An integrated closed-loop solution to assisted history matching and field optimization with machine learning techniques

Particle swarm optimization

Riccardo Poli, James Kennedy, Tim Blackwell · Swarm Intelligence · 2007 · 21.3K citations

Firefly Algorithm, Intelligent Optimization, Particle Swarm Optimization +1

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

Maziar Raissi, Paris Perdikaris, George Em Karniadakis · Journal of Computational Physics · 2018 · 14.4K citations · Full text

Engineering, Pde-constrained Optimization, Deep Learning Framework +6

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

A general regression neural network

Donald F. Specht · IEEE Transactions on Neural Networks · 1991 · 4.4K citations

Engineering, Machine Learning, Data Science +13

The Ensemble Kalman Filter: theoretical formulation and practical implementation

Geir Evensen · Ocean Dynamics · 2003 · 4.4K citations

State Estimation, Engineering, Filtering Technique +4