Accurate storm surge forecasting using the encoder–decoder long short term memory recurrent neural network

Machine learning method for the supplement, correction, and prediction of the nonlinear dynamics in pattern formation

(2021) Yi Chen et al.   PHYSICS OF FLUIDS

Deep neural network-based strategy for optimal sensor placement in data assimilation of turbulent flow

(2021) Zhiwen Deng et al.   PHYSICS OF FLUIDS

A point-cloud deep learning framework for prediction of fluid flow fields on irregular geometries

(2021) Ali Kashefi et al.   PHYSICS OF FLUIDS

A real-time flow forecasting with deep convolutional generative adversarial network: Application to flooding event in Denmark

(2021) Meiling Cheng et al.   PHYSICS OF FLUIDS

A deep learning based prediction approach for the supercritical airfoil at transonic speeds

(2021) Di Sun et al.   PHYSICS OF FLUIDS

Application of surrogate models in estimation of storm surge: A comparative assessment

(2020) Azin Al Kajbaf et al.   APPLIED SOFT COMPUTING

Exploring a Long Short-Term Memory based Encoder-Decoder Framework for Multi-Step-Ahead Flood Forecasting

(2020) I-Feng Kao et al.   JOURNAL OF HYDROLOGY

LSTM based encoder-decoder for short-term predictions of gas concentration using multi-sensor fusion

(2020) Pingyang Lyu et al.   PROCESS SAFETY AND ENVIRONMENTAL PROTECTION

An encoder–decoder LSTM-based EMPC framework applied to a building HVAC system

(2020) Matthew J. Ellis et al.   CHEMICAL ENGINEERING RESEARCH & DESIGN

A novel model to predict significant wave height based on long short-term memory network

(2020) Shuntao Fan et al.   OCEAN ENGINEERING

Investigating typhoon-induced storm surge and waves in the coast of Taiwan using an integrally-coupled tide-surge-wave model

(2020) Wen-Cheng Liu et al.   OCEAN ENGINEERING

Feature selection and processing of turbulence modeling based on an artificial neural network

(2020) Yuhui Yin et al.   PHYSICS OF FLUIDS

Active control for drag reduction of turbulent channel flow based on convolutional neural networks

(2020) Bing-Zheng Han et al.   PHYSICS OF FLUIDS

Non-autoregressive time-series methods for stable parametric reduced-order models

(2020) Romit Maulik et al.   PHYSICS OF FLUIDS

An Experimental Review on Deep Learning Architectures for Time Series Forecasting

(2020) Pedro Lara-Benitez et al.   International Journal of Neural Systems

EA-LSTM: Evolutionary attention-based LSTM for time series prediction

(2019) Youru Li et al.   KNOWLEDGE-BASED SYSTEMS

Wind forcing effect on hindcasting of typhoon-driven extreme waves

(2019) Wei-Bo Chen et al.   OCEAN ENGINEERING

Artificial neural network-based storm surge forecast model: Practical application to Sakai Minato, Japan

(2019) Sooyoul Kim et al.   APPLIED OCEAN RESEARCH

Quantifying the contribution of nonlinear interactions to storm tide simulations during a super typhoon event

(2019) Shih-Chun Hsiao et al.   OCEAN ENGINEERING

Hazard Assessment of Typhoon-Driven Storm Waves in the Nearshore Waters of Taiwan

(2018) Chih-Hsin Chang et al.   Water

Time Series Classification with Multivariate Convolutional Neural Network

(2018) Chien-Liang Liu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

A Surrogate Modeling for Storm Surge Prediction Using an Artificial Neural Network

(2018) Seung-Woo Kim et al.   JOURNAL OF COASTAL RESEARCH

Role of Hurricane Wind Models in Accurate Simulation of Storm Surge and Waves

(2018) Marissa J. Torres et al.   JOURNAL OF WATERWAY PORT COASTAL AND OCEAN ENGINEERING

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Simulation of Typhoon-Induced Storm Tides and Wind Waves for the Northeastern Coast of Taiwan Using a Tide–Surge–Wave Coupled Model

(2017) Wei-Bo Chen et al.   Water

An efficient artificial intelligence model for prediction of tropical storm surge

(2016) M. Reza Hashemi et al.   NATURAL HAZARDS

A real-time forecast model using artificial neural network for after-runner storm surges on the Tottori coast, Japan

(2016) Sooyoul Kim et al.   OCEAN ENGINEERING

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Genetic algorithm and fuzzy neural networks combined with the hydrological modeling system for forecasting watershed runoff discharge

(2015) Chih-Chieh Young et al.   NEURAL COMPUTING & APPLICATIONS

An Empirical Analysis on the Relationship between Tropical Cyclone Size and Storm Surge Heights along the U.S. Gulf Coast

(2013) Hal F. Needham et al.   Earth Interactions

Performance and validation of a coupled parallel ADCIRC–SWAN model for THANE cyclone in the Bay of Bengal

(2013) Prasad K. Bhaskaran et al.   ENVIRONMENTAL FLUID MECHANICS

Climate change and coastal environmental risk perceptions in Florida

(2013) Stuart J. Carlton et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

An improved empirical equation for storm surge hydrographs in the Gulf of Mexico, U.S.A

(2013) Sudong Xu et al.   OCEAN ENGINEERING

The prediction of meteorological variables using artificial neural network

(2012) Ahmet Erdil et al.   NEURAL COMPUTING & APPLICATIONS

Modeling hurricane waves and storm surge using integrally-coupled, scalable computations

(2010) J.C. Dietrich et al.   COASTAL ENGINEERING

Predictions of typhoon storm surge in Taiwan using artificial neural networks

(2009) Tsung-Lin Lee   ADVANCES IN ENGINEERING SOFTWARE

Storm surge forecast through a combination of dynamic and neural network models

(2009) Marco Bajo et al.   OCEAN MODELLING

Neural Network Model to Predict a Storm Surge

(2008) Marilia M. F. de Oliveira et al.   Journal of Applied Meteorology and Climatology

Support vector regression methodology for storm surge predictions

(2008) S. Rajasekaran et al.   OCEAN ENGINEERING

Normalized Hurricane Damage in the United States: 1900–2005

(2008) Roger A. Pielke et al.   Natural Hazards Review

Back-propagation neural network for the prediction of the short-term storm surge in Taichung harbor, Taiwan

(2007) Tsung-Lin Lee   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE