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The Role of AI Technology in the Renewable Energy Sector

The Role of AI Technology
Machine learning and artificial intelligence (AI) are two of the most commonly used commercial phrases these days. As a result, companies across sectors are searching for methods to include them in order to optimize and automate their key operations. The energy sector is no exception!

Indeed, throughout the years, renewable energy industries (wind, solar, hydro, nuclear) have substantially gained from the potential of machine learning. They were able to reduce their expenses, make better projections, and raise the rate of return on their portfolio. And this tendency is just going to gain momentum. If your company is in the energy industry or utilizes a lot of power, machine learning and AI can help you improve your business performance. But how precisely? Let's get started.


Ways in Which AI and Machine Learning are Changing Energy Sector

There are a few methods that machine learning and AI can be applied to positively improve the energy industry. Here are a few popular applications currently under development.


Predictive Maintenance

AI helps match energy output with demand and ensure power grid stability and resilience.In 2003, a low-hanging high-voltage electricity line hit an overgrown tree in Ohio, causing a widespread blackout. There was no power system alarm and no sign of the incident. The electric company didn't notice until three additional power lines failed. This carelessness ultimately brought down the whole grid. The 50 million-person blackout lasted two days. Eleven individuals died, and $6 billion was lost.


Predictive maintenance can be implemented using machine learning and IoT

Sensors gather operational time series data from electricity lines, equipment, and stations (data accompanied by a timestamp).

Machine learning algorithms can then forecast when a component will fail (or n-steps). It can also anticipate machinery's remaining usable life or future breakdown. These algorithms detect machine failure, eliminate blackouts or downtimes, improve maintenance procedures, and reduce maintenance expenses.


Grid Management

Grid management is a promising AI application in energy. Complex networks distribute electricity to users (also known as the power grid). Generation and demand must always match in the electrical system. Other issues, like blackouts and system breakdowns, can occur.

Despite being ancient, pumped hydroelectric storage is the most common way to store energy. It operates by moving water upwards and letting it fall into turbines. Renewable energy makes predicting the grid's power generation challenging. After all, it is affected by a variety of things, like sunlight and wind.


Demand Response

Large demand shifts can be expensive for nations that depend on renewable energy. As nations migrate to green energy, it's harder to adapt to demand fluctuations. Germany plans to use 80% renewable energy by 2050.

Countries such as Germany will encounter two major challenges Demand fluctuations: On some days or times of the year, power consumption soars (on Christmas, for example) Weather volatility: Without wind or clear skies, it might be hard to meet electrical demand. In both circumstances, more stations or fossil fuel-powered facilities must meet demand


Solving demand response issues

Many nations are partnering with businesses to examine weather forecasts, power demand, etc. Germany's EWeLiNE project forecasts wind and solar energy at a specific moment. This enables the government to use non-renewable energy to meet additional power demand.

They utilize enormous historical data sets to train machine learning algorithms, as well as data from wind turbines or solar panels, to properly balance supply and demand.


Closing Lines

AI increases the potential of humans. Several renewable energy producers are investing in artificial intelligence to boost their businesses.There are numerous uses of artificial intelligence in renewable energy. The fundamental purpose of AI integrated systems is to reduce forecasting issues and incorporate renewable energy into the central energy grid as effectively as possible. AI can also assist renewable energy providers in developing successful plans and policies based on present energy consumption and demand.

Spotlight

Navitas Green Solutions Pvt. Ltd.

With total installed capacity of 200Mw p.a. solar module production, Navitas will stand among the biggest solar module manufacturers in India. The clean room manufacturing facility, located in Surat, will host state-of-the art production equipment supplied from World class companies with complete automated material movement system.

