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Coming soon to a lake near you: Floating solar panels

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Thursday, June 13, 2024

A reservoir is many things: a source of drinking water, a playground for swimmers, a refuge for migrating birds. But if you ask solar-power enthusiasts, a reservoir is also not realizing its full potential. That open water could be covered with buoyant panels, a burgeoning technology known as floating photovoltaics, aka “floatovoltaics.” They could simultaneously gather energy from the sun and shade the water, reducing evaporation — an especially welcome bonus where droughts are getting worse.  Now, scientists have crunched the numbers and found that if humans deployed floatovoltaics in a fraction of lakes and reservoirs around the world — covering just 10 percent of the surface area of each — the systems could collectively generate four times the amount of power the United Kingdom uses in a year. The effectiveness of so-called FPVs would vary from country to country, but their research found that some could theoretically supply all their electricity this way, including Ethiopia, Rwanda, and Papua New Guinea.  “The countries around the world that we saw gain the most from these FPVs were these low-latitude, tropical countries that did not have a high energy demand in the first place,” said Iestyn Woolway, an Earth system scientist at Bangor University and lead author of a new paper describing the findings in the journal Nature Water. “It meant that if only a small percentage of their lakes — this 10 percent — was covered by FPVs, it could be enough to fuel the energy demand of the entire country.” For developing countries, floatovoltaics could be especially powerful as a means of generating clean electricity. Instead of building out more planet-warming infrastructure running on fossil fuels, like gas-fired power plants, fledgling economies could run panels on land and water, in addition to other renewables like wind and hydropower. With solar power comes autonomy: Utilities don’t have to rely on shipments of fossil fuels, but can tap into the abundant power of the sun. Floatovoltaic solar panels — which have been proliferating globally, from California to France to Taiwan — are the same ones found on a rooftop. “It’s the same electrical system, same panels, same inverters,” said Chris Bartle, director of sales and marketing at Ciel and Terre USA, which is deploying floatovoltaic systems. “We’re just providing a structure that floats to mount that electrical system.” The solar rafts are anchored either to the bottom of the water body or to the shore, or both, to keep them from wandering. In many ways, solar panels and bodies of water can benefit one another. Photovoltaics get less efficient the hotter they get, so having them floating on a lake or reservoir helps cool them off. “Because of the cooling effect, we see increased efficiency of the systems,” said Sika Gadzanku, a researcher at the National Renewable Energy Laboratory in Colorado, who studies floatovoltaics but wasn’t involved in the new research. Returning the favor, the panels provide shading, reducing evaporation. If floatovoltaics are spread across a reservoir, that could mean more water would be available for drinking. If a reservoir is equipped with a dam for hydroelectric generation, the floatovoltaics could hook into that existing transmission infrastructure. (Countries like Kenya, for instance, are building out more of this hydroelectric infrastructure already.) That could save local governments money because they wouldn’t need to string new transmission lines from the floatovoltaics to the nearest city. In the event of a drought, when water levels drop too low to generate hydropower, the panels could still operate as backup power.  A floatovoltaic system in a water treatment pond in Healdsburg, California. Ciel & Terre International To do their new modeling, Woolway and his colleagues began with over a million lakes and reservoirs around the world  big enough and deep enough for floatovoltaics. Then they whittled those down based on critical qualities. For one, the body of water couldn’t dry up, beaching the panels, or freeze over for more than six months a year, entombing the panels in ice and damaging them. The lake couldn’t be protected by law, either, like as a natural refuge. And the site had to be near a human population that could use the generated power.  A remote lake, by contrast, would require long transmission lines to connect a faraway city to the floatovoltaics. This doesn’t necessarily rule out the technology for more remote communities of people living near an otherwise suitable lake. In fact, floatovoltaics could be particularly potent there as a way to provide clean energy. These cases just weren’t included in the scope of this modeling. Regardless, all those characteristics considered, the team ended up with 68,000 feasible locations in 163 countries. They found that on average, countries could meet 16 percent of their energy demand with floatovoltaics, but some places could generate a lot more. In Bolivia, for instance, floatovoltaics could provide up to 87 percent of national electricity demand, and in Tonga, they could meet 92 percent. The potential is much lower in the United States, however, meeting just 4 percent of energy demand — even though the country has a plethora of large lakes and reservoirs, overall energy usage is extremely high. In less-sunny climes, like northern Europe, the effectiveness of floatovoltaics drops, but Finland could still satisfy 17 percent of its electricity demand with floating panels.  “The regions or the countries that we saw had the highest potential had these two critical variables, in that they were close to the equator, or were at high elevations, so they received high amounts of incoming solar radiation,” Woolway said. “And secondly, they had large water bodies.”  Covering 10 percent of a 100-square-mile lake, for instance, would end up with a lot more solar panels than covering the same percentage of a 10-square-mile lake. “We considered 10 percent to be a reasonable surface area coverage without having a devastating impact on the ecology and the biodiversity,” Woolway said. “If you were to cover the surface 90 percent with solar panels, there would be no light going into the water itself.” This is where the new science of floatovoltaics gets tricky, as there’s still little data on the potential environmental and social downsides of these floating systems. Scientists are investigating, for example, whether the floats might leach harmful chemicals or microplastics into the water.  And keep in mind that these ecosystems are solar-powered, too: Light fuels the growth of aquatic vegetation, which feeds all kinds of other organisms. If a floatovoltaic system cuts off too much of that light, it might reduce the food supply, and hinder plants’ ability to produce  oxygen. “You’re changing light penetration, and that’s the most fundamental physical variable for an aquatic ecosystem,” said Rafael Almeida, a freshwater ecosystem scientist at the University of Texas Rio Grande Valley, who studies floatovoltaics but wasn’t involved in the new study. “If you don’t have enough light, and you’re reducing oxygen concentrations in that system, and that may cascade through the food web, potentially impacting fish.” At the same time, early research suggests that the panels can counter the growth of harmful algal blooms that make water dangerous for people to drink. Scientists are still trying to figure out what amount of coverage can still produce enough power to justify the monetary cost of deploying floatovoltaics, while not incurring ecological costs. Each body of water is its own unique universe of chemical and biological interactions, so the same coverage on two different lakes might have dramatically different effects. “Would 10 percent be enough to cascade into system-wide changes?” asks Almeida. “These are things that we really don’t know.” Researchers also need more data on how effective the panels are at reducing evaporation, and therefore how much water a given system might actually save. “What we are yet to fully understand is that so many of the existing floating solar systems that have tried to collect data on this have been smaller,” Gadzanku said. “So it is more: How do potential evaporation savings scale as you build larger systems?”  Humans rely on bodies of water in many ways other than for drinking. Subsistence fishers rely on them for food. And owners of lakefront properties might bristle if they think floating solar panels would cut their property values.  Still, Almeida says, this new research identifies where floatovoltaics might work, and how much energy they might provide given local conditions. “I think that now what we need,” said Almeida, “is understanding — out of these suitable sites — which ones are really the low-hanging fruits.” This story was originally published by Grist with the headline Coming soon to a lake near you: Floating solar panels on Jun 13, 2024.

