Wave and Tidal Power Forecasting in Renewable Energy Sector
Digital transformation & artificial intelligence adoption has reconceptualized the energy sector from non-renewable energy generation to renewable energy production. One of the most promising renewable energy resources is tidal power.
Tidal power– a renewable energy source that utilizes the tides to generate electricity. It is a clean, renewable, and predictable source of energy that has the potential to significantly contribute to the world’s energy needs.
According to Polaris Inc, by 2030, the global wave & tidal energy market is projected to expand at a compound annual growth rate (CAGR) of 27.4% from its 2021 valuation of $527.7 million.
Tidal power– a renewable energy source that utilizes the tides to generate electricity. It is a clean, renewable, and predictable source of energy that has the potential to significantly contribute to the world’s energy needs.
According to Polaris Inc, by 2030, the global wave & tidal energy market is projected to expand at a compound annual growth rate (CAGR) of 27.4% from its 2021 valuation of $527.7 million.
However, the unpredictable nature of the tides and their variability makes it challenging to forecast tidal power generation accurately. This article will explore tidal power forecasting and how it can optimize tidal energy production.
Tidal Power as Renewable Energy Resource
Tidal power is a form of renewable energy that is generated by tides. It transforms the kinetic energy of the moving tides to generate electricity. The tides in oceans are initiated by the natural forces of the sun as well as the moon. Hence, it is a predictable phenomenon. Tidal power is generated with two methods, i.e. Tidal Barrages & Tidal Turbines.
Tidal barrages are large structures that are built across an estuary or bay. They work by allowing the tide to enter and trapping the water behind a gate. The trapped water is then released through turbines to generate electricity. On the other hand, tidal turbines are installed underwater and work similarly to wind turbines. They capture the kinetic energy of the moving tides and ultimately convert it into electricity.
Tidal power has several advantages over other renewable energy resources. It is a predictable and reliable source of green energy. Tides are predictable phenomena, and their timings and heights can be accurately forecasted. It produces no greenhouse gasses or harmful pollutants and has minimal impact on the environment.
Tidal barrages are large structures that are built across an estuary or bay. They work by allowing the tide to enter and trapping the water behind a gate. The trapped water is then released through turbines to generate electricity. On the other hand, tidal turbines are installed underwater and work similarly to wind turbines. They capture the kinetic energy of the moving tides and ultimately convert it into electricity.
Tidal power has several advantages over other renewable energy resources. It is a predictable and reliable source of green energy. Tides are predictable phenomena, and their timings and heights can be accurately forecasted. It produces no greenhouse gasses or harmful pollutants and has minimal impact on the environment.
Tidal Power Forecasting
One of the biggest challenges in tidal power generation is the unpredictability of the tides. The tides are influenced by a wide range of factors, including the moon’s orbit, the sun’s position, and the shape of the coastline.
The variability of these factors makes it difficult to accurately forecast the tides and, therefore, the tidal power generation. Tidal power forecasting is the process of predicting the amount of tidal power that will be generated at a specific location or time.
Tidal power forecasting is crucial for optimizing tidal energy production. Accurate forecasts can help tidal power plants schedule operations, anticipate tidal changes, and optimize power output. Tidal power forecasting can also help grid operators manage the variability of tidal power generation and balance the grid’s energy supply & demand.
There are several methods for tidal power forecasting, including tide tables, numerical models, statistical models, and machine learning algorithms.
The variability of these factors makes it difficult to accurately forecast the tides and, therefore, the tidal power generation. Tidal power forecasting is the process of predicting the amount of tidal power that will be generated at a specific location or time.
Tidal power forecasting is crucial for optimizing tidal energy production. Accurate forecasts can help tidal power plants schedule operations, anticipate tidal changes, and optimize power output. Tidal power forecasting can also help grid operators manage the variability of tidal power generation and balance the grid’s energy supply & demand.
There are several methods for tidal power forecasting, including tide tables, numerical models, statistical models, and machine learning algorithms.
Tide Tables
The most common method is using tide tables published by government agencies and providing information on the predicted tide heights and times. However, tide tables are only accurate within a few hours and need to provide information on the variability of the tides.
Numerical Models
Use complex computer simulations to predict the behavior of the tides. They consider a wide range of factors, including the moon’s orbit, the sun’s position, and the shape of the coastline. Numerical models can provide highly accurate forecasts but require large amounts of data and computational power.
Statistical Models
Use historical data to predict future tidal power generation. They are based on the assumption that past tidal patterns can be used to predict future patterns. Statistical models can be more straightforward and less computationally intensive than numerical models but could be more accurate.
Machine Learning & Deep Learning Algorithms
The ML algorithms are trained over the data collected from tidal barrages & tidal turbines. The data scientists then analyze the patterns within data using statistical techniques to develop features that are helpful in tidal power forecasting.
Optimize Tidal Energy Production via Time Series Forecasting Tool
Odyx yHat– An innovation in the field of machine learning and data science that enables transforming data into intuitive insights. This tool has a bundle of pre-trained machine learning models for Energy companies to assist in multiple use cases like tidal power forecasting, electricity supply/demand forecasting, and energy data prediction.
This time series forecasting tool has the potential to help renewable energy producers in optimizing the way they create and supply energy to national energy grids. Furthermore, we have transformed PJM & ERCOT data into powerful insights for Power companies in the United States.
Let’s help your business by leveraging the power of the time series forecasting tool. Book a free demo to see Odyx yHat in action. 📧 info@odyxyhat.com
This time series forecasting tool has the potential to help renewable energy producers in optimizing the way they create and supply energy to national energy grids. Furthermore, we have transformed PJM & ERCOT data into powerful insights for Power companies in the United States.
Let’s help your business by leveraging the power of the time series forecasting tool. Book a free demo to see Odyx yHat in action. 📧 info@odyxyhat.com
Frequently Asked Questions
What are tidal power advantages?
Tidal power is a source of green energy for the world. It produces more power than wind or solar energy. It does not release any gas or harmful material that results in the greenhouse effect. Tidal power turbines are 100% more efficient than wind and solar power plants.
How will machine learning help in tide forecasting?
Machine learning helps improve tide forecasting by analyzing historical tide data and using it to predict future tide patterns by training an ML model on large amounts of tide data. It results in identifying patterns & trends in the data and making predictions about future tides based on current conditions, including weather and ocean currents.
What is tidal wave renewable energy?
Tidal wave renewable energy, also known as tidal energy or ocean energy, is a type of renewable energy that is generated by harnessing the power of ocean tides. This is done by using turbines or other devices to capture the kinetic energy of the moving water and convert it into electricity.