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Treasury Wine Estates To Install Thousands Of Solar Panels

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The company behind famous Australian wine brands including Penfolds and Wolf Blass is embracing solar energy in a big way. ASX-listed Treasury Wine Estates (TWE) is one of the world’s largest wine companies and has an ambition to be the “world’s most admired premium wine company”. A powerful way to win consumer hearts, minds (and wallets) these days is to have a strong focus on sustainability. As part of its sustainability mission, wines in TWE’s portfolio will be produced using 100% renewable electricity by 2024. In a step towards this renewables goal in Australia, approximately 9,500 solar panels will be installed at Barossa Winery and Production Centre in South Australia, and Karadoc Winery in Victoria by the end of this year. Collectively, the solar panels will generate more than 5,500 megawatt-hours of electricity annually, enough to supply the equivalent of 900 homes. Total capacity wasn’t mentioned, but given the annual output, I’d estimate it at around 3.75 MW.

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AI in the Renewable Energy Sector: Investment Perspective

Article | August 3, 2021

As the worldwide use of artificial intelligence (AI) in the energy market is expected to reach $7.78 billion by 2024, with a CAGR of 22.49% from 2019 to 2024, it is easy to see why it's a popular topic on the minds of many leading brands in the energy sector, as well as investors looking to reap the future perks that AI could bring to the energy industry. According to BIS Research, North America is expected to be the largest market for AI in energy through 2024. However, Asia-Pacific is expected to rise rapidly over the same time due to the rising need for more decentralized power production. Investment Opportunities in AI-based Energy Industry: Economic Visibility AI's economic viability and progress in the energy business can be attributed to numerous factors, including: The desire to increase operational efficiency. Increased interest in energy efficiency. Decentralized electricity generation is being expanded. Battery storage solutions are gaining popularity. Since artificial intelligence has a wide range of applications, there are several investment opportunities in the energy industry. Upstream Oil and Gas Enhance efficiency and decrease downtime, which is critical for hydrocarbon companies owing to volatile oil prices and demand, to lessen the environmental implications of energy generation and consumption. AI Chatbots AI has the potential to enhance interactions between contact centers and consumers. Utilities that outsource to contact center providers can suffer significant fees. This is where AI, particularly when combined with natural language processing (NLP), can assist contact center operators by listening to conversations and automatically noting information in the appropriate apps, helping operators to make calls more reliable, effective, and satisfying to customers. Smart Homes and Cities AI integration benefits smart meters and smart energy management systems as well. Many residences and towns can utilize AI to collect real-time data and apply it in a number of ways to function more effectively and efficiently, enhancing sustainability while also making a living more comfortable and cities more accessible. Monitoring Trends in Energy Generation and Consumption Artificial intelligence is being utilized to assist energy companies and customers in recognizing and tracking patterns in energy generation and consumption. AI, for example, can predict the potential output of a certain wind or solar plant. Closing Lines Banking, finance, and trade are some of the suitable businesses that can profit. For example, AI and machine learning can be used in algorithmic trading, which involves utilizing computer programs to make trades in the energy business at speeds and frequencies that any human trader would consider inconceivable.

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How viable is Underground Hydrogen Storage?

