AI-POWERED REINFORCEMENT LEARNING TRANSFORMING ENERGY AND RENEWABLES SPACE

| October 5, 2019

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Artificial Intelligence has created a great hype in recent years. In some industries it is living up to it but its deployment in certain industries has been less touted. As it stands now, AI algorithms fuel the transport apps like Uber and Waze, digital assistants, commercial flights’ autopilot and many more. The impact of AI in energy efficiency and renewables has not been lauded enough. The technology is accelerating the value of wind and solar generation, energy storage and other areas through ML. In fact, Reinforcement Learning (RL) is one popular technique that is yielding impressive benefits in the energy space. Through a dual approach of dataset training to optimize performance and mathematical function approximation to optimize solutions, reinforcement learning builds efficient algorithms to excels in large, complex decision spaces where restrictions and payoffs can be modelled.

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ACCIONA

Leaders in infrastructure (construction, water treatment, etc.) and renewable energy (wind, solar photovoltaic, etc.) from sustainability and innovation. Our offer covers the whole value chain, from design and construction to operation and maintenance. With a presence in more than 30 countries, the Group develops its business activities based on the desire to contribute to economic and social development in the communities in which it operates.

OTHER ARTICLES

The Digital Transformation of Wind Energy

Article | March 16, 2020

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COVID-19 and its initial impact on the energy sector

Article | March 26, 2020

As we continue to face an unprecedented global health crisis, our Head of Smart Generation Sales, Angus Widdowson looks at the initial impact the COVID-19 pandemic has had on the UK energy sector. With the UK on lockdown, many businesses closing and the majority of Britain’s workforce now working from home, COVID-19 is causing major economic disruption. It was covered in our Informer newsletter earlier this week that the growth in renewable generation in the UK gives us more resilience to tackle the challenges of COVID-19. Whilst the supply chain currently remains strong, as this pandemic continues, we are likely to see resource strain on operation and maintenance contractors. We expect naturally fuelled (wind, solar and hydro) plants to be more resilient than fuelled plant, given the lower risk to technical outages vs fuelled plant. Also, with renewable sites being dispersed across the country, we expect single point failures to have a lesser impact overall vs large thermal power generation. At this stage it’s unclear to see how COVID-19 will affect the development of new renewable projects but we are likely to see delays in the deployment of new wind and solar projects.

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Renewable Energy Strategies in the Oil and Gas Sector

Article | February 13, 2020

Renewable energy is suddenly taking a very important role in the energy industry; especially solar and wind. In light of this, major players in the oil and gas industry have begun to position themselves for this forecasted energy transition. Major investments by the oil majors into renewable energy has called for the question of whether this is an indication that they are gradually transitioning into energy companies. Also, upon closer study of this trend, it is easy to classify the major players into leaders in renewable energy investment and slackers.

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Installation of a Solar System in 2021

Article | May 27, 2021

We’ve talked a bit about the functioning of solar panels, the mechanisms behind them, and the best panels suited for the average Indian household. Check them out for the starters. For this article, we’re detailing a complete guide to the components and installation of a solar system. Solar panels are all but a part of the complete setup of a functioning solar system. It is the basic building block of the system, but there’s more to it than just a silicon wafer panel. The other necessary components include Solar Inverters, Batteries (in a select type of system) and Panel Structure/Stands, and other accessories.

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ACCIONA

Leaders in infrastructure (construction, water treatment, etc.) and renewable energy (wind, solar photovoltaic, etc.) from sustainability and innovation. Our offer covers the whole value chain, from design and construction to operation and maintenance. With a presence in more than 30 countries, the Group develops its business activities based on the desire to contribute to economic and social development in the communities in which it operates.

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