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High-Fidelity Description of Platelet Deformation Using a Neural
Operator
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2024
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Marco Laudato
Luca Manzari
Khemraj Shukla
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Complex Valued Deep Operator Network (DeepONet) $[\mathcal{G}]$ for
Three Dimensional Maxwell's Equations: $\mathcal{G} \in \mathbb{C}^{m \times
n}$
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2024
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Qinghui Jiang
Marc Salvadori
Dale Ota
V. Shankar
Khemraj Shukla
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A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks
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2024
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Khemraj Shukla
Juan Diego Toscano
Zhicheng Wang
Zongren Zou
George Em Karniadakis
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A comprehensive and FAIR comparison between MLP and KAN representations
for differential equations and operator networks
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2024
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Khemraj Shukla
Juan Diego Toscano
Zhicheng Wang
Zongren Zou
George Em Karniadakis
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Deep operator learning-based surrogate models for aerothermodynamic
analysis of AEDC hypersonic waverider
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2024
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Khemraj Shukla
Jasmine Ratchford
Luis Bravo
Vivek Oommen
Nicholas Plewacki
Anindya Ghoshal
George Em Karniadakis
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Tackling the curse of dimensionality with physics-informed neural networks
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2024
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Zheyuan Hu
Khemraj Shukla
George Em Karniadakis
Kenji Kawaguchi
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Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs
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2024
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Elham Kiyani
Mahdi Kooshkbaghi
Khemraj Shukla
Rahul Koneru
Zhen Li
Luis Bravo
Anindya Ghoshal
George Em Karniadakis
Mikko Karttunen
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AI-Aristotle: A physics-informed framework for systems biology gray-box identification
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2024
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Nazanin Ahmadi Daryakenari
Mario De Florio
Khemraj Shukla
George Em Karniadakis
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High order entropy stable schemes for the quasi-one-dimensional shallow water and compressible Euler equations
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2024
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Jesse Chan
Khemraj Shukla
Xinhui Wu
Ruofeng Liu
Prani Nalluri
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PDF
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A Comprehensive and Fair Comparison between Mlp and Kan Representations for Differential Equations and Operator Networks
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2024
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Khemraj Shukla
Juan Diego Toscano
Zhi-Cheng Wang
Zongren Zou
George Em Karniadakis
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A framework based on symbolic regression coupled with eXtended Physics-Informed Neural Networks for gray-box learning of equations of motion from data
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2023
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Elham Kiyani
Khemraj Shukla
George Em Karniadakis
Mikko Karttunen
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High-order methods for hypersonic flows with strong shocks and real chemistry
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2023
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Ahmad Peyvan
Khemraj Shukla
Jesse Chan
George Em Karniadakis
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Learning bias corrections for climate models using deep neural operators
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2023
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Aniruddha Bora
Khemraj Shukla
Shixuan Zhang
Bryce E. Harrop
L. Ruby Leung
George Em Karniadakis
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High-Order Methods for Hypersonic Flows with Strong Shocks and Real Chemistry
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2023
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Ahmad Peyvan
Khemraj Shukla
Jesse Chan
George Em Karniadakis
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Deep neural operators can serve as accurate surrogates for shape optimization: A case study for airfoils
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2023
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Khemraj Shukla
Vivek Oommen
Ahmad Peyvan
Michael Penwarden
Luis Bravo
Anindya Ghoshal
Robert M. Kirby
George Em Karniadakis
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A Framework Based on Symbolic Regression Coupled with eXtended Physics-Informed Neural Networks for Gray-Box Learning of Equations of Motion from Data
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2023
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Elham Kiyani
Khemraj Shukla
George Em Karniadakis
Mikko Karttunen
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MyCrunchGPT: A chatGPT assisted framework for scientific machine learning
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2023
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Varun Kumar
Leonard Gleyzer
Adar Kahana
Khemraj Shukla
George Em Karniadakis
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Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs
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2023
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Elham Kiyani
Mahdi Kooshkbaghi
Khemraj Shukla
Rahul Koneru
Zhen Li
Luis Bravo
Anindya Ghoshal
George Em Karniadakis
Mikko Karttunen
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+
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Tackling the Curse of Dimensionality with Physics-Informed Neural Networks
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2023
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Zheyuan Hu
Khemraj Shukla
George Em Karniadakis
Kenji Kawaguchi
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+
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High order entropy stable schemes for the quasi-one-dimensional shallow water and compressible Euler equations
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2023
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Jesse Chan
Khemraj Shukla
Xinhui Wu
Ruofeng Liu
Prani Nalluri
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PDF
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High Order Entropy Stable Schemes for the Quasi-One-Dimensional Shallow Water and Compressible Euler Equations
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2023
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Jesse Chan
Khemraj Shukla
Xinhui Wu
Ruofeng Liu
Prani Nalluri
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AI-Aristotle: A Physics-Informed framework for Systems Biology Gray-Box Identification
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2023
