Data-Aided Underwater Acoustic Ray Propagation Modeling

Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems

(2022) Jared Willard et al.   ACM COMPUTING SURVEYS

Physics‐Informed Neural Networks (PINNs) for Wave Propagation and Full Waveform Inversions

(2022) Majid Rasht‐Behesht et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Predicting transmission loss in underwater acoustics using convolutional recurrent autoencoder network

(2022) Wrik Mallik et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Predicting Acoustic Transmission Loss Uncertainty in Ocean Environments with Neural Networks

(2022) Brandon M. Lee et al.   Journal of Marine Science and Engineering

Gaussian processes for sound field reconstruction

(2021) Diego Caviedes-Nozal et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Underwater Sound Propagation Modeling in a Complex Shallow Water Environment

(2021) Tiago C. A. Oliveira et al.   Frontiers in Marine Science

A robust multi-batch L-BFGS method for machine learning

(2019) Albert S. Berahas et al.   OPTIMIZATION METHODS & SOFTWARE

Process‐Guided Deep Learning Predictions of Lake Water Temperature

(2019) Jordan S. Read et al.   WATER RESOURCES RESEARCH

Hidden physics models: Machine learning of nonlinear partial differential equations

(2018) Maziar Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

(2017) Anuj Karpatne et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

Underwater Wireless Sensor Networks: How Do Acoustic Propagation Models Impact the Performance of Higher-Level Protocols?

(2012) Jesús Llor et al.   SENSORS

EXPERIMENTAL EVIDENCE OF HORIZONTAL REFRACTION BY NONLINEAR INTERNAL WAVES OF ELEVATION IN SHALLOW WATER IN THE SOUTH CHINA SEA: 3D VERSUS Nx2D ACOUSTIC PROPAGATION MODELING

(2010) D. BENJAMIN REEDER et al.   JOURNAL OF COMPUTATIONAL ACOUSTICS

Estimation of modal group velocities with a single receiver for geoacoustic inversion in shallow water

(2010) Julien Bonnel et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

A method for approximating acoustic-field-amplitude uncertainty caused by environmental uncertainties

(2008) Kevin R. James et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA