Eaton contributes to Arc Flash Research Project

Electricity Grid Flow Prediction leverages big data, machine learning, and weather analytics to forecast power flows across smart grids, enhancing reliability, reducing blackouts and curtailment, and optimizing renewable integration under EU Horizon 2020 innovation.

Key Points

Short-term forecasting of power flows using big data, weather inputs, and machine learning to stabilize smart grids.

✅ Uses big data, weather, and ML for 6-hour forecasts

✅ Improves reliability, cuts blackouts and energy waste

✅ Supports smart grids, renewables, and grid balancing

Three European prediction specialists have won prizes worth €2 million for developing the most accurate predictions of electricity flow through a grid

The three winners of the Big Data Technologies Horizon Prize received their awards at a ceremony on 12th November in Austria.

The first prize of €1.2 million went to Professor José Vilar from Spain, while Belgians Sofie Verrewaere and Yann-Aël Le Borgne came in joint second place and won €400,000 each.

The challenge was open to individuals groups and organisations from countries taking part in the EU’s research and innovation programme, Horizon 2020.

Carlos Moedas, Commissioner for Research, Science and Innovation, said: “Energy is one of the crucial sectors that are being transformed by the digital grid worldwide.

“This Prize is a good example of how we support a positive transformation through the EU’s research and innovation programme, Horizon 2020.

“For the future, we have designed our next programme, Horizon Europe, to put even more emphasis on the merger of the physical and digital worlds across sectors such as energy, transport and health.”

The challenge for the applicants was to create AI-driven software that could predict the likely flow of electricity through a grid taking into account a number of factors including the weather and the generation source (i.e. wind turbines, solar cells, etc).

Using a large quantity of data from electricity grids, EU smart meters, combined with additional data such as weather conditions, applicants had to develop software that could predict the flow of energy through the grid over a six-hour period.

Commissioner for Digital Economy and Society Mariya Gabriel said: “The wide range of possible applications of these winning submissions could bring tangible benefits to all European citizens, including efforts to tackle climate change with machine learning across sectors.”

The decision to focus on energy grids for this particular prize was driven by a clear market need, including expanding HVDC technology capabilities.

Today’s energy is produced at millions of interconnected and dispersed unpredictable sites such as wind turbines, solar cells, etc., so it is harder to ensure that electricity supply matches the demand at all times.

This complexity means that huge amounts of data are produced at the energy generation sites, in the grid and at the place where the energy is consumed.

Being able to make accurate, short-term predictions about power grid traffic is therefore vital to reduce the risks of blackouts or, by enabling utilities to use AI for energy savings, limit waste of energy.

Reliable predictions can also be used in fields such as biology and healthcare. The predictions can help to diagnose and cure diseases as well as to allocate resources where they are most needed.

Ultimately, the winning ideas are set to be picked up by the energy sector in the hopes of creating smarter electricity infrastructure, more economic and more reliable power grids.

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India Village Electrification hailed by the IEA in World Energy Outlook 2018 showcases rapid energy access progress, universal village power, clean cooking advances via LPG, and Modi-led initiatives, inspiring Indonesia, Bangladesh, and Sub-Saharan Africa.

Key Points

A national push to power every Indian village, praised by the IEA for boosting energy access and clean cooking.

✅ Electrified 597,464 villages ahead of schedule in April 2018.

✅ IEA hails India in World Energy Outlook 2018 as star performer.

✅ LPG connections surge via Ujjwala, aiding clean cooking access.

The global energy watchdog International Energy Agency (IEA) has called India's electrification of every village the greatest success story of 2018. In its latest report, World Energy Outlook 2018, the IEA has called India a "star performer" in terms of achieving the big milestone of the providing power to each village. "In particular, one of the greatest success stories in access to energy in 2018 was India completing the electrification of all of its villages," said the IEA. It added that countries like Indonesia and Bangladesh have also achieved the commendable electrification rate of 95% (up from 50% in 2000), and 80% (up from 20% in 2000), respectively, even as Europe's electrification push continues as part of broader transitions.

