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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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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Cationic distribution, exchange interactions, and relaxation dynamics in Zn-diluted MnCo2O4 nanostructures by Tiwari, Nidhi, Pramanik, P., Joshi, D. C., Sarkar, T., Pittala, S., Salman, O. O., Manga, M.-M., Thota, S.

“…This behavior is similar to the de Almeida-Thouless (AT-line) analysis in the T-H phase diagram which supports the existence of spin-glass like behavior below TF in these Zn diluted spinels.…”
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Engineered terahertz emission from spintronic heterostructures: amplitude, phase and chirality by Agarwal, Piyush

“…As such, the photoexcitation leads to ultrafast spin-scattering events in the FM, during which the spins transport from the FM into the adjacent heavy metal(HM) layer to experience an inverse spin Hall effect, producing a transverse charge current and terahertz radiation. …”
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Efficient circuit-designs using spintronic devices by Deb, Suman

“…Spintronics, with devices like, Spin Transfer Torque (STT)-based Magnetic Tunnel Junctions (MTJs) and Racetracks (RTs) in its arsenal, has emerged as a prospective paradigm for future logic- and storage-applications. …”
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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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Spectroscopic study of emergent electronic phases in transition metal based compounds by Song, Qian

“…Antiferromagnets with non-relativistic spin splitting are outstanding candidates as the next generation of spintronic materials owing to their electron-volt (eV) scale spin splitting, ultrafast spin dynamics and nearly vanishing stray fields. …”
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Physics-Informed Deep Learning for Plasma Etch Optimization by Dighamber, Mohit

“…Future work includes utilizing the PINN model in a Bayesian framework to facilitate recipe optimization for the desired etch profile.…”
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Direct observation of deterministic domain wall trajectory in magnetic network structures by Sethi, Pankaj, Murapaka, Chandrasekhar, Goolaup, Sarjoosing, Chen, Yun Jie, Leong, Siang Huei, Lew, Wen Siang

“…Controlling the domain wall (DW) trajectory in magnetic network structures is crucial for spin-based device related applications. The understanding of DW dynamics in network structures is also important for study of fundamental properties like observation of magnetic monopoles at room temperature in artificial spin ice lattice. …”
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Structure and dynamics of magnetic domain walls in multi-sublattice magnetic oxides by Huang, Siying

“…For the anomalously fast DW motion, we present an explanation by the field-like torque counteracting the damping-like torque and increasing the spin Hall efficiency. …”
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Low temperature growth and characterization of carbon nanostructures by Ding, Yu

“…This report focuses on the low temperature fabrication and characterization of carbon nanostructures such as onion-like carbon and carbon nanotubes (CNTs). Onion-like carbons were grown on different substrates at room temperature using plasma enhanced chemical vapor deposition (PECVD). …”
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Optical study of excitonic complexes in transition metal dichalcogenides monolayers by Bao, Di

“…The Fermi edge singularity may indicate a transition from a fermion-like charged state to a boson-like particle (exciton-plasmon).Due to the inversion symmetry breaking, there are two energy-degenerate but inequivalent valleys (K and K' ). …”
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A Unified Approach to Learning Ising Models: Beyond Independence and Bounded Width by Gaitonde, Jason, Mossel, Elchanan

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Ferromagnetic copper-doped ZnO for spintronics by Herng, Tun Seng

“…The incorporation of N increases the substitution of high spin state of Cu2+ concentration into Zn2+ sites and stabilizes the highly diffusive Zni through N-Zn bonding. …”
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Dynamics of a magnetic polaron in an antiferromagnet by Shen, Kaijun, Gelin, Maxim F., Sun, Kewei, Zhao, Yang

“…We uncover the nuanced dependence of hole and spin deviation dynamics on the spin-spin coupling parameter J, revealing a thermally-activated landscape where hole mobilities and spin deviations exhibit a distinct temperature-dependent relationship. …”
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Development of a home energy monitoring system using wireless communications by Lim, Tian Tian.

“…However, it is insufficient to depend solely on the advancement to sustainable energy technology like solar and wind energy. Good energy usage habits have to be promoted and cultivated. …”
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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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Design and implementation of responsive registration and feedback system using unity3D by Liu, Hao

“…Variety of graphical processors and concurrent virtual engines begin to spring up like mushrooms. Graphical processing enabled devices start appearing in our daily life. …”
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Investigating hybrid methods of fabricating formamidinium-based perovskite solar cells by Krishnan, Sriniketh

“…Hence, a global effort into emerging technologies like perovskite solar cells (PSCs) is being undertaken. …”
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Virtual power plant using demand response management by Teo, Jonathan Chin Hao

“…The BEMS will help keep the building grid in balance when energy supplies get tight, or as more distribution generations like solar, wind, and micro-turbine come online.…”
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