23 July 2025
Paper Collection—Award Winning Papers in Physical Sciences

We are pleased to announce that 15 papers in the field of Physical Sciences have been selected as the 2024 Best Paper Award winners.

Entropy:
The Free Energy Principle for Perception and Action: A Deep Learning Perspective
by Pietro Mazzaglia, Tim Verbelen, Ozan Çatal and Bart Dhoedt
Entropy 2022, 24(2), 301; https://doi.org/10.3390/e24020301

Power-Optimal Control of a Stirling Engine’s Frictional Piston Motion
by Raphael Paul, Abdellah Khodja, Andreas Fischer, Robin Masser and Karl Heinz Hoffmann
Entropy 2022, 24(3), 362; https://doi.org/10.3390/e24030362

Quantum Coherences and Classical Inhomogeneities as Equivalent Thermodynamics Resources
by Andrew Smith, Kanupriya Sinha and Christopher Jarzynski
Entropy 2022, 24(4), 474; https://doi.org/10.3390/e24040474

Recasting the (Synchrosqueezed) Short-Time Fourier Transform as an Instantaneous Spectrum
by Steven Sandoval and Phillip L. De Leon
Entropy 2022, 24(4), 518; https://doi.org/10.3390/e24040518

Metacognition as a Consequence of Competing Evolutionary Time Scales
by Franz Kuchling, Chris Fields and Michael Levin
Entropy 2022, 24(5), 601; https://doi.org/10.3390/e24050601

Fluids:
A Direct-Forcing Immersed Boundary Method for Incompressible Flows Based on Physics-Informed Neural Network
by Yi Huang, Zhiyu Zhang and Xing Zhang
Fluids 2022, 7(2), 56; https://doi.org/10.3390/fluids7020056

Current Trends in Fluid Research in the Era of Artificial Intelligence: A Review
by Filippos Sofos, Christos Stavrogiannis, Kalliopi K. Exarchou-Kouveli, Daniel Akabua, George Charilas and Theodoros E. Karakasidis
Fluids 2022, 7(3), 116; https://doi.org/10.3390/fluids7030116

Computational Investigation of the Aerodynamics of a Wheel Installed on a Race Car with a Multi-Element Front Wing
by Carlo Cravero and Davide Marsano
Fluids 2022, 7(6), 182; https://doi.org/10.3390/fluids7060182

Fractal and Fractional:
Fractal Analysis on Surface Topography of Thin Films: A Review
by Wenmeng Zhou, Yating Cao, Haolin Zhao, Zhiwei Li, Pingfa Feng and Feng Feng
Fractal Fract. 2022, 6(3), 135; https://doi.org/10.3390/fractalfract6030135

Examining the Position of Wright’s Fallingwater in the Context of His Larger Body of Work: An Analysis Using Fractal Dimensions
by Josephine Vaughan and Michael J. Ostwald
Fractal Fract. 2022, 6(4), 187; https://doi.org/10.3390/fractalfract6040187

Zener Model with General Fractional Calculus: Thermodynamical Restrictions
by Teodor M. Atanackovic and Stevan Pilipovic
Fractal Fract. 2022, 6(10), 617; https://doi.org/10.3390/fractalfract6100617

Photonics:
Modulators in Silicon Photonics—Heterogenous Integration & and Beyond
by Jack Mulcahy, Frank H. Peters and Xing Dai
Photonics 2022, 9(1), 40; https://doi.org/10.3390/photonics9010040

Recent Advances in 850 nm VCSELs for High-Speed Interconnects
by Hao-Tien Cheng, Yun-Cheng Yang, Te-Hua Liu and Chao-Hsin Wu
Photonics 2022, 9(2), 107; https://doi.org/10.3390/photonics9020107

Universe:
PBH Formation from Spherically Symmetric Hydrodynamical Perturbations: A Review
by Albert Escrivà
Universe 2022, 8(2), 66; https://doi.org/10.3390/universe8020066

Quantum Clones inside Black Holes
by Gerard ’t Hooft
Universe 2022, 8(10), 537; https://doi.org/10.3390/universe8100537

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