This 643-page report by the IEA says over 120 million people worldwide gained access to electricity in 2017 and charts growth in the electric car market as part of broader energy trends. For the first time ever, the total number of people without access fell below 1 billion, it said.  The mega plan of providing electricity to 597,464 villages in India was announced by Prime Minister Narendra Modi during his Independence Day speech in 2015. On April 28, 2018, PM Modi confirmed that India had achieved its goal ahead of schedule. "This is one of the greatest achievements in the history of energy," said the IEA.

Praising the Narendra Modi government for making efforts towards lighting up every village in India, the agency said: "Since 2000 around half a billion people have gained access to electricity in India, with political effort over the last five years significantly accelerating progress."

India's achievement of providing universal household electricity access will improve the lives of over 230 million people, said the IEA, even as analyses like a Swedfund report debate some poverty outcomes in electrified areas. For a start, electric lighting makes the use of candles, kerosene and other polluting fuels for lighting redundant, not only saving money (and providing more light) but also seriously improving health, it said.

Though the global energy agency has called India "a success story", and a "bright spot for energy access", it says huge challenges remain in other regions of the world where over 670 million people still live without electricity access. "90% of these people are concentrated in sub-Saharan Africa, with countries such as Nigeria facing severe shortages," said the report.

Seven decades after independence and nearly three decades after India's economic liberalisation, the Modi government achieved the historic milestone of giving power to every single village of India, 12 days ahead of the deadline set by PM Modi. Leisang in Manipur became the last village to be connected to the grid, while a Delhi energy storage project explores ways to balance supply and demand.

The agency also praised India for tackling a related problem: access to clean cooking facilities. "While an estimated 780 million people in India rely on biomass for cooking, progress is emerging, as India is one of the few countries in the world targeting this "blind spot" of energy policy," it said.

Around 36 million LPG connections have been made since Prime Minister Modi and Minister for Petroleum and Natural Gas, Dharmendra Pradhan, launched the Pradhan Mantri Ujjwala Yojana scheme in May 2016 to provide free connections to families living below the poverty line. In India, around 50 million free LPG stoves and initial refills have been provided to poor households via this scheme since 2015. The government has set a target of providing LPG connections to 80 million households by 2020.

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Pennsylvania Clean Energy Employment surges, highlighting workforce growth in energy efficiency, solar, wind, grid and storage, and alternative transportation, supporting COVID-19 recovery, high-wage jobs, manufacturing, construction, and statewide economic resilience.

Key Points

Jobs across clean power, efficiency, grid, storage, and advanced transport fueling Pennsylvania's workforce growth.

✅ 8.7% job growth from 2017-2019, outpacing statewide average

✅ 97,000+ employed across efficiency, solar, wind, grid, and fuels

✅ 75% earn above median; strong full-time opportunities

The 2020 Pennsylvania Clean Energy Employment Report has been released, and Gov. Tom Wolf is energized by it.

This "comes at an opportune time, as government and industry leaders look to strengthen Pennsylvania's workforce and economy in response to the challenges of the COVID-19 pandemic," Wolf said Monday in a prepared statement. "This detailed analysis of data and trends in clean energy employment ... demonstrates the sector was a top job generator statewide, and shows which industries were hiring and looking for trained workers."

Foremost among the findings, released Monday, is that the clean energy sector was responsible for adding 7,794 jobs from 2017 through 2019. That is an 8.7% average job growth rate, well above the 1.9% overall average in the state, according to a news release from Wolf's office.

This report lists employment data in five industries: energy efficiency; clean energy generation; alternative transportation; clean grid and storage; and clean fuels, while some cleaner states still import dirty electricity in regional markets.

The energy efficiency industry was the biggest clean energy employer in the state last year, with more than 71,400 state residents working in construction, technology and manufacturing jobs related to energy-efficient systems.

