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

Murphy Oil

Murphy Oil Corporation is an independent exploration and production company with a strong oil-weighted portfolio of global offshore and onshore assets with upside to our exploration program. Our global offshore operations are balanced by a predictable North America onshore business.

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Greenwood Sustainable Infrastructure (GSI)-Led Joint Initiative with Ocean Man First Nation to Build One of the Largest Solar Projects in Canada

PR Newswire | January 25, 2024

Greenwood Sustainable Infrastructure LLC (GSI), one of the renewable energy subsidiaries of Libra Group, announced that Iyuhána Solar (Iyuhána), a GSI-led partnership with Saturn Power Inc. and Ocean Man First Nation, has been awarded a Power Purchase Agreement (PPA) to construct and operate a 100-megawatt (MWac) utility-scale solar facility in Saskatchewan, Canada. Developed in partnership with Ocean Man First Nation, the project will be one of Canada's top 10 solar facilities by size. Under an exclusive PPA, the largest with a utility in Canada since 2015, Iyuhána plans to invest approximately $200 million (CDN) to construct the solar facility, which it will operate, supplying generated power to the principal municipal utility company, SaskPower, for 25 years. Located in the Rural Municipality of Estevan in southeast Saskatchewan, this emissions-free solar facility will produce enough power for the equivalent of approximately 25,000 homes. "We are proud to bring the transformative power of solar energy to Saskatchewan by working with partners such as Ocean Man First Nation," said Mazen Turk, CEO of GSI. "This unique collaboration shows the power of renewable energy to harness resources and empower communities responsibly. This work is core to our ethos as a Libra company, and we look forward to continuing to help support a clean energy future across Canada and beyond." As a founding partner, Ocean Man First Nation will have an ownership stake in Iyuhána Solar. Band members will also receive specialized training to maintain the solar facilities and employment opportunities with the project. Additionally, partnering with two of Saskatchewan's leading post-secondary academic institutions, Iyuhána will provide scholarships, internships, and direct research projects in clean energy to benefit the community. "Our partnership with GSI and SaskPower will bring great opportunities for Ocean Man First Nation, including employment and revenue that will provide stability and sustainability for our Band," said Chief Connie Big Eagle, Ocean Man First Nation. "We are proud that this project, which is able to generate clean power, will be known as Iyuhána Solar, which, in Nakotah translates to 'everyone' or 'all of us.' This is derived from our Nakotah belief that everyone and everything is related and therefore we must care for each other." While investment in renewable energy grows across Canada, Saskatchewan's clean power supply mix has predominantly consisted of hydro and wind. This is the first of many planned solar projects in the province; by 2035, SaskPower plans to support approximately 3000 MW of new renewable energy capacity in the region. "This new solar facility will play an important role in our path to net-zero by 2050 or sooner," said Rupen Pandya, SaskPower President and CEO. "We are proud of our ongoing collaboration with Indigenous peoples and the critical role they are playing in the successful expansion of renewable energy in our province." GSI is one of four renewable energy subsidiaries of Libra Group, a privately owned, global business group that encompasses 20 businesses in six sectors, including renewable energy, maritime, aerospace and more. The Group's renewable energy portfolio encompasses approximately 3.5 gigawatts (GW) of projects owned, developed, or pending development in 10 countries, including solar, wind, battery storage, and waste-to energy projects. This is the second partnership with an indigenous community led by a Libra Group subsidiary. "Libra Group is proud of this novel partnership, which has come together through shared values and a commitment to driving economic growth and positive outcomes for communities," said Libra Group's CEO Manos Kouligkas. "Sustainability is core to our global business, and we look forward to continuing to leverage synergies across our six sectors in 60 countries with agility and impact." Last year, GSI acquired Saturn Power Inc.'s solar and battery development portfolios, including its team of seasoned developers and an approximate 1.4-gigawatt (GW) pipeline of early- to late-stage solar and energy storage projects. Today, GSI has a footprint across Canada and in 12 U.S. states. About Greenwood Sustainable Infrastructure Greenwood Sustainable Infrastructure (GSI) is one of the clean energy subsidiaries of Libra Group. GSI is a renewable energy company focused on the development, construction, and operation of distributed generation and utility-scale solar energy and battery storage projects in North America. As of January 2024, the company developed approximately 388 MW DC across 71 renewable energy projects, many of which are still owned or operated by GSI and have an additional project pipeline of 1.6 GW. GSI's seasoned team has a proven track record of investing in power assets and partnering with multiple top-tiered investors. For more information on Greenwood Sustainable Infrastructure (GSI), visit: http://www.greenwoodinfra.com/ About Ocean Man First Nation The Ocean Man First Nation is a Nakota, Cree, and Saulteaux Band Government in southeast Saskatchewan. OMFN is led by Chief Connie Big Eagle & Council and features a population of 565 members. Ocean Man First Nation created a renewable energy company in 2019 called Second Wind Power. The name Second Wind Power reflects Ocean Man First Nation's history of relocating, re-establishing and starting over as a new community since 1989. About Libra Group Libra Group is a privately owned, global business group encompassing 20 businesses predominately focused on aerospace, renewable energy, maritime, real estate, hospitality, and diversified investments. With assets and operations in nearly 60 countries, the Group applies the strength of its global network and capabilities to deliver cross-sector insights and growth at scale.

