Learning physical laws from observations of complex dynamics

被引：0
|
作者：
Novoselov, Kostya S. [1 ]
Li, Qianxiao [1 ]
机构：
[1] Natl Univ Singapore, Singapore, Singapore
来源：
NATURE COMPUTATIONAL SCIENCE | 2024年 / 4卷 / 01期
关键词：
D O I：
10.1038/s43588-023-00590-4
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
The laws of physics, formulated in a compact form, are elusive for complex dynamic phenomena. However, it is now shown that, using artificial intelligence constrained by the physical Onsager principle, a custom thermodynamic description of a complex system can be constructed from the observation of its dynamical behavior.
引用
收藏
页码：9 / 10
页数：2
相关论文
共 50 条
  • [21] Learning physical models that can respect conservation laws
    Hansen, Derek
    Maddix, Danielle C.
    Alizadeh, Shima
    Gupta, Gaurav
    Mahoney, Michael W.
    PHYSICA D-NONLINEAR PHENOMENA, 2024, 457
  • [22] Gaussian Process Assisted Active Learning of Physical Laws
    Chen, Jiuhai
    Kang, Lulu
    Lin, Guang
    TECHNOMETRICS, 2021, 63 (03) : 329 - 342
  • [23] LAWS OF PHYSICAL LAWS
    BUNGE, M
    AMERICAN JOURNAL OF PHYSICS, 1961, 29 (08) : 518 - &
  • [24] STEADY: Simultaneous State Estimation and Dynamics Learning from Indirect Observations
    Wei, Jiayi
    Holtz, Jarrett
    Dillig, Isil
    Biswas, Joydeep
    2022 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2022, : 6593 - 6599
  • [25] Learning dislocation dynamics mobility laws from large-scale MD simulations
    Bertin, Nicolas
    Bulatov, Vasily V.
    Zhou, Fei
    NPJ COMPUTATIONAL MATERIALS, 2024, 10 (01)
  • [26] AUTONOMOUS LEARNING WITH COMPLEX DYNAMICS
    LILJENSTROM, H
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 1995, 10 (01) : 119 - 153
  • [27] Complex dynamics in learning systems
    Wong, KYM
    Li, S
    Tong, YW
    PHYSICA A, 2000, 288 (1-4): : 397 - 401
  • [28] Learning and classification of complex dynamics
    North, B
    Blake, A
    Isard, M
    Rittscher, J
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (09) : 1016 - 1034
  • [29] Adaptive learning and complex dynamics
    Gomes, Orlando
    CHAOS SOLITONS & FRACTALS, 2009, 42 (02) : 1206 - 1213
  • [30] Robust Iterative Learning Control Laws with Full Dynamics
    Hladowski, Lukasz
    Paszke, Wojciech
    Galkowski, Krzysztof
    Rogers, Eric
    2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), 2016, : 2370 - 2375
12345