Solar energy workers comprised the largest share of the clean energy generation workforce – 35.4%, or 5,173 individuals. Solar employment increased 8.3% from 2017 to 2019, while there was a slight decline nationwide amid clean energy job losses reported in May.

Wind energy firms employed 2,937, and policy moves such as Ontario's clean electricity regulations signal broader market shifts, with more than 21% of those roles in manufacturing.

Job losses, though, were recorded in nuclear generation (minus 4.5%) and coal generation (minus 8.6%) over the two-year period, as electricity deregulation remains a point of debate in the sector. This mirrors national declines in both categories.

Federal efforts to support coal community revitalization are channeling clean energy projects to hard-hit regions.

Natural gas electric generation capacity doubled across Pennsylvania over the past decade; even as residents could face winter electricity price increases according to recent reports, employment still grew 13.4% from 2017 through 2019. But increasing output from unconventional wells has outpaced demand, sparking reductions in siting and drilling for new wells.

The Clean Energy Employment Report was released along with – and as part of – the 2020 Pennsylvania Energy Employment Report, which asserts that energy remains a large employer in the state, and new clean energy funding announcements underscore the sector's momentum. As of the last quarter of 2019, according to the larger report, energy accounted for 269,031 jobs, or 4.5% of the overall statewide workforce.

Wolf, in summary, said: "This report shows that workforce training investment decisions can benefit Pennsylvanians right now and position the state going forward to grow and improve livelihoods, the economy and our environment."

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Minnesota Carbon-Free Power by 2050 aims to shift utilities to renewable energy, wind and solar, boosting efficiency while managing grid reliability, emissions, and costs under a clean energy mandate and statewide climate policy.

Key Points

A statewide goal to deliver 100% carbon-free power by 2050, prioritizing renewables, efficiency, and grid reliability.

✅ Targets 100% carbon-free electricity statewide by 2050

✅ Prioritizes wind, solar, and efficiency before fossil fuels

✅ Faces utility cost, reliability, and legislative challenges

Gov. Tim Walz's plan for Minnesota to get 100 percent of its electricity from carbon-free sources by 2050, similar to California's 100% carbon-free mandate in scope, was criticized Tuesday at its first legislative hearing, with representatives from some of the state's smaller utilities saying they can't meet that goal.

Commerce Commissioner Steve Kelley told the House climate committee that the Democratic governor's plan is ambitious. But he said the state's generating system is "aging and at a critical juncture," with plants that produce 70 percent of the state's electricity coming up for potential retirement over the next two decades. He said it will ensure that utilities replace them with wind, solar and other innovative sources, and increased energy efficiency, before turning to fossil fuels.

"Utilities will simply need to demonstrate why clean energy would not work whenever they propose to replace or add new generating capacity," he said.

Walz's plan, announced last week, seeks to build on the success of a 2007 law that required Minnesota utilities to get at least 25 percent of their electricity from renewable sources by 2025. The state largely achieved that goal in 2017 thanks to the growth of wind and solar power, and the topic of climate change has only grown hotter, with some proposals like a fully renewable grid by 2030 pushing even faster timelines, hence the new goal for 2050.

But Joel Johnson, a lobbyist for the Minnkota Power Cooperative, testified that the governor's plan is "misguided and unrealistic" even with new technology to capture carbon dioxide emissions from power plants. Johnson added that even the big utilities that have set goals of going carbon-free by mid-century, such as Minneapolis-based Xcel Energy, acknowledge they don't know yet how they'll hit the net-zero electricity by mid-century target they have set.

Minnkota serves northwestern Minnesota and eastern North Dakota.

Tim Sullivan, president and CEO of the Wright-Hennepin Cooperative Electric Association in the Twin Cities area, said the plan is a "bad idea" for the 1.7 million state electric consumers served by cooperatives. He said Minnesota is a "minuscule contributor" to total global carbon emissions, even as the EU plans to double electricity use by 2050 to meet electrification demands.

