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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Evaluation of bonding strength of some tropical wood species as a function of surface roughness by Tan, Hui Ling.

“…Experiments were conducted for Kapur, Meranti and Pine wood to find out the adhesion bonding strength as a function of surface roughness. …”
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Developing a taxonomy of consumer preferences for enhancing B2C e-commerce last-mile delivery: delivered food by Teo, Ee Lin

“…By exploring the key factors which influence customers to use self pick-up over door-to-door delivery on OFD platforms in Singapore, suggestions can be made to improve the self pick-up customer experience and encourage its adoption. …”
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Cell charactetization in differnet regions of the native annulus fibrous in a porcine intervetebral disc model through cell sorting and molecular analysis by Teo, Tong

“…The factors that lead to low back pain are complex, there has been more evidence that shows that intervertebral disc degeneration serves as a major contributor leading to the destabilization of the spinal motion segment hence resulting in pain and disability. …”
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Sporopollenin-inspired design and synthesis of robust polymeric materials by Glinkerman, Christopher M, Lin, Shaoting, Ni, Jiahua, Li, Fu-Shuang, Zhao, Xuanhe, Weng, Jing-Ke

“…Recent investigation of the molecular structure of pine sporopollenin revealed unique monomeric units and inter-unit linkages distinct from other previously known biopolymers, which could be harnessed for new material design. …”
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Island area and remoteness shape plant and soil bacterial diversity through land use and biological invasion by Xu, Mingshan, Yang, Anna, Yang, Xiaodong, Cao, Wenting, Zhang, Zengke, Li, Zengyan, Zhang, Yu, Zhang, Huaguo, You, Wenhui, Yan, En-Rong, Wardle, David A.

“…However, land use intensity increased with island area which also promoted plant diversity, and loss of pine forest by the pinewood nematode invasion increased with island remoteness which reduced plant diversity. …”
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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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A Self-Polymerizing Mesh of Nano-Tethers for the Mechanical Constraint of Degraded Intervertebral Discs—A Review of 25 Years of Pre-Clinical and Early Clinical Research by Hedman, Thomas, Rogers, Adam, Beall, Douglas

“…It is intended that this review of a novel nano-scale material-based solution for mechanical deficiencies in biologically limited tissues may provide a helpful example for other innovations in spinal diseases and similarly challenging musculoskeletal disorders.…”
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Design and investigation of air-cooled heat sinks using 3D printing technology by Lim, Ming Chong

“…This study presents the heat transfer performance of five pin fin heat sinks that have been fabricated using Selective Laser Melting. …”
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A proxy-tactile reactive control for robots moving in clutter by Caroleo, G, Giovinazzo, F, Albini, A, Grella, F, Cannata, G, Maiolino, P

“…In this paper, we propose a reactive control law that simultaneously utilizes proximity and tactile feedback to perform a pick-and-place task in an unknown and cluttered environment. …”

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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Effect of adding global postural re-education to Kendall exercises for treating asymptomatic forward head posture: a single-blinded randomized controlled trial by Abu-Taleb, Walaa, Yamany, Abeer Abdelrahman, Aneis, Yasser M., Abu El Kasem, Shimaa T.

“…Conclusions: The added effect GPR technique to Kendall exercises significantly improved CVA, CROM, NDI, chest expansion, and spinal mobility in subjects with FHP.…”
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3D spine shape estimation from single 2D DXA by Bourigault, E, Jamaludin, A, Zisserman, A

“…Consequently, extracting the spinal geometry in 3D would help quantify these spinal deformations and aid diagnosis. …”

Motion control (brushless DC motor) of a lower limb robotic orthosis for rehabilitation of stroke and incomplete SCI patients by Lim, Zhenhui

“…Strokes and spinal cord injuries (SCI) can cause motor malfunction to the patients resulting in the loss of the ability to walk. …”
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Immunotherapy-responsive neuropathic pain and allodynia in a patient with glycine receptor autoantibodies: a case report by Soleimani, B, Board, C, Yu, T, Tracey, I, Irani, SR, Foley, P

“…Glycine receptors are known to play a key role in inhibitory neurotransmission in the spinal dorsal horn and have therefore been considered as targets for analgesic development. …”

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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Domain wall dynamics in engineered multilayer magnetic nanostructures by Lin, Eddy Junxiang

“…This is attributed to the spins of the domain wall in Co60Fe20B20 aligning along the magnetic moment of the permalloy strip above it. …”
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