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ACE Green completes successful handover of emissions-free lead recycling facility to ACME

PR Newswire | January 16, 2024

ACE Green Recycling (ACE) has successfully delivered the first of three phases of its proprietary zero-emissions modular lead battery recycling technology to ACME Metal Enterprise's facility in Keelung City, Taiwan. As part of the agreement, ACE will provide equipment and proprietary chemicals to enable ACME to produce "GreenLead™" in a safe, sustainable and economical way. This marks the second successful deployment of ACE's pioneering lead battery recycling technology. ACME is Taiwan's leading lead recycler, with over 40 years of successful operation. Through its partnership with ACE, ACME will become one of the largest producers of emissions-free lead, with a capacity to recycle 20,000 metric tonnes per year of lead batteries to produce about 12,000 metric tonnes of environmentally friendly "GreenLead™", generating nearly USD 24 million in annual revenue for the Taiwanese company. Of the deal, Linus P. Lu, Managing Director of ACME, said: "We are excited and pleased to have successfully completed the installation of ACE's lead battery recycling technology at our facility. This marks an important milestone for ACME as we build our capacity to provide sustainable lead recycling capabilities – not just for our company but for the entire lead battery ecosystem as well." Lead batteries are a key element in the automotive and telecoms industries, while also playing a crucial role in the energy transition for renewable power storage. Traditionally, lead batteries are recycled via a smelting process which involves operating temperatures of over 1,000°C, producing significant greenhouse gas (GHG) emissions, plus toxic solid waste that must go to landfill. ACE's room temperature recycling technology replaces the smelting furnace, is electrically powered, has zero Scope 1 GHG emissions and reduces solid waste by over 85%. The process will greatly enhance ACME's profitability and minimize their operator and environmental risks. Phase I of the agreement for 2,400 metric tons per annum was successfully handed over to ACME in December 2023, with Phases II and III to increase annual capacity to around 20,000 metric tonnes, which will proceed later this year. During the 10-year contractual duration of 10 years, these facilities will enable the recycling of over 14 million scrap batteries. This will prevent the emission of nearly 120 million kilograms of CO2e, stop 18 million kilograms of solid waste from going into landfill and enable recycling of more than 14 million kilograms of plastics, while providing high-paying, sustainable green jobs for the community. This collaboration with ACME demonstrates ACE's deep commitment to the battery market. Sales of GreenLead™ from ACME's facility will reach the key markets of Taiwan and Japan, including leading battery OEMs across Asia. "It is our goal as a battery recycling technology platform to provide all players in the ecosystem a way to meet not just their commercial goals but their environmental ones as well," said ACE Green CEO Nishchay Chadha. "We develop our carbon-free recycling technologies to meet the industry's global aspirations to be responsible stakeholders in the mission of meeting net-zero targets." Lead batteries remain an essential component of global electrification. By successfully deploying its green solutions, ACE will continue to support and champion the lead industry and provide not just a profitable solution, but a sustainable one for all secondary lead producers. ACE is a market leader in both lead and lithium-ion battery recycling technologies and is partnering with companies worldwide to help them set up environmentally friendly battery recycling facilities. The company has a team of over 70 people and is dual headquartered in the US and Singapore. Forward-Looking Statements This document contains certain forward-looking statements regarding ACE's technological capabilities and future business aspirations. All statements are based upon current ACE expectations and involve a number of business and technical risks and uncertainties that could cause actual results to differ materially from anticipated results described, implied or projected in any forward-looking statement, including, without limitation, regulatory approvals, unexpected changes in technologies, uncertainties inherent in technological development, scaling and roll out, intellectual property protection, and sources and availability of third-party financing.

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Energy

Eletopia Revolutionizes Energy Storage Solutions in the US

PR Newswire | January 15, 2024

Eletopia, a leading provider of smart energy storage solutions, is transforming the energy storage market with innovative technology. Integrating advanced battery management, energy conversion, and intelligent energy operation, Eletopia offers comprehensive solutions, redefining home energy management. In an era prioritizing energy reliability and sustainability, Eletopia's whole-house backup power solution will impact the power plans for U.S. homeowners. Providing security during outages, the H2 series Hybrid Inverter efficiently convert solar energy during low consumption periods. Through the B2 series High Voltage Battery and the mobile storage unit S36 series Portable Power Station, they stored electricity ensures uninterrupted power for essential household appliances, electronics, and systems. Eletopia's Smart Backup Unit (SBU) seamlessly switches between solar, grid, and generator power sources, ensuring continuous functionality. Eletopia's solution guarantees reliable backup power, keeping households operational. At the core of Eletopia's offering is the All-in-one Smart Energy Management System (EMS), empowering homeowners with complete control of their energy usage. Offering features like power station monitoring, AI diagnostics, AI Saving, and more, this system provides efficient energy management for every home. Eletopia prioritizes safety, efficiency, and profitability. Their solutions integrate power generation, energy storage, consumption, and operational services, amplifying the value of energy storage. Leveraging advanced battery management, energy conversion, and smart storage technology, Eletopia enables homeowners to optimize resources for a greener, sustainable future. Eletopia credits its success to a diverse team of American and global experts in the energy sector. From battery technologists to marketing specialists, their collective expertise ensures cutting-edge solutions tailored for American homeowners. Beyond innovation, Eletopia focuses on customer-centricity. Collaborating closely with clients, they address specific requirements, ensuring project success and seamless operation. This commitment, coupled with exceptional service, has established Eletopia as a trusted industry partner. About Eletopia: Eletopia specializes in comprehensive, smart energy storage solutions merging power generation, energy storage, consumption, and operational services. Our suite of cutting-edge technologies—advanced battery management, energy conversion, equipment integration, smart storage management, and operational expertise—aims to increase the value of energy storage. Committed to becoming a global leader, we serve partners and end-users seeking professional, innovative brands in smart energy management.

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