MEANet: Magnitude Estimation Via Physics-based Features Time Series, an Attention Mechanism, and Neural Networks

被引:0
|
作者
Song, Jindong [1 ,2 ]
Zhu, Jingbao [1 ,2 ]
Li, Shanyou [1 ,2 ]
机构
[1] Key Laboratory of Earthquake Engineering and Engineering Vibration, Institute of Engineering Mechanics, China Earthquake Administration, China
[2] Key Laboratory of Earthquake Disaster Mitigation, Ministry of Emergency Management, China
来源
Geophysics | 2022年 / 88卷 / 01期
关键词
461.4 Ergonomics and Human Factors Engineering - 484 Seismology - 922.2 Mathematical Statistics;
D O I
暂无
中图分类号
学科分类号
摘要
76
引用
收藏
相关论文
共 50 条
  • [1] MEANet: Magnitude estimation via physics-based features time series, an attention mechanism, and neural networks
    Song, Jindong
    Zhu, Jingbao
    Li, Shanyou
    GEOPHYSICS, 2023, 88 (01) : V33 - V43
  • [2] Bayesian Parameter Estimation of Vibrating Systems via Physics-Based Biases from Neural Networks
    Haywood-Alexander, Marcus
    Kamariotis, Antonios
    Arcieri, Giacomo
    Chatzi, Eleni
    e-Journal of Nondestructive Testing, 2024, 29 (07):
  • [3] Selecting Features from Time Series Using Attention-Based Recurrent Neural Networks
    Myller, Michal
    Kawulok, Michal
    Nalepa, Jakub
    STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, S+SSPR 2020, 2021, 12644 : 87 - 97
  • [4] Unsupervised physics-based neural networks for seismic migration
    Vamaraju, Janaki
    Sen, Mrinal K.
    INTERPRETATION-A JOURNAL OF SUBSURFACE CHARACTERIZATION, 2019, 7 (03): : SE189 - SE200
  • [5] Computing by Means of Physics-Based Optical Neural Networks
    Younger, A. Steven
    Redd, Emmett
    ELECTRONIC PROCEEDINGS IN THEORETICAL COMPUTER SCIENCE, 2010, (26): : 159 - 167
  • [6] Physics-Based Neural Networks for Modeling & Control of Aerial Vehicles
    Breese, Bennett
    Kumar, Manish
    Bolender, Michael
    Casbeer, David W.
    2022 AMERICAN CONTROL CONFERENCE, ACC, 2022, : 3218 - 3223
  • [7] Time-Dependent Series Variance Estimation via Recurrent Neural Networks
    Nikolaev, Nikolay
    Tino, Peter
    Smirnov, Evgueni
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2011, PT I, 2011, 6791 : 176 - +
  • [8] Research on Time Series Prediction via Quantum Self-Attention Neural Networks
    Chen X.
    Li C.
    Jin F.
    Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2024, 53 (01): : 110 - 118
  • [9] A Physics-Based Neural Estimation of the Direction of Arrival Over Sea Surfaces
    Zhao, Xiuyi
    Jiang, Rui
    Chen, Kun-Shan
    Yang, Ying
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60
  • [10] Physics-based neural networks for the characterization and behavior assessment of construction materials
    Habib, Ahed
    Junaid, M. Talha
    Altoubat, Salah
    AL Houri, Ausamah
    JOURNAL OF BUILDING ENGINEERING, 2025, 100