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Physics-Informed Deep Learning for Traffic State Estimation: A Survey and the Outlook

Algorithms, 2023
For its robust predictive power (compared to pure physics-based models) and sample-efficient training (compared to pure deep learning models), physics-informed deep learning (PIDL), a paradigm hybridizing physics-based models and deep neural networks ...
Xuan Di, Rongye Shi, Zhaobin Mo, Yongjie Fu   +3 more
doaj   +1 more source

Preliminary efforts to evaluate an initiative introducing computation across the undergraduate physics curriculum

, 2021
We report our preliminary efforts to evaluate a departmental project: the inclusion of computational methods across our undergraduate curriculum. Our overarching goal is for students to consider computational approaches as a "normal" way to solve physics
Gavrin, Andrew, Maric, Danka, Andrew Gavrin, Danka Maric, Vemuri, Gautam, Gautam Vemuri   +5 more
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Introduction: computability of the physical [PDF]

Mathematical Structures in Computer Science, 2012
Albert Einstein encapsulated a commonly held view within the scientific community when he wrote in his book Out of My Later Years (Einstein 1950, page 54) ‘When we say that we understand a group of natural phenomena, we mean that we have found a constructive theory which embraces them.’ This represents a dual challenge to the scientist: on the one hand,
Cristian S. Calude, S. Barry Cooper
openaire   +1 more source

Computational Essays in the Physics Classroom

, 2020
Writing and argumentation are critical to both professional physics and physics education. They are both necessary to the practices of professional science like paper writing and peer review, and are increasingly emphasized in science education standards
Odden, Tor Ole, Burk, John, John Burk, Tor Ole B. Odden   +3 more
core   +1 more source

Applied computational physics

, 2018
Applied Computational Physics is a graduate-level text stressing three essential elements: advanced programming techniques, numerical analysis, and physics.
Bianchi, Riccardo Maria, Boudreau, Joseph F, Swanson, Eric S   +2 more
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Orbit simulations with Maxima software

Revista Brasileira de Ensino de Física
The computational algebra system Maxima is used together with the fourth order Runge-Kutta method to generate simulations of orbits caused by the newtonian gravitational interaction.
Ednilton S. de Oliveira
doaj   +1 more source

Towards the Analytical Generalization of the Transcendental Energy Equation, Group Velocity, and Effective Mass in One-Dimensional Periodic Potential Wells with a Computational Application to Common Coupled Potentials

Applied Sciences
The analytical generalization for N periodic potential wells coupled to a probe rectangular-like potential and a zero potential is extremely important in the study of one-dimensional periodic potentials in solid state physics, e.g., in the calculation of
F. Mendoza-Villa, Erich V. Manrique-Castillo, Edson C. Passamani, Juan A. Ramos-Guivar   +3 more
doaj   +1 more source

The 2nd Scientific workshop for students “Computational physics of DNA”

Біофізичний вісник
The article is devoted to the 2nd Scientific workshop for students “Computational physics of DNA”.
С. М. Перепелиця, Т. Л. Бубон   +1 more
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Computational physics: an introduction

, 1994
Author Franz J. Vesely offers students an introductory text on computational physics, providing them with the important basic numerical/computational techniques.
Vesely, Franz J, VESELY, FRANZ J.
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Physics and the new computation [PDF]

, 1995
New computation devices increasingly depend on particular physical properties rather than on logical organization alone as used to be the case in conventional technologies. This has impact on the synthesis and analysis of algorithms and the computation models on which they are to run. Therefore, scientists working in these areas will have to understand
openaire   +3 more sources