Article | July 29, 2022

Cleaner energy resources are the dire need of the hour and this is a known fact. While scientists and experts across the planet are striving hard to reduce our reliance on fossil fuels, our energy needs have never faced a downfall- thanks to rapid industrialization and urbanization. Although renewable resources like solar, wind, and hydro-electric power are the most popular alternatives, these are seasonal energy sources and the energy production from the same will not be similar all around the year. The fluctuations in production hence cannot always meet the energy demand of the population, and this makes the renewable energy sources not completely reliable. Solar Production v/s Demand of the same in a year What and How H2 is produced? Now, this is where Hydrogen- the first element of the periodic table comes to the spotlight with a solution. Being a gas, hydrogen fuel can very well cater to our energy needs and is produced from techniques including Thermochemical, Solar-Water splitting, electrolytic and biological processes. While the production of this cleaner energy source leaves a carbon footprint of about 830 million tonnes in the form of CO2 annually, the result being a zero-emission fuel is what makes H2’s future bright. Storage of H2 – the million-dollar question: Having almost cleared the need and methods of producing hydrogen fuel, we will be looking at an area that is usually not given much thought about and that is the storage of H2. As already mentioned, for time being let us consider hydrogen as an alternative to renewable resources which is utilized when the energy demand increases drastically. While producing the fuel in the nick of time is obviously undoable, sufficient storage of H2 anticipating the demand is the best choice. Like Natural Gas, Hydrogen is also compressed before storing to achieve lower volume and also because liquid hydrogen demands a 64% higher amount of energy for storage than its compressed gaseous counterpart. Storage tanks v/s Geological landforms: Compressed Hydrogen can be stored in surface storage vessels (like steel composite concrete vessels and in wind turbine towers) or in geological landforms like (salt caverns, depleted O&G reservoirs, and aquifers). Nevertheless, unlike the underground geological landforms which offer huge storage capacity owing to their sheer scale, the storage tanks which can range in size from a small bottle to a huge tank require high amounts of pressure to store an appreciable amount of H2 in it. Since these storage tanks are usually constructed on the surface, the pressure conditions in these tanks need to be artificially stimulated and thereby mount huge upfront costs when compared to their geological storage counterpart. H2 storage prices in Geological Landforms v/s Storage Vessels (in $/kg) The above is a table comparing the prices of Hydrogen storage in Geological landforms and Storage Vessels at different pressure conditions. It is visible from the table that it's about 218 times cheaper to store the same amount of hydrogen in Geological landforms than in storage vessels. Is geological storage truly a better option? Like any other storage option geological storage too has its pros and cons. From the erosion of pipelines to the tedious task of injecting the gas and maintaining it at apt pressure conditions, geological storage has its limitations. However, the important prerequisite is the availability of the suitable landform itself. While most of the Depleted O&G Reservoirs have already met all the requirements for a suitable Underground Hydrogen Storage (UHS) system, the presence of unrecoverable remnant fluids in it makes it both a boon and a bane. This is because the presence of remnant fluids like oil and gas satisfies the cushion gas need for efficient storage of H2 in the reservoir, chances of contamination of H2 by the same is also high. This is the reason why Aquifers too aren’t favorable underground landforms when it comes to hydrogen storage. Salt Caverns- the best UHS System? The problem of Hydrogen contamination in Depleted Oil & Gas reservoirs and aquifers leaves us to the next big suitable subsurface landform- salt caverns. Unlike the other two landforms, the problem of contamination can be prevented in these dome-like structures formed due to the upliftment of salt deposits and it is also found that about 98% of its storage efficiency can be used to store Hydrogen here. The reason behind its relatively expensive nature when compared to its other two counterparts is due to the process of salt removing or leaching that must be done before storing to ensure that the contamination of the gas is unheard of at least here. Suitable Conditions of UHS: As per Stefan Iglauer, the maximum amount of H2 can be stored at a depth of 1100m beneath the Earth’s surface and the capacity gradually decreases up until 3700 m depth beyond which the wettability of the gas increases as it percolates through the rocks and hence cannot be permanently immobilized. Conclusively it is found that suitable landforms formed at 1km depth can store up to 2.0 Mt of H2. Comparing this 2 MT storage capacity of Salt Caverns with the currently available storage tanks which can store about 800 kg of H2 in it, it is visible that geological landforms have a clear upper hand at least when it comes to storage capacity. Future of UHS: With demands for Hydrogen fuel estimated to grow at 5.48 % annually and the need for a suitable storage system of the same at 5.8% annually, the field of Underground Hydrogen Storage systems indeed has a bright scope. Moreover, to meet the large-scale needs of Industries, there is an imminent need to level up the storage capacity of H2 and by exploring suitable geological landforms across the globe, the estimated industrial need of 1200 kT/ year in 2050 can be met.

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AI in the Renewable Energy Sector: Investment Perspective

Article | July 15, 2022

The company behind famous Australian wine brands including Penfolds and Wolf Blass is embracing solar energy in a big way. ASX-listed Treasury Wine Estates (TWE) is one of the world’s largest wine companies and has an ambition to be the “world’s most admired premium wine company”. A powerful way to win consumer hearts, minds (and wallets) these days is to have a strong focus on sustainability. As part of its sustainability mission, wines in TWE’s portfolio will be produced using 100% renewable electricity by 2024. In a step towards this renewables goal in Australia, approximately 9,500 solar panels will be installed at Barossa Winery and Production Centre in South Australia, and Karadoc Winery in Victoria by the end of this year. Collectively, the solar panels will generate more than 5,500 megawatt-hours of electricity annually, enough to supply the equivalent of 900 homes. Total capacity wasn’t mentioned, but given the annual output, I’d estimate it at around 3.75 MW.

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The Future of Renewable Energy

Article | August 3, 2021

As the worldwide use of artificial intelligence (AI) in the energy market is expected to reach $7.78 billion by 2024, with a CAGR of 22.49% from 2019 to 2024, it is easy to see why it's a popular topic on the minds of many leading brands in the energy sector, as well as investors looking to reap the future perks that AI could bring to the energy industry. According to BIS Research, North America is expected to be the largest market for AI in energy through 2024. However, Asia-Pacific is expected to rise rapidly over the same time due to the rising need for more decentralized power production. Investment Opportunities in AI-based Energy Industry: Economic Visibility AI's economic viability and progress in the energy business can be attributed to numerous factors, including: The desire to increase operational efficiency. Increased interest in energy efficiency. Decentralized electricity generation is being expanded. Battery storage solutions are gaining popularity. Since artificial intelligence has a wide range of applications, there are several investment opportunities in the energy industry. Upstream Oil and Gas Enhance efficiency and decrease downtime, which is critical for hydrocarbon companies owing to volatile oil prices and demand, to lessen the environmental implications of energy generation and consumption. AI Chatbots AI has the potential to enhance interactions between contact centers and consumers. Utilities that outsource to contact center providers can suffer significant fees. This is where AI, particularly when combined with natural language processing (NLP), can assist contact center operators by listening to conversations and automatically noting information in the appropriate apps, helping operators to make calls more reliable, effective, and satisfying to customers. Smart Homes and Cities AI integration benefits smart meters and smart energy management systems as well. Many residences and towns can utilize AI to collect real-time data and apply it in a number of ways to function more effectively and efficiently, enhancing sustainability while also making a living more comfortable and cities more accessible. Monitoring Trends in Energy Generation and Consumption Artificial intelligence is being utilized to assist energy companies and customers in recognizing and tracking patterns in energy generation and consumption. AI, for example, can predict the potential output of a certain wind or solar plant. Closing Lines Banking, finance, and trade are some of the suitable businesses that can profit. For example, AI and machine learning can be used in algorithmic trading, which involves utilizing computer programs to make trades in the energy business at speeds and frequencies that any human trader would consider inconceivable.

Read More
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Article | July 29, 2022