New research finds that "floatovoltaics" could generate a substantial amount of energy worldwide.

A reservoir is many things: a source of drinking water, a playground for swimmers, a refuge for migrating birds. But if you ask solar-power enthusiasts, a reservoir is also not realizing its full potential. That open water could be covered with buoyant panels, a burgeoning technology known as floating photovoltaics, aka “floatovoltaics.” They could simultaneously gather energy from the sun and shade the water, reducing evaporation — an especially welcome bonus where droughts are getting worse. 

Now, scientists have crunched the numbers and found that if humans deployed floatovoltaics in a fraction of lakes and reservoirs around the world — covering just 10 percent of the surface area of each — the systems could collectively generate four times the amount of power the United Kingdom uses in a year. The effectiveness of so-called FPVs would vary from country to country, but their research found that some could theoretically supply all their electricity this way, including Ethiopia, Rwanda, and Papua New Guinea. 

“The countries around the world that we saw gain the most from these FPVs were these low-latitude, tropical countries that did not have a high energy demand in the first place,” said Iestyn Woolway, an Earth system scientist at Bangor University and lead author of a new paper describing the findings in the journal Nature Water. “It meant that if only a small percentage of their lakes — this 10 percent — was covered by FPVs, it could be enough to fuel the energy demand of the entire country.”

For developing countries, floatovoltaics could be especially powerful as a means of generating clean electricity. Instead of building out more planet-warming infrastructure running on fossil fuels, like gas-fired power plants, fledgling economies could run panels on land and water, in addition to other renewables like wind and hydropower. With solar power comes autonomy: Utilities don’t have to rely on shipments of fossil fuels, but can tap into the abundant power of the sun.

