式集成了来自220多个服务的数据。这样一个门户网站的建设是由EPOS FAIR数据管理方法驱动的,该方法通过定义符合FAIR原则的明确路线图,产生了许多符合FAIR原则的最佳实践和技术方法。这项工作跨越了十多年,但主要集中在过去5年的EPOS实施阶段项目和EPOS- eric的建立上,与其他处理公平数据的欧盟倡议协同进行。在EPOS经验的基础上,概述了未来的发展方向,强调需要提供i)公平参考架构,使领域社区的数据从业者和工程师能够采用公平原则并构建公平数据系统;ii)一个公平数据管理框架,在整个数据生命周期中解决公平问题,包括再现性和来源;以及iii)将公平原则扩展到政策和治理层面。
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引用次数: 2
Preface to the Special Issue: EPOS a Research Infrastructure in solid Earth: open science and innovation. 专题前言:固体地球研究基础设施:开放科学与创新。
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-04-29 DOI: 10.4401/ag-8835
Massimo Cocco, P. Montone
This special issue of Annals of Geophysics is dedicated to present and discuss a research infrastructure whose goal is integrating and providing access to solid Earth science data, research products and services as well as promoting physical access to research facilities.  This research infrastructure is the European Plate Observing System (EPOS, www.epos-eu.org). The idea of the special issue was matured considering the centrality of research infrastructures in the research process, promoting open science and enabling new forms of research and collaborations by providing solutions to share and distribute data and scientific products. Research infrastructures play a key role in establishing and consolidating interactions between research organizations and academia to govern and manage virtual access to scientific data and physical access to research facilities. Moreover, by providing access to scientific data, products, and information they represent a collaborative framework to foster innovation directly contributing to scientific progress and education in specific scientific domains.
《地球物理学年鉴》的这一期特刊致力于展示和讨论一个研究基础设施,其目标是整合和提供对固体地球科学数据、研究产品和服务的访问,以及促进对研究设施的物理访问。这项研究的基础设施是欧洲板块观测系统(EPOS, www.epos-eu.org)。考虑到研究基础设施在研究过程中的中心地位,促进开放科学,并通过提供共享和分发数据和科学产品的解决方案来实现新形式的研究与合作,特刊的想法已经成熟。研究基础设施在建立和巩固研究组织和学术界之间的相互作用以管理和管理对科学数据的虚拟访问和对研究设施的物理访问方面发挥着关键作用。此外,通过提供对科学数据、产品和信息的访问,它们代表了一个协作框架,以促进创新,直接促进特定科学领域的科学进步和教育。
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引用次数: 2
Prediction of Peak Ground Acceleration by Artificial Neural Network and Adaptive Neuro-fuzzy Inference System 基于人工神经网络和自适应神经模糊推理系统的峰值地面加速度预测
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-03-24 DOI: 10.4401/ag-8659
E. Gök, I. Kaftan
An attenuation relationship model belonging to a region with a high earthquake hazard is important. It is used for engineering studies to know how the peak ground acceleration (PGA) value depends on the distance where there are no stations. This study used earthquakes with magnitudes greater than 4 that IzmirNET recorded between 2009 and 2017 to determine the PGA through an artificial neural network (ANN) and adaptive neuro-fuzzy inference system (ANFIS), which are widely applied in engineering seismology studies. For this purpose, 2925 records from 62 earthquakes were analysed in the ANN and ANFIS applications. Magnitude, focal depth, hypocentral distance (Rhyp), and site conditions comprise the inputs, and PGA values are the outputs. Using the Karaburun earthquake, we compared the ANN and ANFIS models using different ground motion prediction equations (GMPE) and the appropriate criteria. We determined the proximate values to PGA values measured at IzmirNET stations of the Karaburun earthquake, which was M = 6.2 in 2017, were used to test the ANN and ANFIS. The results were examined and indicated that the ANN and ANFIS are good candidates for obtaining PGA values for future earthquakes in the studied area. In addition, the PGA values of subsequent earthquakes can be calculated more quickly without any preliminary evaluation using an ANN and ANFIS.
一个属于高地震危险区的衰减关系模型是很重要的。它用于工程研究,以了解峰值地面加速度(PGA)值如何依赖于距离无站。本研究利用2009年至2017年IzmirNET记录的4级以上地震,通过工程地震学研究中广泛应用的人工神经网络(ANN)和自适应神经模糊推理系统(ANFIS)确定PGA。为此,在ANN和ANFIS应用中分析了62次地震的2925条记录。震级、震源深度、震源距离(Rhyp)和现场条件构成输入,PGA值是输出。以Karaburun地震为例,采用不同的地震动预测方程(GMPE)和相应的准则,对ANN和ANFIS模型进行了比较。我们确定了2017年Karaburun地震(M = 6.2)的IzmirNET站测量的PGA值的近似值,用于测试ANN和ANFIS。结果表明,ANN和ANFIS是获得研究区未来地震PGA值的良好候选者。此外,使用人工神经网络和ANFIS可以更快地计算后续地震的PGA值,而无需进行任何初步评估。
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引用次数: 2
Source effect impact on the magnetotelluric transfer functions 源效应对大地电磁传递函数的影响
IF 1 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS Pub Date : 2022-03-24 DOI: 10.4401/ag-8751
T. Ernst, K. Nowożyński, W. Jóźwiak
It is known that the deviation from the plane wave assumption (the so-called source effect) has an impact on the results of vertical transfer function (VTF) estimation, especially for long periods. We observe the so-called seasonal effect, i.e. the VTF calculated from the data measured in the summer months is different from the VTF estimated from the winter months data. This is related to the length of the day, as in the diurnal data the effect of deviation from the plane wave is greater. In the present work, its potential effect on the estimation of the impedance tensor for magnetotelluric soundings is investigated. A unique, very long series of magnetotelluric recordings at the Belsk Magnetic Observatory was used for the analysis. The results showed that we do not observe the summer-winter seasonal changes as it is in the case of VTF. Small differences can be noticed as a result of TF estimation separately for diurnal and nocturnal data. The analysis of prediction errors confirms this finding and proves that the daily data are more distorted (distant with the plane wave). More detailed analyzes were performed by making a precise selection of data, dividing them into those that fulfill and those that do not fulfill the assumptions of the plane wave. The results show that the impedances estimated from data separated in this way may differ by several percent.
众所周知,与平面波假设的偏差(即所谓的源效应)对垂直传递函数(VTF)估计的结果有影响,特别是长周期的。我们观察到所谓的季节效应,即根据夏季测量数据计算的VTF与根据冬季数据估计的VTF不同。这与一天的长度有关,因为在日数据中,偏离平面波的影响更大。本文研究了它对大地电磁测深阻抗张量估计的潜在影响。贝尔斯克磁观测站的一组独特的、非常长的大地电磁记录被用于分析。结果表明,我们不像在VTF的情况下那样观察到夏季-冬季的季节变化。对于白天和夜间数据分别进行TF估计,可以注意到细微的差异。对预测误差的分析证实了这一发现,并证明了日数据更扭曲(远离平面波)。更详细的分析是通过对数据进行精确的选择,将它们分为满足平面波假设的和不满足平面波假设的。结果表明,用这种方法从分离的数据中估计出的阻抗可能相差几个百分点。
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引用次数: 1
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Annals of Geophysics
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