Software predicts power output for wind

By RenewableEnergyWorld.com


CSA Z463 Electrical Maintenance

Our customized live online or in‑person group training can be delivered to your staff at your location.

  • Live Online
  • 6 hours Instructor-led
  • Group Training Available
Regular Price:
$249
Coupon Price:
$199
Reserve Your Seat Today
There's a storm brewing, the wind speed is picking up and you're asking yourself: Just how much electricity will a particular wind park produce in the next five days?

How much electricity will all the wind parks located in particular region, or even country, produce in the next few days for the national grid? Will the wind keep on blowing? And whereabouts exactly?

Thanks to a new system developed by a German university spin-off, it's now possible to obtain an accurate forecast of the energy output from wind parks for up to ten days in advance.

The Previento system, developed at Oldenburg University in northern Germany in cooperation with researchers from Denmark's Riso National Laboratory, can predict not only how much electricity a specific wind park in Germany will produce but also the total amount of electricity the 20,000 or so wind parks dotted around the country will generate in the coming days and with a high level of accuracy.

Armed with these predictions, Germany's grid operators can now calculate the amount of additional electricity they will need from fossil-fuel plants to compensate for troughs in wind output — and so ensure the expected power demand is covered reliably.

"The German electricity industry has to able to plan today how much electricity it will need tomorrow as well as how that electricity will be produced. That is what our system helps them to do," Dr. Matthias Lange from energy & meteo systems, the Oldenburg spin-off, said.

"Accurate predictions about wind power allow grid operators to save millions of euros through efficient scheduling," he added.

A system that can predict how much electricity is going to be available from wind power for the national grid has become so important in Germany because wind's share of the country's electricity generation is growing all the time, and reshaping the electricity industry.

Wind power accounted for 7.2 percent of Germany's total electricity consumption at the end of 2007 with 22,200 megawatts (MW) of installed capacity.

According to the German Wind Energy Association (BWE), installed capacity is set to double by 2020 with 45,000 MW installed on land and 10,000 MW offshore.

In fact, the BWE estimates that every fourth kilowatt hour of electricity will be coming from wind power within 12 years.

"The amount of wind power used today in Germany is so big that all the other types of power plants have to adapt themselves around the wind power output and increase or decrease their contribution depending on what wind does," said Lange.

Because Previento can give plenty of warning about big deviations and sudden peaks and troughs in wind power output, it also plays a big role in the regional energy spot markets. The amount of wind power entering the grid impacts electricity prices: the more wind power available, the lower the electricity price becomes, Lange explained. This is because less conventional energy has to be purchased by energy providers for the next few days to cover the expected demand.

The predictions are more accurate, the shorter the timeframe — but predictions for up to 10 days in advance are available, Lange said. The prediction error of the system is within 5 percent in 70 percent of the cases in Germany.

So what makes Previento's predictions so accurate?

According to Lange, the key is that the system was developed inside Oldenburg's physics department — and atmospheric physics as well as the shape of local terrain strongly influences the amount of electricity a wind park will produce.

The system calculates the amount of wind available at any particular location using a variety of weather models available from multiple weather services. The German Weather Services, for example, supplies information on wind speed, wind direction, pressure and a vertical temperature profile for rectangular grids with a resolution of 7 kilometers.

Previento processes this data and combines it with data about the features of local terrain of a wind park, such as the amount of wooded area or the bodies of water around a wind park to form an accurate estimation of the electricity output at any given time.

The system is proving a global hit with interest in it coming from Spain, Scandinavia, America, Canada and Ireland.

The system was developed in 2001 by the energy meteorology research group at the Carl von Ossietzky Universität Oldenburg and ForWind, the center for wind energy research based in Oldenburg. The energy & meteo spin-off company was founded in 2004, and is a pioneer in the new discipline of energy meteorology which puts weather forecasts at the service of renewable energy.

Related News

Texas produces and consumes the most electricity in the US

Texas ERCOT Power Grid leads U.S. wind generation yet faces isolated interconnection, FERC exemption, and high industrial energy use, with distinct electricity and natural gas prices managed by a single balancing authority.

 

Key Points

The state-run interconnection that balances Texas electricity, isolated from FERC oversight and other U.S. grids.