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Nazanin Ahmadi Daryakenari
Mario De Florio
Khemraj Shukla
George Em Karniadakis
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Randomized Forward Mode of Automatic Differentiation for Optimization Algorithms
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2023
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Khemraj Shukla
Yeonjong Shin
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PDF
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Tackling the Curse of Dimensionality with Physics-Informed Neural Networks
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2023
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Zheyuan Hu
Khemraj Shukla
George Em Karniadakis
Kenji Kawaguchi
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Rethinking materials simulations: Blending direct numerical simulations with neural operators
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2023
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Vivek Oommen
Khemraj Shukla
Saaketh Desai
RĂ©mi Dingreville
George Em Karniadakis
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Learning two-phase microstructure evolution using neural operators and autoencoder architectures
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2022
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George Em Karniadakis
Vivek Oommen
Khemraj Shukla
Somdatta Goswami
RĂ©mi Dingreville
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PhysicsâInformed Neural Networks (PINNs) for Wave Propagation and Full Waveform Inversions
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2022
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Majid RashtâBehesht
Christian Huber
Khemraj Shukla
George Em Karniadakis
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Learning two-phase microstructure evolution using neural operators and autoencoder architectures
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2022
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Vivek Oommen
Khemraj Shukla
Somdatta Goswami
RĂ©mi Dingreville
George Em Karniadakis
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Scalable algorithms for physics-informed neural and graph networks
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2022
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Khemraj Shukla
Mengjia Xu
Nathaniel Trask
George Em Karniadakis
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Scalable algorithms for physics-informed neural and graph networks
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2022
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Khemraj Shukla
Mengjia Xu
Nathaniel Trask
George Em Karniadakis
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High-Order Methods for Hypersonic Flows with Strong Shocks and Real Chemistry
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2022
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Ahmad Peyvan
Khemraj Shukla
Jesse Chan
George Em Karniadakis
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A Physics-Informed Neural Network for Quantifying the Microstructural Properties of Polycrystalline Nickel Using Ultrasound Data: A promising approach for solving inverse problems
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2021
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Khemraj Shukla
Ameya D. Jagtap
James L. Blackshire
Daniel Sparkman
George Em Karniadakis
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Search for Lensing Signatures in the Gravitational-Wave Observations from the First Half of LIGOâVirgoâs Third Observing Run
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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Searches for Continuous Gravitational Waves from Young Supernova Remnants in the Early Third Observing Run of Advanced LIGO and Virgo
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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All-sky search for continuous gravitational waves from isolated neutron stars in the early O3 LIGO data
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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Parallel physics-informed neural networks via domain decomposition
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2021
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Khemraj Shukla
Ameya D. Jagtap
George Em Karniadakis
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Physics-informed Neural Networks (PINNs) for Wave Propagation and Full Waveform Inversions
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2021
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Majid RashtâBehesht
Christian Huber
Khemraj Shukla
George Em Karniadakis
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PDF
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A high order discontinuous Galerkin method for the symmetric form of the anisotropic viscoelastic wave equation
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2021
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Khemraj Shukla
Jesse Chan
Maarten V. de Hoop
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PDF
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Upper limits on the isotropic gravitational-wave background from Advanced LIGO and Advanced Virgoâs third observing run
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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Search for Gravitational Waves Associated with Gamma-Ray Bursts Detected by Fermi and Swift during the LIGOâVirgo Run O3a
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
M. Agathos
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Observation of Gravitational Waves from Two Neutron StarâBlack Hole Coalescences
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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GWTC-2: Compact Binary Coalescences Observed by LIGO and Virgo during the First Half of the Third Observing Run
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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Diving below the Spin-down Limit: Constraints on Gravitational Waves from the Energetic Young Pulsar PSR J0537-6910
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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Searches for continuous gravitational waves from young supernova remnants in the early third observing run of Advanced LIGO and Virgo
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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+
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Search for lensing signatures in the gravitational-wave observations from the first half of LIGO-Virgo's third observing run
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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+
PDF
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Population Properties of Compact Objects from the Second LIGOâVirgo Gravitational-Wave Transient Catalog
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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Constraints from LIGO O3 data on gravitational-wave emission due to r-modes in the glitching pulsar PSR J0537-6910
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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+
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Parallel Physics-Informed Neural Networks via Domain Decomposition
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2021
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Khemraj Shukla
