Artificial neural networks solutions for solving differential equations: A focus and example for flow of viscoelastic fluid with microrotation by Abdullah, null, Faye, Ibrahima, Laila Amera, Aziz

“…PINN offers an alternative to classical numerical methods. …”
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Organic donor-acceptor cocrystals for multiferroic applications by Wang, Zongrui, Zhang, Qichun

“…The cocrystallization strategy has provided an efficient route to fulfill room temperature magnetoelectricity in single phase owing to the long-range ordered π-π stacking (donor-acceptor assembled) network, long-lived excitons (with μs lifetime), spin orders (±1/2 s pin) and charge transfer (CT) dipoles in the assembled crystal lattice. …”
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Bilayer skyrmion dynamics on a magnetic anisotropy gradient by Ang, Calvin Ching Ian, Gan, Weiliang, Lew, Wen Siang

“…Magnetic skyrmion transport has been primarily based on the use of spin torques which require high current densities and face performance deterioration associated with Joule heating. …”
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InAlN/GaN high electron mobility transistors on Si for RF applications by Xing, Weichuan

“…Also, device geometries including gate length, line-to-space ratio of the nanostripchannel and gate-to-source distance have been studied. …”
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Immobilization of cyclodextrin glucanotransferase on electrospun polyvinyl alcohol nanofibers by Saallah, Suryani

“…In this study, cyclodextrin glucanotransferase (CGTase) enzyme was successfully immobilised on PVA nanofibers via post-spinning and simultaneous electrospraying and electrospinning. …”
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Nonreciprocal phenomena in superconductivity by Davydova, Marharyta

“…Spin polarons have large effective mass and are spin 3/2 quasiparticles. …”
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Tailoring atomic chemistry to refine reaction pathway for the most enhancement by magnetization in water oxidation by Wu, Tianze, Ge, Jingjie, Wu, Qian, Ren, Xiao, Meng, Fanxu, Wang, Jiarui, Xi, Shibo, Wang, Xin, Elouarzaki, Kamal, Fisher, Adrian, Xu, Jason Zhichuan

“…Water oxidation on magnetic catalysts has generated significant interest due to the spin-polarization effect. Recent studies have revealed that the disappearance of magnetic domain wall upon magnetization is responsible for the observed oxygen evolution reaction (OER) enhancement. …”
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SU(3) topological insulators in the honeycomb lattice by Bornheimer, U., Miniatura, Christian, Grémaud, B.

“…We investigate realizations of topological insulators with spin-1 bosons loaded in a honeycomb optical lattice and subjected to a SU ( 3 ) spin-orbit coupling—a situation which can be realized experimentally using cold atomic gases. …”
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Data-driven forward and inverse analysis of two-dimensional soil consolidation using physics-informed neural network by Wang, Yu, Shi, Chao, Shi, Jiangwei, Lu, Hu

“…Different random seeds are used to test the robustness of the PINN developed and quantify the associated model uncertainty. …”
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Optically detected magnetic resonance spectroscopic analyses on the role of magnetic ions in colloidal nanocrystals by Dehnel, Joanna, Harchol, Adi, Barak, Yahel, Meir, Itay, Horani, Faris, Shapiro, Arthur, Strassberg, Rotem, de Mello Donegá, Celso, Demir, Hilmi Volkan, Gamelin, Daniel R., Sharma, Kusha, Lifshitz, Efrat

“…Incorporating magnetic ions into semiconductor nanocrystals has emerged as a prominent research field for manipulating spin-related properties. The magnetic ions within the host semiconductor experience spin-exchange interactions with photogenerated carriers and are often involved in the recombination routes, stimulating special magneto-optical effects. …”
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Population of Merging Compact Binaries Inferred Using Gravitational Waves through GWTC-3 by Sudhir, Vivishek

“…While the majority of spins are preferentially aligned with the orbital angular momentum, we infer evidence of antialigned spins among the binary population. …”
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Ferromagnetic interlayer coupling in FeSe1−xSx superconductors revealed by inelastic neutron scattering by Ma, M, Bourges, P, Sidis, Y, Sun, J, Wang, G, Iida, K, Kamazawa, K, Park, JT, Bourdarot, F, Ren, Z, Li, Y

“…The weak interlayer coupling is estimated to be Jc∼ 0.2 meV, in agreement with the short spin-spin correlation length ζc∼0.2c along the c axis. …”

Semiconductor oxide for gas sensing applications by Ang, Wan Chia

“…Surface morphology of the spin-coated composite films was studied using SEM. …”
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Numerical study of trapped vortex combustors characteristics in small ramjets by Chen, Song

“…Under some circumstances, the TVC may operate in a high-spinning motion. For example when it is installed in a spin-stabilized ramjet projectile, in which the spinning rate can be as high as 30,000 rpm. …”
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Compositional dependence of spintronic properties in Pt/GdCo films by Suzuki, Daniel H, Lee, Byung Hun, Beach, Geoffrey SD

“…We find a 5× increase in effective spin Hall angle with increasing Gd concentration, suggesting an improvement in spin transfer efficiency in rare earth materials. …”
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Physics-informed neural network for fast prediction of temperature distributions in cancerous breasts as a potential efficient portable AI-based diagnostic tool by Mukhmetov, Olzhas, Zhao, Yong, Mashekova, Aigerim, Zarikas, Vasilios, Ng, Eddie Yin Kwee, Aidossov, Nurduman

“…This work presents the development of a novel Physics-Informed Neural Network (PINN) method for fast forward simulation of heat transfer through cancerous breast models. …”
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Emergent geometric frustration of artificial magnetic skyrmion crystals by Ma, Fusheng, Reichhardt, C., Gan, Weiliang, Reichhardt, C. J. Olson, Lew, Wen Siang

“…The spin-torque reconfigurability of the artificial skyrmion ice states, difficult to achieve in other artificial spin ice systems, is compatible with standard spintronic device fabrication technology, which makes the semiconductor industrial integration straightforward.…”
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Learning stock market dynamics using the kinetic ising model by Nguyen, Ai Linh

“…In this approach, the states in the time series data are represented by configurations of N spins, and the time evolution of these states in the time series data by an update rule that depends on the spin configuration {σ_i (t)}_(i=1,…,N), and the connection weights {W_ij }_(i,j=1,…N) between the spins. …”
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Interplay of Transition Metals and Noncovalent Interactions in C–H Activation Catalysis by Vennelakanti, Vyshnavi

“…Additionally, the ability of TMCs to exist in multiple spin states is often leveraged for practical applications, with one such example being spin crossover (SCO) complexes that exhibit a change in spin state as a function of external stimulus like temperature and are widely studied due to their increasing use in molecular switches. …”
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Searches for Gravitational Waves from Known Pulsars at Two Harmonics in the Second and Third LIGO-Virgo Observing Runs by Sudhir, Vivishek

“…For nine pulsars, their spin-down limits have been surpassed for the first time. …”
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