✅ Largest U.S. wind power producer, high industrial demand

✅ Operates one balancing authority, independent interconnection

✅ Pays lower electricity, higher natural gas vs national average

 

For nearly two decades, the Lone Star State has generated more wind-sourced electricity than any other state in the U.S., according to the Energy Information Administration, or EIA.

In 2022, EIA reported Texas produced more electricity than any other state and generated twice as much as second-place Florida.

However, Texas also leads the country in another category. According to EIA, Texas is the largest energy-consuming state in the nation across all sectors with more than half of the state’s energy being used by the industrial sector.

As of May 2023, Texas residents paid 43% more for natural gas and around 10% less for electricity compared to the national average, according to EIA, and in competitive areas shopping for electricity is getting cheaper as well. Commercial and industrial sectors on average for the same month paid 25% less for electricity compared to the national average.


U.S. electric system compared to Texas
The U.S. electric system is essentially split into three regions called interconnections and are managed by a total of 74 entities called balancing authorities that ensure that power supply and demand are balanced throughout the region to prevent the possibility of blackouts, according to EIA.

The three regions (Interconnections):

Eastern Interconnection: Covers all U.S. states east of the Rocky Mountains, a portion of northern Texas, and consists of 36 balancing authorities.
Western Interconnection: Covers all U.S. states west of the Rockies and consists of 37 balancing authorities.
ERCOT: Covers the majority of Texas and consists of one balancing authority (itself).

During the 2021 winter storm, Texas electric cooperatives were credited with helping maintain service in many communities.

“ERCOT is unique in that the balancing authority, interconnection, and the regional transmission organization are all the same entity and physical system,” according to EIA, a structure often discussed in analyses of Texas power grid challenges today.

With this being the case, Texas is the only state in the U.S. that balances itself, the only state that is not subject to the jurisdiction of the Federal Energy Regulatory Commission, or FERC, and the only state that is not synchronously interconnected to the grid in the rest of the United States in the event of tight grid conditions, highlighting ongoing discussions about improving Texas grid reliability before peak seasons, according to EIA.

Every other state in the U.S. is connected to a web of multiple balancing authorities that contribute to ensuring power supply and demand are met.

California, for example, was the fourth largest electricity producer and the third largest electricity consumer in the nation in 2022, according to EIA, and California imports the most electricity from other states while Pennsylvania exports the most.

Although California produces significantly less electricity than Texas, it has the ability to connect with more than 10 neighboring balancing authorities within the Western Interconnection to interchange electricity, a dynamic that can see clean states importing dirty electricity under certain market conditions. ERCOT being independent only has electricity interchange with two balancing authorities, one of which is in Mexico.

Regardless of Texas’ unique power structure compared to the rest of the nation, the vast majority of the U.S. risked electricity supplies during this summer’s high heat, as outlined in severe heat blackout risks reports, according to EIA.

 

Related News

View more

Some old dams are being given a new power: generating clean electricity

Hydroelectric retrofits for unpowered dams leverage turbines to add renewable capacity, bolster grid reliability, and enable low-impact energy storage, supporting U.S. and Canada decarbonization goals with lower costs, minimal habitat disruption, and climate resilience.

 

Key Points

They add turbines to existing dams to make clean power, stabilize the grid, and offer low-impact storage at lower cost.

✅ Lower capex than new dams; minimal habitat disruption

✅ Adds firming and storage to support wind and solar

✅ New low-head turbines unlock more retrofit sites

 

As countries race to get their power grids off fossil fuels to fight climate change, there's a big push in the U.S. to upgrade dams built for purposes such as water management or navigation with a feature they never had before — hydroelectric turbines. 

And the strategy is being used in parts of Canada, too, with growing interest in hydropower from Canada supplying New York and New England.

The U.S. Energy Information Administration says only three per cent of 90,000 U.S. dams currently generate electricity. A 2012 report from the U.S. Department of Energy found that those dams have 12,000 megawatts (MW) of potential hydroelectric generation capacity. (According to the National Hydropower Association, 1 MW can power 750 to 1,000 homes. That means 12,000 MW should be able to power more than nine million homes.)

As of May 2019, there were projects planned to convert 32 unpowered dams to add 330 MW to the grid over the next several years.

