15.391 Early Stage Capital, Fall 2003 by Loessberg, Shari

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16.07 Dynamics, Fall 2004 by Peraire, Jaume

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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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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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Experimental Characterization of Iron-Sulfur Cluster Excited States and their Relevance to Electron Transfer Reactions by Skeel, Brighton A.

“…We find that the energy scale associated with both of these phenomena is commensurate with that of the thermal energy at ambient temperature, and that these alternate valence arrangements and spin configurations are thus relevant to understanding the room temperature reactivity of biological Fe−S systems. …”
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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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Narrowband Searches for Continuous and Long-duration Transient Gravitational Waves from Known Pulsars in the LIGO-Virgo Third Observing Run by Sudhir, Vivishek

“…Isolated neutron stars that are asymmetric with respect to their spin axis are possible sources of detectable continuous gravitational waves. …”
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Quantum Monte Carlo study of the phase diagram of the two-dimensional uniform electron liquid by Azadi, S, Drummond, ND, Vinko, SM

“…We present a study of spin-unpolarized and spin-polarized two-dimensional uniform electron liquids using variational and diffusion quantum Monte Carlo (VMC and DMC) methods with SlaterJastrow-backflow trial wave functions. …”

Synthesis, structure, and magnetic properties of extended 2-D triangular lattices by Bartlett, Bart M

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Physics-Informed Deep Learning for Plasma Etch Optimization by Dighamber, Mohit

“…In this thesis, we share our findings for plasma etch recipe optimization using AI and ML. …”
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Spectroscopic study of emergent electronic phases in transition metal based compounds by Song, Qian

“…Our findings represent the first observation of a p-wave antiferromagnet, and open a new frontier of voltage-based switching of non-relativistic spin splitting in vdW antiferromagnets.…”
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Anomalous high-magnetic field electronic state of the nematic superconductors FeSe 1 − x S x by Bristow, M, Reiss, P, Haghighirad, A, Zajicek, Z, Singh, S, Wolf, T, Graf, D, Knafo, W, McCollam, A, Coldea, A

“…Near the nematic end point, we find an extended temperature regime with ∼ T 1.5 resistivity, different from the behavior found near an antiferromagnetic critical point. …”

Population of Merging Compact Binaries Inferred Using Gravitational Waves through GWTC-3 by Sudhir, Vivishek

“…Observed black hole spins are small, with half of spin magnitudes below χ i ≈ 0.25 . …”
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Engineered terahertz emission from spintronic heterostructures: amplitude, phase and chirality by Agarwal, Piyush

“…This thesis aims to identify and answer a few of them by unveiling efficient spin manipulation methods. The main findings of the thesis are divided into two parts. …”
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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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Enhancing indoor photovoltaic performance of inverted type organic solar cell by controlling photoactive layer solution concentration by Mohamed Nafeer Wajidh, Nour Attallah Issa, Kam, Sheng Lau, Sin, Tee Tan, Chin, Hua Chia, Muslizainun Mustapha, Mohammad Hafizuddin Hj Jumali, Chi, Chin Yap

“…The ZnO electron transport layer was deposited on fluorine-doped tin oxide (FTO)-coated glass substrates using a spin coating technique. The photoactive layers with different solution concentrations were spin coated on top of the ZnO layer. …”
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Modeling distance-dependent individual head-related transfer functions in the horizontal plane using frontal projection headphones by Sunder, Kaushik, Gan, Woon-Seng, Tan, Ee-Leng

“…Soc. 61, 989–1000] project the sound directly onto the pinnae from the front, and thus inherently create listener's idiosyncratic pinna cues at the eardrum. …”
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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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Nonreciprocal phenomena in superconductivity by Davydova, Marharyta

“…Spin polarons have large effective mass and are spin 3/2 quasiparticles. …”
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