"The bill would have a devastating impact on electric consumers," Sullivan said. "It represents, in our view, nothing short of a first-order threat to the safety and reliability of Minnesota's grid."

Isaac Orr is a policy fellow at the Minnesota-based conservative think tank, the Center for the American Experiment, which released a report critical of the plan Tuesday. Orr said all Minnesota households would face higher energy costs and it would harm energy-intensive industries such as mining, manufacturing and health care, while doing little to reduce global warming.

"This does not pass a proper cost-benefit analysis," he testified.

Environmental groups, including Conservation Minnesota and the Sierra Club, supported the proposal while acknowledging the challenges, noting that cleaning up electricity is critical to climate pledges in many jurisdictions.

"Our governor has called climate change an existential crisis," said Kevin Lee, director of the climate and energy program at the Minnesota Center for Environmental Advocacy. "This problem is the defining challenge of our time, and it can feel overwhelming."

Rep. Jean Wagenius, the committee chairwoman and Minneapolis Democrat who's held several hearings on the threats that climate change poses, said she expected to table the bill for further consideration after taking more testimony in the evening and would not hold a vote Tuesday.

While the bill has support in the Democratic-controlled House, it's not scheduled for action in the Republican-led Senate. Rep. Pat Garofalo, a Farmington Republican, quipped that it "has a worse chance of becoming law than me being named the starting quarterback for the Minnesota Vikings."

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Middle Tennessee Power Outages disrupt 100,000+ customers as severe thunderstorms, straight-line winds, downed trees, and debris challenge Nashville crews, slow restoration amid COVID-19, and threaten more hail, flash flooding, and damaging gusts.

Key Points

Blackouts across Nashville after severe storms and winds, leaving customers without power and facing restoration delays.

✅ Straight-line winds 60-80 mph toppled trees and power lines

✅ 130,000+ customers impacted; some outages may last 1-2 weeks

✅ Restoration slowed by debris, COVID-19 protocols, and new storms

Some middle Tennessee residents could be without electricity for up to two weeks after strong thunderstorms swept through the area Sunday, knocking out power for more than 100,000 customers, a scale comparable to Los Angeles outages after a station fire.

"Straight line winds as high as 60-80 miles per hour knocked down trees, power lines and power polls, interrupting power to 130,000 of our 400,000+ customers," Nashville Electric said in a statement Monday. The utility said the outage was one of the largest on record, though Carolina power outages recently left a quarter-million without power as well.

"Restoration times will depend on individual circumstances. In some cases, power could be out for a week or two" as challenges related to coronavirus and the need for utilities adapt to climate change complicated crews' responses and more storms were expected, the statement said. "This is unfortunate timing on the heels of a tornado and as we deal with battling COVID-19."

Metropolitan Nashville and Davidson County Mayor John Cooper also noted that the power outages were especially inconvenient, a challenge similar to Hong Kong families without power during Typhoon Mangkhut, as people were largely staying home to slow the spread of coronavirus. He also pointed out that the storms came on the two month anniversary of the Nashville tornado that left at least two dozen people dead.

"Crews are working diligently to restore power and clear any debris in neighborhoods," Cooper said.

He said that no fatalities were reported in the county but sent condolences to Spring Hill, whose police department reported that firefighter Mitchell Earwood died during the storm due to "a tragic weather-related incident" while at his home and off duty. He had served with the fire department for 10 years.

The Metro Nashville Department of Public Works said it received reports of more than 80 downed trees in Davidson County.

Officials also warn that copper theft can be deadly when electrical infrastructure is damaged after storms.

The National Weather Service Nashville said a 72 mph wind gust was measured at Nashville International Airport — the fifth fastest on record.

The weather service warned that strong storms with winds of up to 75 mph, large hail, record-long lightning bolt potential seen in the U.S., and isolated flash flooding could hit middle Tennessee again Monday afternoon and night.