One that was recently completed was the Red Rock Hydroelectric Project, a 60-year-old flood control dam on the Des Moines River in Iowa that was retrofitted in 2014 to generate 36.4 MW at normal reservoir levels, and up to 55 MW at high reservoir levels and flows. It started feeding power to the grid this spring, and is expected to generate enough annually to supply power to 18,000 homes.

It's an approach that advocates say can convert more of the grid from fossil fuels to clean energy, often with a lower cost and environmental impact than building new dams.

Hydroelectric facilities can also be used for energy storage, complementing intermittent clean energy sources such as wind and solar with pumped storage to help maintain a more reliable, resilient grid.

The Nature Conservancy and the World Wildlife Fund are two environmental groups that oppose new hydro dams because they can block fish migration, harm water quality, damage surrounding ecosystems and release methane and CO2, and in some regions, Western Canada drought has reduced hydropower output as reservoirs run low. But they say adding turbines to non-powered dams can be part of a shift toward low-impact hydro projects that can support expansion of solar and wind power.

Paul Norris, president of the Ontario Waterpower Association, said there's typically widespread community support for such projects in his province amid ongoing debate over whether Ontario is embracing clean power in its future plans. "Any time that you can better use existing assets, I think that's a good thing."

New turbine technology means water doesn't need to fall from as great a height to generate power, providing opportunities at sites that weren't commercially viable in the past, Norris said, with recent investments such as new turbines in Manitoba showing what is possible.

In Ontario, about 1,000 unpowered dams are owned by various levels of government. "With the appropriate policy framework, many of these assets have the potential to be retrofitted for small hydro," Norris wrote in a letter to Ontario's Independent Electricity System Operator this year as part of a discussion on small-scale local energy generation resources.

He told CBC that several such projects are already in operation, such as a 950 kW retrofit of the McLeod Dam at the Moira River in Belleville, Ont., in 2008. 

Four hydro stations were going to be added during dam refurbishment on the Trent-Severn Waterway, but they were among 758 renewable energy projects cancelled by Premier Doug Ford's government after his election in 2018, a move examined in an analysis of Ontario's dirtier electricity outlook and its implications.

Patrick Bateman, senior vice-president of Waterpower Canada, said such dam retrofit projects are uncommon in most provinces. "I don't see it being a large part of the future electricity generation capacity."

He said there has been less movement on retrofitting unpowered dams in Canada compared to the U.S., because:

There are a lot more opportunities in Canada to refurbish large, existing hydro-generating stations to boost capacity on a bigger scale.

There's less growth in demand for clean energy, because more of Canada's grid is already non-carbon-emitting (80 per cent) compared to the U.S. (40 per cent).

Even so, Norris thinks Canadians should be looking at all opportunities and options when it comes to transitioning the grid away from fossil fuels, including retrofitting non-powered dams, especially as a recent report highlights Canada's looming power problem over the coming decades.

"If we're going to be serious about addressing the inevitable challenges associated with climate change targets and net zero, it really is an all-of-the-above approach."

 

Related News

View more

Tariff Threats Boost Support for Canadian Energy Projects

Canadian Energy Infrastructure Tariffs are reshaping pipelines, deregulation, and energy independence, as U.S. trade tensions accelerate approvals for Alberta oil sands, Trans Mountain expansion, and CAPP proposals amid regulatory reform and market diversification.

 

Key Points

U.S. tariff threats drive approvals, infrastructure, and diversification to strengthen Canada energy security.

✅ Tariff risk boosts support for pipelines and export routes

✅ Faster project approvals and deregulation gain political backing

✅ Diversifying markets reduces reliance on U.S. buyers

 

In recent months, the Canadian energy sector has experienced a shift in public and political attitudes toward infrastructure projects, particularly those related to oil and gas production. This shift has been largely influenced by the threat of tariffs from the United States, as well as growing concerns about energy independence and U.S.-Canada trade tensions more broadly.

Scott Burrows, the CEO of Pembina Pipeline Corp., noted in a conference call that the potential for U.S. tariffs on Canadian energy imports has spurred a renewed sense of urgency and receptiveness toward energy infrastructure projects in Canada. With U.S. President Donald Trump’s proposed tariffs Trump tariff threat on Canadian imports, particularly a 10% tariff on energy products, there is increasing recognition within Canada that these projects are essential for the country’s long-term economic and energy security.