Cleaner energy resources are the dire need of the hour and this is a known fact. While scientists and experts across the planet are striving hard to reduce our reliance on fossil fuels, our energy needs have never faced a downfall- thanks to rapid industrialization and urbanization. Although renewable resources like solar, wind, and hydro-electric power are the most popular alternatives, these are seasonal energy sources and the energy production from the same will not be similar all around the year. The fluctuations in production hence cannot always meet the energy demand of the population, and this makes the renewable energy sources not completely reliable. Solar Production v/s Demand of the same in a year What and How H2 is produced? Now, this is where Hydrogen- the first element of the periodic table comes to the spotlight with a solution. Being a gas, hydrogen fuel can very well cater to our energy needs and is produced from techniques including Thermochemical, Solar-Water splitting, electrolytic and biological processes. While the production of this cleaner energy source leaves a carbon footprint of about 830 million tonnes in the form of CO2 annually, the result being a zero-emission fuel is what makes H2’s future bright. Storage of H2 – the million-dollar question: Having almost cleared the need and methods of producing hydrogen fuel, we will be looking at an area that is usually not given much thought about and that is the storage of H2. As already mentioned, for time being let us consider hydrogen as an alternative to renewable resources which is utilized when the energy demand increases drastically. While producing the fuel in the nick of time is obviously undoable, sufficient storage of H2 anticipating the demand is the best choice. Like Natural Gas, Hydrogen is also compressed before storing to achieve lower volume and also because liquid hydrogen demands a 64% higher amount of energy for storage than its compressed gaseous counterpart. Storage tanks v/s Geological landforms: Compressed Hydrogen can be stored in surface storage vessels (like steel composite concrete vessels and in wind turbine towers) or in geological landforms like (salt caverns, depleted O&G reservoirs, and aquifers). Nevertheless, unlike the underground geological landforms which offer huge storage capacity owing to their sheer scale, the storage tanks which can range in size from a small bottle to a huge tank require high amounts of pressure to store an appreciable amount of H2 in it. Since these storage tanks are usually constructed on the surface, the pressure conditions in these tanks need to be artificially stimulated and thereby mount huge upfront costs when compared to their geological storage counterpart. H2 storage prices in Geological Landforms v/s Storage Vessels (in $/kg) The above is a table comparing the prices of Hydrogen storage in Geological landforms and Storage Vessels at different pressure conditions. It is visible from the table that it's about 218 times cheaper to store the same amount of hydrogen in Geological landforms than in storage vessels. Is geological storage truly a better option? Like any other storage option geological storage too has its pros and cons. From the erosion of pipelines to the tedious task of injecting the gas and maintaining it at apt pressure conditions, geological storage has its limitations. However, the important prerequisite is the availability of the suitable landform itself. While most of the Depleted O&G Reservoirs have already met all the requirements for a suitable Underground Hydrogen Storage (UHS) system, the presence of unrecoverable remnant fluids in it makes it both a boon and a bane. This is because the presence of remnant fluids like oil and gas satisfies the cushion gas need for efficient storage of H2 in the reservoir, chances of contamination of H2 by the same is also high. This is the reason why Aquifers too aren’t favorable underground landforms when it comes to hydrogen storage. Salt Caverns- the best UHS System? The problem of Hydrogen contamination in Depleted Oil & Gas reservoirs and aquifers leaves us to the next big suitable subsurface landform- salt caverns. Unlike the other two landforms, the problem of contamination can be prevented in these dome-like structures formed due to the upliftment of salt deposits and it is also found that about 98% of its storage efficiency can be used to store Hydrogen here. The reason behind its relatively expensive nature when compared to its other two counterparts is due to the process of salt removing or leaching that must be done before storing to ensure that the contamination of the gas is unheard of at least here. Suitable Conditions of UHS: As per Stefan Iglauer, the maximum amount of H2 can be stored at a depth of 1100m beneath the Earth’s surface and the capacity gradually decreases up until 3700 m depth beyond which the wettability of the gas increases as it percolates through the rocks and hence cannot be permanently immobilized. Conclusively it is found that suitable landforms formed at 1km depth can store up to 2.0 Mt of H2. Comparing this 2 MT storage capacity of Salt Caverns with the currently available storage tanks which can store about 800 kg of H2 in it, it is visible that geological landforms have a clear upper hand at least when it comes to storage capacity. Future of UHS: With demands for Hydrogen fuel estimated to grow at 5.48 % annually and the need for a suitable storage system of the same at 5.8% annually, the field of Underground Hydrogen Storage systems indeed has a bright scope. Moreover, to meet the large-scale needs of Industries, there is an imminent need to level up the storage capacity of H2 and by exploring suitable geological landforms across the globe, the estimated industrial need of 1200 kT/ year in 2050 can be met.

