Wind Speed Prediction and Visualization Using Long Short-Term Memory Networks (LSTM)

by   Md Amimul Ehsan, et al.

Climate change is one of the most concerning issues of this century. Emission from electric power generation is a crucial factor that drives the concern to the next level. Renewable energy sources are widespread and available globally, however, one of the major challenges is to understand their characteristics in a more informative way. This paper proposes the prediction of wind speed that simplifies wind farm planning and feasibility study. Twelve artificial intelligence algorithms were used for wind speed prediction from collected meteorological parameters. The model performances were compared to determine the wind speed prediction accuracy. The results show a deep learning approach, long short-term memory (LSTM) outperforms other models with the highest accuracy of 97.8



There are no comments yet.


page 5


A Multi-variable Stacked Long-Short Term Memory Network for Wind Speed Forecasting

Precisely forecasting wind speed is essential for wind power producers a...

Spatial-temporal wind field prediction by Artificial Neural Networks

The prediction of near surface wind speed is becoming increasingly vital...

Improving LSTM Neural Networks for Better Short-Term Wind Power Predictions

This paper introduces an improved method of wind power prediction via we...

Wind Estimation Using Quadcopter Motion: A Machine Learning Approach

In this article, we study the well known problem of wind estimation in a...

Convolutional LSTM Neural Networks for Modeling Wildland Fire Dynamics

As the climate changes, the severity of wildland fires is expected to wo...

Deep interval prediction model with gradient descend optimization method for short-term wind power prediction

The application of wind power interval prediction for power systems atte...

Effect of Wind Intermittency on the Electric Grid: Mitigating the Risk of Energy Deficits

Successful implementation of California's Renewable Portfolio Standard (...
This week in AI

Get the week's most popular data science and artificial intelligence research sent straight to your inbox every Saturday.