Addressing cycle-skipping in full-waveform inversion using acoustic wave energy

IF 1.8 3区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS
Zhonglei Li, Gang Yao
{"title":"Addressing cycle-skipping in full-waveform inversion using acoustic wave energy","authors":"Zhonglei Li,&nbsp;Gang Yao","doi":"10.1111/1365-2478.13630","DOIUrl":null,"url":null,"abstract":"<p>Limitations in acquisition technologies lead to insufficient low-frequency signals in field seismic data. Local optimization methods are the common approaches for full-waveform inversion. Inaccurate initial velocity models and lack of low-frequency signals in seismic data typically cause the local-gradient-based full-waveform inversion to converge to a local minimum due to cycle-skipping. The existing energy-based objective functions can generate artificial low-frequency signals successfully by squaring the pressure but overlook the law of energy conservation, which may mislead model updates. To overcome this issue, we combine acoustic wave potential energy and kinetic energy to develop a new objective function that fits the acoustic wave energy. The new acoustic-wave-energy-based full-waveform inversion considers the law of energy conservation. The new system creates low-frequency signals to avoid cycle-skipping and produce an accurate smooth background velocity model, which provides a sufficient starting model for conventional full-waveform inversion. Numerical examples demonstrate that the combination of acoustic-wave-energy-based full-waveform inversion and conventional full-waveform inversion can deliver more faithful and accurate final results than conventional full-waveform inversion alone.</p>","PeriodicalId":12793,"journal":{"name":"Geophysical Prospecting","volume":"73 3","pages":"960-976"},"PeriodicalIF":1.8000,"publicationDate":"2024-10-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Geophysical Prospecting","FirstCategoryId":"89","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/1365-2478.13630","RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"GEOCHEMISTRY & GEOPHYSICS","Score":null,"Total":0}
引用次数: 0

Abstract

Limitations in acquisition technologies lead to insufficient low-frequency signals in field seismic data. Local optimization methods are the common approaches for full-waveform inversion. Inaccurate initial velocity models and lack of low-frequency signals in seismic data typically cause the local-gradient-based full-waveform inversion to converge to a local minimum due to cycle-skipping. The existing energy-based objective functions can generate artificial low-frequency signals successfully by squaring the pressure but overlook the law of energy conservation, which may mislead model updates. To overcome this issue, we combine acoustic wave potential energy and kinetic energy to develop a new objective function that fits the acoustic wave energy. The new acoustic-wave-energy-based full-waveform inversion considers the law of energy conservation. The new system creates low-frequency signals to avoid cycle-skipping and produce an accurate smooth background velocity model, which provides a sufficient starting model for conventional full-waveform inversion. Numerical examples demonstrate that the combination of acoustic-wave-energy-based full-waveform inversion and conventional full-waveform inversion can deliver more faithful and accurate final results than conventional full-waveform inversion alone.

利用声波能量解决全波形反演中的周期跳变问题
由于采集技术的限制,导致现场地震资料中低频信号不足。局部优化方法是全波形反演的常用方法。地震数据中初始速度模型的不准确和低频信号的缺乏通常会导致基于局部梯度的全波形反演由于周期跳变而收敛到局部最小值。现有的基于能量的目标函数可以通过压力的平方成功地生成人工低频信号,但忽略了能量守恒定律,可能会误导模型更新。为了克服这一问题,我们将声波势能和动能结合起来,建立了一个适合声波能量的新目标函数。基于声波能量的全波形反演考虑了能量守恒定律。新系统产生低频信号,以避免周期跳变,并产生准确平滑的背景速度模型,为传统的全波形反演提供了充分的启动模型。数值算例表明,声波能量全波形反演与常规全波形反演相结合可以获得比常规全波形反演更真实、更准确的最终结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Geophysical Prospecting
Geophysical Prospecting 地学-地球化学与地球物理
CiteScore
4.90
自引率
11.50%
发文量
118
审稿时长
4.5 months
期刊介绍: Geophysical Prospecting publishes the best in primary research on the science of geophysics as it applies to the exploration, evaluation and extraction of earth resources. Drawing heavily on contributions from researchers in the oil and mineral exploration industries, the journal has a very practical slant. Although the journal provides a valuable forum for communication among workers in these fields, it is also ideally suited to researchers in academic geophysics.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信