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Physics-informed deep learning for fringe pattern analysis
Article
Article
Wei Yin et al · Editorial Office of Opto-Electronic Journals Group, Institute of Optics and Electronics, CAS, China · 2024 · ISSN 2096-4579
Recently, deep learning has yielded transformative success across optics and photonics, especially in optical metrology. Deep neural networks (DNNs) with a fully convolutional architecture (e.g., U-Net and its derivative...
LCC TENDOk9wdGljcy4gTGlnaHQ~Idioma English
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Open Access
Physics-Informed Enhanced Machine Learning for Global Vegetation Optical Depth Retrieval Using Spaceborne GNSS-R
Article
Article
Jinwei Bu et al · IEEE · 2026 · ISSN 1939-1404
Vegetation optical depth (VOD), as a key parameter of vegetation, plays an important role in the process of vegetation growth and change. The spaceborne Global Navigation Satellite System Reflectometry (GNSS-R) technolog...
LCC LCC:Ocean engineering; LCC:Geophysics. Cosmic physicsIdioma English
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Open Access
Reliable, efficient, and scalable photonic inverse design empowered by physics-inspired deep learning
Article
Article
Shao Guocheng et al · Wiley · 2025 · ISSN 2192-8614
On-chip computing metasystems composed of multilayer metamaterials have the potential to become the next-generation computing hardware endowed with light-speed processing ability and low power consumption but are hindere...
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Open Access
Transfer learning enhanced deep neural network surrogate model for rapid multiphysics simulation of alkaline water electrolyzers
Article
Article
Jingwen Yan et al · Nature Portfolio · 2026 · ISSN 2045-2322
Abstract Alkaline water electrolysis represents a promising pathway for green hydrogen production, yet comprehensive multi-physics simulation remains computationally prohibitive for practical design optimization. This st...
LCC LCC:Medicine; TENDOlNjaWVuY2U~Idioma English
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Material complementario
Enhanced photoacoustic microscopy with physics-embedded degeneration learning
Article
Article
Haigang Ma et al · Editorial Office of Opto-Electronic Journals Group, Institute of Optics and Electronics, CAS, China · 2025 · ISSN 2096-4579
Deep learning (DL) is making significant inroads into biomedical imaging as it provides novel and powerful ways of accurately and efficiently improving the image quality of photoacoustic microscopy (PAM). Off-the-shelf D...
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Open Access
Integrating multi-task learning with a differentiable physics constrained framework for hydrological forecasting
Article
Article
Yuguang Yan et al · Nature Portfolio · 2026 · ISSN 2045-2322
Abstract Accurate prediction of terrestrial water cycle variables like soil moisture (SM) and evapotranspiration (ET) is crucial, yet existing Deep Learning (DL) models face limitations. Many adopt Single-Task Learning (...
LCC LCC:Medicine; TENDOlNjaWVuY2U~Idioma English
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Open Access
The Impact of Functional Asymmetry of the Cerebral Hemispheres in Students of a Physics and Mathematics Lyceum on the Learning Outcomes
Article
Article
Oksana Ikkert et al · Vasyl Stefanyk Carpathian National University · 2025 · ISSN 2311-0155
The functional asymmetry of the human brain hemispheres (motor, sensory, and mental) reflects the differences in the distribution of neuro-psychic functions between the left and right hemispheres. The left hemisphere is ...
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Open Access
Point-of-Care Ultrasound Foundations in Physics and Image Acquisition: An Innovative Hands-on Active Learning Workshop
Article
Article
Cherie Tator et al · Association of American Medical Colleges · 2026 · ISSN 2374-8265
Introduction We developed an innovative, active learning workshop to introduce foundations of point-of-care ultrasound (POCUS) physics and instrumentation. The workshop design aimed to reduce cognitive load and encourage...
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Material complementario
Traffic oscillation mitigation with physics-enhanced residual learning (PERL)-based predictive control
Article
Article
Keke Long et al · Tsinghua University Press · 2024 · ISSN 2772-4247
Real-time vehicle prediction is crucial in autonomous driving technology, as it allows adjustments to be made in advance to the driver or the vehicle, enabling them to take smoother driving actions to avoid potential col...
LCC LCC:Transportation engineeringIdioma English
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Open Access
Physics-informed machine learning
Text / resource
Text / resource
George Em Karniadakis; Ioannis G. Kevrekidis; Lu Lu; Paris Perdikaris; Sifan Wang; Liu Yang · Nature Reviews Physics · 2021
Subjects / keywords: Computer science; Artificial intelligence; Machine learning; Multiphysics; Inference; Artificial neural network; Physical law; Field (mathematics); Discretization; Kernel method; Deep learning; Theoretical computer scien...
Idioma English
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Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
Article
Article
Maziar Raissi; Paris Perdikaris; George Em Karniadakis · Journal of Computational Physics · 2018
Subjects / keywords: Partial differential equation; Nonlinear system; Artificial neural network; Context (archaeology); Inverse problem; Partial derivative; Computer science; Automatic differentiation; Applied mathematics; Physical law; Math...
Idioma English
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¿Cuál es la representación que tienen los docentes acerca de ser un buen alumno de Física y aprender Física?
Article
Article
Guirado, Ana María et al · Universidad de Vigo · 2010 · ISSN 1579-1513
En este trabajo analizamos las representaciones sociales de docentes acerca de cómo es un buen alumno de física y cómo se aprende física. Para esto diseñamos dos escalas Likert y las aplicamos a una muestra de docen...