While the direct impact of the tariffs is not immediate, industry leaders are optimistic about the long-term benefits of deregulation and faster project approvals, even as some see Biden as better for Canada’s energy sector overall. Burrows highlighted that while it will take time for the full effects to materialize, there are significant "tailwinds" in favor of faster energy infrastructure development. This includes the possibility of more streamlined regulatory processes and a shift toward more efficient project timelines, which could significantly benefit the Canadian energy sector.

This changing landscape is particularly important for Alberta’s oil production, which is one of the largest contributors to Canada’s energy output. The Canadian Association of Petroleum Producers (CAPP) has responded to the growing tariff threat by releasing an “energy platform,” outlining recommendations for Ottawa to help mitigate the risks posed by the evolving trade situation. The platform includes calls for improved infrastructure, such as pipelines and transportation systems, and priorities like clean grids and batteries, to ensure that Canadian energy can reach global markets more effectively.

The tariff threat has also sparked a wider conversation about the need for Canada to strengthen its energy infrastructure and reduce its dependency on the U.S. for energy exports. With the potential for escalating trade tensions, there is a growing push for Canadian energy resources to be processed and utilized more domestically, though cutting Quebec’s energy exports during a tariff war. This has led to increased political support for projects like the Trans Mountain pipeline expansion, which aims to connect Alberta’s oil sands to new markets in Asia via the west coast.

However, the energy sector’s push for deregulation and quicker approvals has raised concerns among environmental groups and Indigenous communities. Critics argue that fast-tracking energy projects could lead to inadequate environmental assessments and greater risks to local ecosystems. These concerns underscore the tension between economic development and environmental protection in the energy sector.

Despite these concerns, there is a clear consensus that Canada’s energy industry needs to evolve to meet the challenges posed by shifting trade dynamics, even as polls show support for energy and mineral tariffs in the current dispute. The proposed U.S. tariffs have made it increasingly clear that the country’s energy infrastructure needs significant investment and modernization to ensure that Canada can maintain its status as a reliable and competitive energy supplier on the global stage.

As the deadline for the tariff decision approaches, and as Ford threatens to cut U.S. electricity exports, Canada’s energy sector is bracing for the potential fallout, while also preparing to capitalize on any opportunities that may arise from the changing trade environment. The next few months will be critical in determining how Canadian policymakers, businesses, and environmental groups navigate the complex intersection of energy, trade, and regulatory reform.

While the threat of U.S. tariffs may be unsettling, it is also serving as a catalyst for much-needed changes in Canada’s energy policy. The push for faster approvals and deregulation may help address some of the immediate concerns facing the sector, but it will be crucial for the government to balance economic interests with environmental and social considerations as the country moves forward in its energy transition.

 

Related News

View more

Norway Considers Curbing Electricity Exports to Avoid Shortages

Norway Electricity Export Limits weigh hydro reservoirs, energy security, EU-UK interconnectors, and record power prices amid Russia gas cuts; Statnett grid constraints and subsidies debate intensify as reservoir levels fall, threatening winter supply.

 

Key Points

Rules to curb Norway's power exports when reservoirs are very low, protecting supply security and easing extreme prices.

✅ Triggered by low hydro levels and record day-ahead prices

✅ Considers EU/UK cables, Statnett operations, seasonal thresholds

✅ Aims to secure winter supply and expand subsidies

 

Norway, one of Europe’s biggest electricity exporters, is considering measures to limit power shipments to prevent domestic shortages amid surging prices, according to local media reports.

The government may propose a rule to limit exports if the water level for Norway’s hydro reservoirs drops to “very low” levels, to ensure security of supply, said Energy Minister Terje Aasland, according NTB newswire. The limit would take account of seasonality and would differ across the about 1,800 hydro reservoirs, he said. 

Russia’s gas supply cuts in retaliation for European sanctions over the war in Ukraine have triggered the continent’s worst energy crisis in decades, with demand surging for cheap Norwegian hydro electricity. Yet the government faces increasing calls from the public and opposition to limit flows abroad. Prices are near record levels in some parts of the Nordic nation as hydro-reservoir levels have plunged in the south after a drier-than-normal spring. 

