Sea level prediction using ARIMA, SVR and LSTM neural network: assessing the impact of ensemble Ocean-Atmospheric processes on models’ accuracy
Reads0
Chats0
TLDR
In this article, a broad spectrum of ocean-atmospheric variables were integrated to predict sea level variation along West Peninsular Malaysia coastline using machine learning and deep learning technologies.Abstract:
This study aims to integrate a broad spectrum of ocean-atmospheric variables to predict sea level variation along West Peninsular Malaysia coastline using machine learning and deep learning techniq...read more
Citations
More filters
Journal ArticleDOI
Performance Comparison of an LSTM-based Deep Learning Model versus Conventional Machine Learning Algorithms for Streamflow Forecasting
Maryam Rahimzad,Alireza Moghaddam Nia,Hosam Zolfonoon,Jaber Soltani,Ali Danandeh Mehr,Hyun-Han Kwon +5 more
TL;DR: In this paper, the authors compared the performance of four data-driven techniques of Linear Regression (LR), Multilayer Perceptron (MLP), Support Vector Machine (SVM), and Long Short-Term Memory (LSTM) network in daily streamflow forecasting.
Journal ArticleDOI
Convolutional Neural Network and Optical Flow for the Assessment of Wave and Tide Parameters from Video Analysis (LEUCOTEA): An Innovative Tool for Coastal Monitoring
Giovanni Scardino,Giovanni Scicchitano,Marco Chirivì,Pedro J. M. Costa,Antonio Luparelli,Giuseppe Mastronuzzi +5 more
TL;DR: In this paper , an innovative system composed of a combined approach between Geophysical surveys, Convolutional Neural Network (CNN), and Optical Flow techniques were used to assess tide and storm parameters by a video record.
Journal ArticleDOI
Ocean Remote Sensing Techniques and Applications: A Review (Part I)
Meisam Amani,Armin Moghimi,S. Mohammad Mirmazloumi,Babak Ranjgar,Arsalan Ghorbanian,Saeid Ojaghi,Hamid Ebrahimy,Amin Naboureh,Mohsen Eslami Nazari,Sahel Mahdavi,Sayyed Hamed Alizadeh Moghaddam,Reza Mohammadi Asiyabi,Seyed Ali Ahmadi,Soroosh Mehravar,Farzane Mohseni,Shuanggen Jin +15 more
TL;DR: In this paper , 15 applications of Remote Sensing (RS) in the ocean using different RS techniques and systems are comprehensively reviewed and discussed, including Ocean Surface Wind (OSW), Ocean Surface Current (OSC), Ocean Wave Height (OWH), Sea Level (SL), Ocean Tide (OT), and Ship Detection (SD).
Journal ArticleDOI
Assessing the Impacts of Rising Sea Level on Coastal Morpho-Dynamics with Automated High-Frequency Shoreline Mapping Using Multi-Sensor Optical Satellites
TL;DR: In this paper, a Google Earth Engine (GEE)-enabled Python toolkit was used to perform high-frequency data sampling to analyze the impact of sea-level rise on the Malaysian coastline between 1993 and 2019.
Journal ArticleDOI
A deep-learning model for national scale modelling and mapping of sea level rise in Malaysia: the past, present, and future
TL;DR: In this paper, the authors conducted a holistic evaluation of current and future trend in coastal sea level at the 21 stations along Malaysia's coastline for sea level prediction, univariate and 3 scenario.
References
More filters
Journal ArticleDOI
Time series analysis, forecasting and control
P. Young,S. Shellswell +1 more
TL;DR: Time series analysis san francisco state university, 6 4 introduction to time series analysis, box and jenkins time seriesAnalysis forecasting and, th15 weeks citation classic eugene garfield, proc arima references 9 3 sas support, time series Analysis forecasting and control pambudi, timeseries analysis forecasting and Control george e.
Journal ArticleDOI
Time Series Analysis: Forecasting and Control
Journal ArticleDOI
Another look at measures of forecast accuracy
Rob J. Hyndman,Anne B. Koehler +1 more
TL;DR: In this paper, the mean absolute scaled error (MESEME) was proposed as the standard measure for comparing forecast accuracy across multiple time series across different time series types, and was used in the M-competition as well as the M3competition.
Journal ArticleDOI
Sea-Level Rise and Its Impact on Coastal Zones
Robert J. Nicholls,Anny Cazenave +1 more
TL;DR: Although the impacts of sea-level rise are potentially large, the application and success of adaptation are large uncertainties that require more assessment and consideration.
Related Papers (5)
Daily sea level forecast at tide gauge Burgas, Bulgaria using artificial neural networks
Lyubka Pashova,Silviya Popova +1 more