Idioma Spanish
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Open Access
Physics-Constrained Spatio-Temporal Attention FusionGAN: End-to-End Gridded Sea Surface Wind Fusion Over China Seas From Multimission GNSS-R Observations
Article
Article
Xiaohui Li et al · IEEE · 2026 · ISSN 1939-1404
To fully exploit the advantages of GNSS-R small satellites (large quantity, short revisit cycle) and address key challenges of multisource GNSS-R data—track-wise distribution, uneven spatial coverage, and observat...
LCC LCC:Ocean engineering; LCC:Geophysics. Cosmic physicsIdioma English
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Open Access
Imposing exclusion limits on new physics with machine-learned likelihoods
Article
Article
Arganda Carreras, Ernesto et al · Sissa · 2022 · ISSN 1226-1232
Machine-Learned Likelihood (MLL) is a method that, by combining modern machine-learning techniques with likelihood-based inference tests, allows estimating the experimental sensitivity of high-dimensional data sets. Here...
Idioma English
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Open Access
Machine learning to optimize additive manufacturing for visible photonics
Article
Article
Lininger Andrew et al · Wiley · 2023 · ISSN 2192-8606
Additive manufacturing has become an important tool for fabricating advanced systems and devices for visible nanophotonics. However, the lack of simulation and optimization methods taking into account the essential physi...
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Open Access
Perceptions of students after implementing peer instruction in an introductory physics course
Article
Article
Budini, Nicolas et al · Springer Nature · 2019 · ISSN 2196-7091
In the present work we carried out a qualitative educational research to assess the perceptions of a group of students that attended (weekly and non-mandatory) complementary classes of a physics course during 2017. In th...
Idioma English
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Open Access
A knowledge-informed deep learning paradigm for generaliz-able and stability-optimized car-following models
Article
Article
Chengming Wang et al · Tsinghua University Press · 2025 · ISSN 2772-4247
Car-following models (CFMs) are fundamental to traffic flow analysis and autonomous driving. Although calibrated physics-based and trained data-driven CFMs can replicate human driving behavior, their reliance on specific...
LCC LCC:Transportation engineeringIdioma English
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Material complementario
AI, METACOGNITION, AND DIGITAL LITERACY IN PHYSICS EDUCATION: SYSTEMATIC LITERATURE REVIEW AND BIBLIOMETRIC ANALYSIS
Article
Article
La Ida et al · LPPM Universitas Labuhanbatu · 2026 · ISSN 2303-355X
Purpose – This study critically examines the rapid expansion of artificial intelligence (AI) in digital learning, with a specific focus on how these technologies intersect with metacognitive skills and digital literacy...
LCC TENDOkVkdWNhdGlvbg~~Idioma English
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Open Access
Deep learning enabled inverse design in nanophotonics
Article
Article
So Sunae et al · Wiley · 2020 · ISSN 2192-8606
Deep learning has become the dominant approach in artificial intelligence to solve complex data-driven problems. Originally applied almost exclusively in computer-science areas such as image analysis and nature language ...
LCC TENDOlBoeXNpY3M~Idioma English
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Open Access
Deep learning for optical tweezers
Article
Article
Ciarlo Antonio et al · Wiley · 2024 · ISSN 2192-8614
Optical tweezers exploit light–matter interactions to trap particles ranging from single atoms to micrometer-sized eukaryotic cells. For this reason, optical tweezers are a ubiquitous tool in physics, biology, and nano...
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Open Access
Deep reinforcement learning empowers automated inverse design and optimization of photonic crystals for nanoscale laser cavities
Article
Article
Li Renjie et al · Wiley · 2023 · ISSN 2192-8614
Photonics inverse design relies on human experts to search for a design topology that satisfies certain optical specifications with their experience and intuitions, which is relatively labor-intensive, slow, and sub-opti...
LCC TENDOlBoeXNpY3M~Idioma English
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Material complementario
Detection of exoplanets from TESS imaging data using unsupervised machine learning techniques
Article
Article
Abisa Sinha Adhikary et al · Frontiers Media S.A · 2026 · ISSN 2296-987X
The identification of exoplanets within habitable zones remains a central objective in modern astrophysics, particularly with the availability of large-scale photometric datasets from space-based missions such as the Tra...
LCC TENDOkFzdHJvbm9teQ~~; LCC:Geophysics. Cosmic physicsIdioma English
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Material complementario
GraphiBERT-ML: A Knowledge-Enhanced NER Approach for Cross-Domain Comparative Analysis of Machine Learning Literature
Article
Article
Nabila Khouya et al · Ikatan Ahli Informatika Indonesia · 2026 · ISSN 2580-0760
The exponential growth of scientific literature on platforms such as arXiv presents a major challenge in identifying and comparing key contributions to machine learning across diverse academic domains. To address this, w...
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Material complementario
Improving Ultrasonic Testing by Using Machine Learning Framework Based on Model Interpretation Strategy
Article
Article
Siqi Shi et al · KeAi Communications Co., Ltd · 2023 · ISSN 2192-8258
Abstract Ultrasonic testing (UT) is increasingly combined with machine learning (ML) techniques for intelligently identifying damage. Extracting significant features from UT data is essential for efficient defect charact...
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