The government has been under pressure to do something about exports since before April. Flows on the cables are regulated by deals with both the European Union and the UK energy market and Norway can’t simply cut flows. It’s the latest test of European solidarity and a wake-up call for Europe when it comes to energy supplies. Hungary is trying to ban energy exports after it declared an energy emergency.

Back in May, grid operator Statnett SF warned that Norway could face a strained power situation after less snowfall than usual during the winter. At the end of last week, the level of filling in Norwegian hydro reservoirs was 66.5%, compared with a median 74.9% for the corresponding time in 2002-2021, regulator NVE said. Day-ahead electricity prices in southwest Norway soared to a record 423 euros per megawatt-hour late last month, partly due to bottlenecks in the grid limiting supply from the northern regions.

The grid operator has been asked to present by Oct. 1 possible measures that need to be taken to secure supply and infrastructure security ahead of the winter. Statnett operates cables to the UK and Germany aimed at selling surplus electricity and would likely take a financial hit if curbs were introduced. “Operations of these will always follow current laws and regulations,” Irene Meldal, a company spokeswoman, said Friday by email. 

Premier Jonas Gahr Store signaled his minority government will file proposals that also include more subsidies to families and companies and align with Europe’s emergency price measures during August, according to an interview with TV2 on Thursday. Meanwhile, opposition politicians plan to hold an extraordinary parliament meeting to discuss boosting the subsidies.

Aasland will summon the parties’ representatives to a meeting on Monday on the electricity crisis, the Aftenposten newspaper reported on Friday, without citing anyone. He intends to inform the parties about the ongoing work and aims to “avoid rushed decisions” by the parliamentary majority.

Norway Faces Pressure to Curb Power Exports as Prices Surge (1)

The nation gets almost all of its electricity from its vast hydro resources. Historically, it has been able to export a hefty surplus and still have among the lowest prices in Europe. 
 

 

Related News

View more

Site C dam could still be cancelled at '11th hour' if First Nations successful in court

Site C Dam Court Ruling could halt hydroelectric project near Fort St. John, as First Nations cite Treaty 8 rights in B.C. Supreme Court against BC Hydro, reservoir flooding, and Peace River Valley impacts.

 

Key Points

Potential B.C. Supreme Court stop to Site C, grounded in Treaty 8 rights claims by First Nations against BC Hydro.

✅ Trial expected in 2022 before planned 2023 reservoir flooding

✅ Treaty 8 rights and Peace River Valley impacts at issue

✅ Talks ongoing among B.C., BC Hydro, West Moberly, Prophet River

 

The Site C dam could still be stopped by an "eleventh hour" court ruling, according to the lawyer representing B.C. First Nations opposed to the massive hydroelectric project near Fort St. John.

The B.C. government, BC Hydro and West Moberly and Prophet River First Nations were in B.C. Supreme Court Feb. 28 to set a 120-day trial, expected to begin in March 2022.

That date means a ruling would come prior to the scheduled flooding of the dam's reservoir area in 2023 said Tim Thielmann, legal counsel for the West Moberly First Nation.

"The court has left itself the opportunity for an eleventh hour cancellation of the project," he said.

 

Construction continues

At the core of the case is First Nations arguments the multi-billion dollar BC Hydro dam will cause irreparable harm to its territory and way of life — even as drought strains hydro production elsewhere — rights protected under Treaty 8.

The West Moberly have previously warned it believes Site C constitutes a $1 billion treaty violation.

​In 2018, the First Nations lost a bid for an injunction order, meaning construction of the dam is continuing despite warnings that delays could cost $600 million to the project.

First Nations 'deeply frustrated' after B.C. Supreme Court dismisses Site C injunction

The judge in the case said the ruling was made because if the First Nations lost the challenge, the project would be needlessly put into disarray.

 

Province, Nations enter talks to avoid litigation

Also this week the B.C. government announced it has entered into talks with BC Hydro and the two First Nations in an attempt to avoid the court process altogether, amid broader energy debates such as bridging the Alberta-B.C. electricity gap for climate goals.

Thielmann said the details of the talk are confidential, but his clients are willing to pursue all avenues in order to stop the dam from moving forward.