Ameya D. Jagtap
George Em Karniadakis
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PDF
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All-sky search in early O3 LIGO data for continuous gravitational-wave signals from unknown neutron stars in binary systems
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2021
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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A Gravitational-wave Measurement of the Hubble Constant Following the Second Observing Run of Advanced LIGO and Virgo
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2021
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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+
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Parallel Physics-Informed Neural Networks via Domain Decomposition
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2021
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Khemraj Shukla
Ameya D. Jagtap
George Em Karniadakis
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+
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A high order discontinuous Galerkin method for the symmetric form of the anisotropic viscoelastic wave equation
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2020
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Khemraj Shukla
Jesse Chan
Maarten V. de Hoop
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PDF
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GW190521: A Binary Black Hole Merger with a Total Mass of <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:mn>150</mml:mn><mml:mtext> </mml:mtext><mml:mtext> </mml:mtext><mml:msub><mml:mrow><mml:mi>M</mml:mi></mml:mrow><mml:mrow><mml:mo stretchy="false">â</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math>
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2020
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
M. Agathos
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+
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Properties and Astrophysical Implications of the 150 M<sub>â</sub> Binary Black Hole Merger GW190521
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2020
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
M. Agathos
|
+
PDF
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GW190412: Observation of a binary-black-hole coalescence with asymmetric masses
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2020
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
M. Agathos
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+
PDF
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Physics-Informed Neural Network for Ultrasound Nondestructive Quantification of Surface Breaking Cracks
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2020
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Khemraj Shukla
Patricio Clark Di Leoni
James L. Blackshire
Daniel Sparkman
George Em Karniadakis
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GW190814: Gravitational Waves from the Coalescence of a 23 Solar Mass Black Hole with a 2.6 Solar Mass Compact Object
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2020
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R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
M. Agathos
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A Joint Fermi-GBM and LIGO/Virgo Analysis of Compact Binary Mergers from the First and Second Gravitational-wave Observing Runs
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2020
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R. Hamburg
C. Fletcher
E. Burns
A. Goldstein
E. Bissaldi
M. S. Briggs
W. H. Cleveland
M. M. Giles
C. M. Hui
D. Kocevski
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GW190425: Observation of a Compact Binary Coalescence with Total Mass ⌠3.4 M<sub>â</sub>
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2020
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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Model comparison from LIGOâVirgo data on GW170817âs binary components and consequences for the merger remnant
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2020
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B. P. Abbott
R. Abbott
T D Abbott
Sabu Abraham
F. Acernese
K. Ackley
C. Adams
V. B. Adya
C. Affeldt
M. Agathos
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+
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A high order discontinuous Galerkin method for the symmetric form of the anisotropic viscoelastic wave equation
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2020
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Khemraj Shukla
Jesse Chan
Maarten V. de Hoop
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+
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Physics-informed neural network for ultrasound nondestructive quantification of surface breaking cracks
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2020
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Khemraj Shukla
Patricio Clark Di Leoni
James L. Blackshire
Daniel Sparkman
George Em Karniadakis
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Search for Gravitational-wave Signals Associated with Gamma-Ray Bursts during the Second Observing Run of Advanced LIGO and Advanced Virgo
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2019
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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PDF
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A weight-adjusted discontinuous Galerkin method for the poroelastic wave equation: Penalty fluxes and micro-heterogeneities
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2019
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Khemraj Shukla
Jesse Chan
Maarten V. de Hoop
Priyank Jaiswal
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Search for Subsolar Mass Ultracompact Binaries in Advanced LIGOâs Second Observing Run
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2019
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
Stuart Aston
V. B. Adya
C. Affeldt
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Search for intermediate mass black hole binaries in the first and second observing runs of the Advanced LIGO and Virgo network
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2019
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
A. Adams
C. Adams
R. X. Adhikari
V. B. Adya
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Search for Eccentric Binary Black Hole Mergers with Advanced LIGO and Advanced Virgo during Their First and Second Observing Runs
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2019
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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+
PDF
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All-sky search for short gravitational-wave bursts in the second Advanced LIGO and Advanced Virgo run
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2019
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
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+
PDF
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All-sky search for long-duration gravitational-wave transients in the second Advanced LIGO observing run
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2019
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B. P. Abbott
R. Abbott
T. D. Abbott
S. Abraham
F. Acernese
K. Ackley
C. Adams
R. X. Adhikari
V. B. Adya
C. Affeldt
|