Read More
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Lead Generation for Renewable Energy: 5 Top Strategies

Article | April 28, 2021

According to a survey from Consumer Reports, 76% of Americans believe that expanding renewable energy is a worthwhile goal. People are interested in renewable energy, but finding those people and turning them into customers is challenging. That’s where lead generation for renewable energy can help. You need smart lead generation strategies to grow your business and get customers access to renewable energy. To discover the top strategies for lead generation for renewable energy companies, keep reading! WebFX is a top lead generation agency, and our team of more than 200 digital marketing experts has generated more than 6.3 million leads for our clients over the past five years. Contact us online or at 888-601-5359 to learn more about our lead generation services.

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Fort Moore EV charging project provides another example of EVSE solution

PR Newswire | October 23, 2023

Fort Moore and Georgia Power, a Southern Company subsidiary, recently entered into a contract to install 63 electric vehicle chargers at 23 locations across the base, allowing up to 126 vehicles to be plugged in on the base simultaneously. The project is underway and expected to be complete by the first quarter of 2024. Georgia Power was awarded a task order to provide a turnkey electric vehicle supply equipment (EVSE) solution using the General Services Administration Areawide Contract (AWC). The AWC task order will be used to provide a holistic and scalable EVSE solution to support electrification requirements. The AWC provides a useful contracting vehicle with regulated servicing utility companies. Under this arrangement, federal agencies may order utilities and other services from that supplier. The electric distribution system at Fort Moore is owned and managed by Flint Energies. Georgia Power, in partnership with Flint Energies, will extend the distribution system and add the charging stations necessary to charge the expanded electric vehicle fleet. stated Col. Colin Mahle, Fort Moore Garrison commander. Fort Moore leads the Army in our development and adoption of large-scale EV projects. The Army's goal is for all of our non-tactical vehicles to be EV by 2035. That will take more than just adding electric vehicles to our fleet, it will take additional infrastructure. We intend to achieve our goal of 100 percent EV vehicles early. [Source:PR Newswire] The EV charging project at Fort Moore is an example of better energy use and overall modernization. It also demonstrates Southern Company's commitment to supporting the resiliency, net-zero greenhouse gas (GHG) emission and decarbonization efforts of the Department of Defense installations and their efforts to meet the requirements of the Biden Administration Executive Order 14057. "In addition to being essential for national defense, our nation's military bases are powerful economic engines for surrounding communities providing jobs and driving thriving local economies," said Chris Cummiskey, executive vice president, chief customer solutions and chief commercial officer for Southern Company. "We're appreciative of this partnership with Fort Moore, further exhibiting our mutual commitment to energy innovation and decarbonization. As the new EV charging stations become electrified across the installation this year, we're certain the investment that is being made today will benefit the base for years to come."

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Biden-Harris Administration Announces Agreement to Supply Federal Facilities in Three Southern States with 100% Carbon Pollution-Free Electricity