"They are trying to save what little is left [of the Peace River Valley]", he said.

Tim Thielmann of Sage Legal is representing the West Moberly First Nation in its lawsuit aimed at stopping Site C. (Sage Legal)

In the meantime, the parties will continue to prepare for the 2022 court dates.

The latest figure on the cost of the dam is $10.7 billion, in a billions-over-budget project that the premier says will proceed. When complete, it would power the equivalent of 450,000 homes a year, though use of Site C's electricity remains a point of debate.

 

Related News

View more

Avista Commissions Largest Solar Array in Washington

Adams Nielson Solar Array, a 28 MW DC utility-scale project in Lind, WA, spans 200 acres with 81,700 panels, powering about 4,000 homes, supporting Avista’s Solar Select program and renewable energy, sustainability, and carbon reduction.

 

Key Points

Adams Nielson Solar Array is a 28 MW DC facility in Lind, WA, powering ~4,000 homes via Avista’s Solar Select.

✅ 81,700 panels across 200 acres in Eastern Washington

✅ Offsets emissions equal to removing 7,300 cars annually

✅ Collaboration by Avista, Strata Solar, WUTC, WSU Energy

 

Official commissioning of the Adams Nielson solar array located in Lind, WA occurred today. The 28 Megawatt DC array is comprised of 81,700 panels that span 200 acres and generates enough electricity to supply the equivalent of approximately 4,000 homes annually, similar to a new co-op solar project serving South Metro members.

“Avista’s interest in the development of Solar Select, a voluntary commercial solar program reflecting broader corporate adoption such as a corporate solar power plant commissioned by Arvato, is consistent with the Company’s ongoing commitment to provide customers with renewable energy choices at reasonable cost,” said Dennis Vermillion, president, Avista Corporation. “In recent years, an increasing number of Avista customers have expressed their expectations and challenges in acquiring renewable energy. Avista is pleased to lead this effort and develop renewable energy products that meet our customers’ needs today and into the future.” This interest is being generated by a mix of local and national customers across a variety of industries, including Huckleberry’s, Gonzaga University, Community Colleges of Spokane, Hotstart, Central Pre-Mix Concrete, a CRH Co., independently owned McDonald's franchise locations, Spokane City, Main Market and Community Building and VA Medical Center.

Jim Simon, director of sustainability at Gonzaga University said, “The Solar Select program helps Gonzaga University move even closer to achieving its goal of climate neutrality by 2050 by continuing to prioritize renewables in our energy portfolio, as other communities add projects like a municipal solar project to boost local supply. We are grateful for Avista’s leadership in this project and look forward to other opportunities to reduce our greenhouse gas emissions.”

Spokane Mayor David Condon said, “The City of Spokane is pleased to partner with Avista through the Solar Select Program, as we continue to seek out opportunities that are both environmentally and financially responsible. The City already is a net producer of energy, generating more clean, green energy than our use of electricity, natural gas, and fuel, a milestone also seen with North Carolina's first wind farm now fully operational. We are excited to add even more clean energy to power City Hall.”

The Solar Select program created a cost-effective structure to bring solar energy to large business customers in Eastern Washington, allowing them to advance their desired sustainability goals and benefiting from industry service innovations led by companies like Omnidian expanding their global reach. The array is projected to deliver the environmental benefit equivalent of more than 7,300 cars removed from the road each year. This renewable energy program was made possible through a collaboration of Avista, Strata Solar, the Washington Utilities and Transportation Commission, and the WSU Energy Program. 

 

Related News

View more

Sign Up for Electricity Forum’s Newsletter

Stay informed with our FREE Newsletter — get the latest news, breakthrough technologies, and expert insights, delivered straight to your inbox.

Electricity Today T&D Magazine Subscribe for FREE

Stay informed with the latest T&D policies and technologies.
  • Timely insights from industry experts
  • Practical solutions T&D engineers
  • Free access to every issue

Live Online & In-person Group Training

Advantages To Instructor-Led Training – Instructor-Led Course, Customized Training, Multiple Locations, Economical, CEU Credits, Course Discounts.

Request For Quotation

Whether you would prefer Live Online or In-Person instruction, our electrical training courses can be tailored to meet your company's specific requirements and delivered to your employees in one location or at various locations.