"Treat Severe Thunderstorm Warnings the same way you would Tornado Warnings and review storm safety tips before you JUST TAKE SHELTER," the NWS instructs. "70 mph is 70 mph whether it's spinning around in a circle or blowing in a straight line."

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Eastern U.S. Heatwave Electricity Demand surges to record peak load, straining the power grid, lifting wholesale prices, and prompting demand response, conservation measures, and load shedding to protect grid reliability during extreme temperatures.

Key Points

It is the record peak load from extreme heat, straining grids, lifting wholesale prices, and prompting demand response.

✅ Peak electricity use stresses regional power grid.

✅ Prices surge; conservation and demand response urged.

✅ Utilities monitor load, avoid outages via load shedding.

As temperatures soar to unprecedented highs across the Eastern United States, a blistering heatwave has triggered record-breaking electricity demand. This article delves into the causes behind the surge in energy consumption, its impact on the power grid, and measures taken to manage the strain during this extraordinary weather event.

Intensifying Heatwave Conditions

The Eastern U.S. is currently experiencing one of its hottest summers on record, with temperatures climbing well above seasonal norms. This prolonged heatwave has prompted millions of residents to rely heavily on air conditioning and cooling systems to escape the sweltering heat, with electricity struggles worsening in several communities, driving up electricity usage to peak levels.

Strain on Power Grid Infrastructure

The surge in electricity demand during the heatwave has placed significant strain on the region's power grid infrastructure, with supply-chain constraints complicating maintenance and equipment availability during peak periods.

Record-breaking Energy Consumption

The combination of high temperatures and increased cooling demands has led to record-breaking energy consumption levels across the Eastern U.S. States like New York, Pennsylvania, and Maryland have reported peak electricity demand exceeding previous summer highs, with blackout risks drawing heightened attention from operators, highlighting the extraordinary nature of this heatwave event.

Impact on Energy Costs and Supply

The spike in electricity demand during the heatwave has also affected energy costs and supply dynamics. Wholesale electricity prices have surged in response to heightened demand, contributing to sky-high energy bills for many households, reflecting the market's response to supply constraints and increased operational costs for power generators and distributors.

Management Strategies and Response

Utility companies and grid operators have implemented various strategies to manage electricity demand and maintain grid reliability during the heatwave. These include voluntary conservation requests, load-shedding measures, and real-time monitoring of grid conditions to prevent power outages while avoiding potential blackouts or disruptions.

Community Outreach and Public Awareness

Amidst the heatwave, community outreach efforts play a crucial role in raising public awareness about energy conservation and safety measures. Residents are encouraged to conserve energy during peak hours, adjust thermostat settings, and utilize energy-efficient appliances to alleviate strain on the power grid and reduce overall energy costs.

Climate Change and Resilience

The intensity and frequency of heatwaves are exacerbated by climate change, underscoring the importance of building resilience in energy infrastructure and adopting sustainable practices. Investing in renewable energy sources, improving energy efficiency and demand response programs that can reduce peak demand, and implementing climate adaptation strategies are essential steps towards mitigating the impacts of extreme weather events like heatwaves.

Looking Ahead

As the Eastern U.S. navigates through this heatwave, stakeholders are focused on implementing lessons learned from California's grid response to enhance preparedness and resilience for future climate-related challenges. Collaborative efforts between government agencies, utility providers, and communities will be crucial in developing comprehensive strategies to manage energy demand, promote sustainability, and safeguard public health and well-being during extreme weather events.

Conclusion

The current heatwave in the Eastern United States has underscored the critical importance of reliable and resilient energy infrastructure in meeting the challenges posed by extreme weather conditions. By prioritizing energy efficiency, adopting sustainable energy practices, and fostering community resilience, stakeholders can work together to mitigate the impacts of heatwaves and ensure a sustainable energy future for generations to come.

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