PR Newswire | October 26, 2023

The U.S. General Services Administration (GSA) announced a new Memorandum of Understanding (MOU) between GSA and Southern Company to develop carbon pollution-free electricity (CFE) options for federal facilities in Southern Company's service territories. The MOU documents the intent of GSA and Southern Company to collaborate on development of a roadmap that, when executed, will lead to federal agencies in that region buying more CFE and achieving reliability and resiliency objectives outlined in Executive Order 14057 [lnks.gd]. The Biden-Harris Administration is leading by example to tackle the climate crisis through President Biden's Federal Sustainability Plan, which establishes an ambitious path to achieve 100% CFE for Federal government operations by 2030, including 50% on a 24/7 basis, along with aggressive goals for electric vehicles and net-zero emissions buildings. said GSA Administrator Robin Carnahan. This is our fourth MOU with a utility company and it's another example of how GSA is leading by example in tackling climate change, using our buying power and real estate footprint to move markets, create demand, drive efficiency, and catalyze efficiency and clean energy innovation. Through smart partnerships with energy service providers, we can help advance sustainability, create jobs, save taxpayer dollars, and ensure a healthier planet for our kids. [Source:PR Newswire] "Today's announcement delivers on President Biden's vision to build a new economy powered by clean energy—one that creates well-/paying jobs for American workers, healthier air for communities, and increases our energy independence," said Andrew Mayock, the Federal Chief Sustainability Officer with the White House Council on Environmental Quality. Southern Company has a goal to reach a 50% reduction in emissions by 2030, from 2007 emissions levels, and reach net zero greenhouse gas emissions by 2050. Currently, the United States Army is the largest federal customer served by Southern Company. "The Department of Defense and the Army are committed to using carbon-free energy to support our national defense mission," said the Honorable Rachel Jacobson, Assistant Secretary of the United States Army, Installations, Energy and Environment. "Distributed Carbon-free energy generation–when integrated into a modernized grid that includes large-scale storage, upgraded transmission lines, and enhanced cybersecurity controls - is the best way to promote resilience so we can continue to deploy, fight, and win the nation's wars. The Army applauds the GSA-Southern Company agreement. The agreement demonstrates the exact kind of collaboration that is key to improving the reliability and resilience of the commercial grid and achieving our carbon-free energy and readiness goals." "Southern Company recognizes the importance of developing and supplying carbon-free electricity as we continue our efforts toward our goal of reaching net zero by 2050," said Chris Womack, CEO and president of Southern Company. "Through industry-leading innovation and a commitment to a net zero future, we are delivering sustainable and resilient energy solutions that help drive growth and prosperity. This partnership will serve as another important step toward these goals." GSA will continue to engage with Southern Company and other utilities to explore the advancement of potential CFE solutions including solar, battery storage, nuclear power, on-site generation and new sustainable technologies like clean hydrogen.

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Energy

FirstEnergy Ohio Utilities Launch Request for Proposal for 2023 Renewable Energy Credits

PR Newswire | October 20, 2023

FirstEnergy Corp. issued a Request for Proposal (RFP) to purchase Ohio-compliant Renewable Energy Credits (RECs) for its Ohio subsidiaries – Ohio Edison, The Illuminating Company and Toledo Edison. The purchases will help meet the companies' 2023 renewable energy targets established under Ohio's alternative energy law. RECs sought in this RFP must be Eligible for compliance with the companies' 2023 renewable energy obligations. Sourced from generating facilities certified in accordance with rules and procedures put forth by the Public Utilities Commission of Ohio (PUCO). Deliverable through PJM Environmental Information System Generation Attribute Tracking System (EIS GATS) and generated between Jan. 1, 2021, and Dec. 31, 2023. The companies plan to purchase 570,000 RECs, which can include solar renewable energy credits. One REC represents the environmental attributes of one megawatt hour of generation from a PUCO-qualified renewable generating facility. The cost of the RECs is recovered from the utility's standard service offer customers through a monthly charge filed quarterly with the PUCO. No energy or capacity will be purchased under the RFP. The number of individual bidders is not limited. Participants in the RFP must meet and maintain specific credit and security qualifications and must be able to prove their REC generating facilities are certified or in the process of becoming certified by the PUCO. The RFP is a competitive process managed by CRA International, Inc., a worldwide leader in providing services. Based on the RFP results, the Ohio utilities will enter into agreement(s) with winning suppliers to purchase the necessary quantities of RECs. FirstEnergy's Ohio utilities have a website, www.firstenergy-recrfp.com, to provide bidders with a central source of documents, data and other information for the RFP process. On Oct. 24, 2023, at 11:00 a.m. EPT, the FirstEnergy Ohio utilities and their consultant, CRA International, will conduct a webinar to outline the RFP process and the terms of the agreement, as well as to provide a forum to submit any questions. Questions also may be submitted during the RFP process directly through the RFP website. To participate in the RFP, potential bidders are encouraged to submit credit applications by Nov. 17, 2023, and proposals are due Nov. 28, 2023, by 5 p.m. EPT.

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