Floatovoltaic solar panels — which have been proliferating globally, from California to France to Taiwan — are the same ones found on a rooftop. “It’s the same electrical system, same panels, same inverters,” said Chris Bartle, director of sales and marketing at Ciel and Terre USA, which is deploying floatovoltaic systems. “We’re just providing a structure that floats to mount that electrical system.” The solar rafts are anchored either to the bottom of the water body or to the shore, or both, to keep them from wandering.

In many ways, solar panels and bodies of water can benefit one another. Photovoltaics get less efficient the hotter they get, so having them floating on a lake or reservoir helps cool them off. “Because of the cooling effect, we see increased efficiency of the systems,” said Sika Gadzanku, a researcher at the National Renewable Energy Laboratory in Colorado, who studies floatovoltaics but wasn’t involved in the new research. Returning the favor, the panels provide shading, reducing evaporation. If floatovoltaics are spread across a reservoir, that could mean more water would be available for drinking.

If a reservoir is equipped with a dam for hydroelectric generation, the floatovoltaics could hook into that existing transmission infrastructure. (Countries like Kenya, for instance, are building out more of this hydroelectric infrastructure already.) That could save local governments money because they wouldn’t need to string new transmission lines from the floatovoltaics to the nearest city. In the event of a drought, when water levels drop too low to generate hydropower, the panels could still operate as backup power. 

Aerial view of solar panels on a body of water
A floatovoltaic system in a water treatment pond in Healdsburg, California. Ciel & Terre International

To do their new modeling, Woolway and his colleagues began with over a million lakes and reservoirs around the world  big enough and deep enough for floatovoltaics. Then they whittled those down based on critical qualities. For one, the body of water couldn’t dry up, beaching the panels, or freeze over for more than six months a year, entombing the panels in ice and damaging them. The lake couldn’t be protected by law, either, like as a natural refuge. And the site had to be near a human population that could use the generated power. 

A remote lake, by contrast, would require long transmission lines to connect a faraway city to the floatovoltaics. This doesn’t necessarily rule out the technology for more remote communities of people living near an otherwise suitable lake. In fact, floatovoltaics could be particularly potent there as a way to provide clean energy. These cases just weren’t included in the scope of this modeling.

Regardless, all those characteristics considered, the team ended up with 68,000 feasible locations in 163 countries. They found that on average, countries could meet 16 percent of their energy demand with floatovoltaics, but some places could generate a lot more. In Bolivia, for instance, floatovoltaics could provide up to 87 percent of national electricity demand, and in Tonga, they could meet 92 percent. The potential is much lower in the United States, however, meeting just 4 percent of energy demand — even though the country has a plethora of large lakes and reservoirs, overall energy usage is extremely high. In less-sunny climes, like northern Europe, the effectiveness of floatovoltaics drops, but Finland could still satisfy 17 percent of its electricity demand with floating panels. 

“The regions or the countries that we saw had the highest potential had these two critical variables, in that they were close to the equator, or were at high elevations, so they received high amounts of incoming solar radiation,” Woolway said. “And secondly, they had large water bodies.” 

Covering 10 percent of a 100-square-mile lake, for instance, would end up with a lot more solar panels than covering the same percentage of a 10-square-mile lake. “We considered 10 percent to be a reasonable surface area coverage without having a devastating impact on the ecology and the biodiversity,” Woolway said. “If you were to cover the surface 90 percent with solar panels, there would be no light going into the water itself.”

This is where the new science of floatovoltaics gets tricky, as there’s still little data on the potential environmental and social downsides of these floating systems. Scientists are investigating, for example, whether the floats might leach harmful chemicals or microplastics into the water. 

And keep in mind that these ecosystems are solar-powered, too: Light fuels the growth of aquatic vegetation, which feeds all kinds of other organisms. If a floatovoltaic system cuts off too much of that light, it might reduce the food supply, and hinder plants’ ability to produce  oxygen. “You’re changing light penetration, and that’s the most fundamental physical variable for an aquatic ecosystem,” said Rafael Almeida, a freshwater ecosystem scientist at the University of Texas Rio Grande Valley, who studies floatovoltaics but wasn’t involved in the new study. “If you don’t have enough light, and you’re reducing oxygen concentrations in that system, and that may cascade through the food web, potentially impacting fish.” At the same time, early research suggests that the panels can counter the growth of harmful algal blooms that make water dangerous for people to drink.

Scientists are still trying to figure out what amount of coverage can still produce enough power to justify the monetary cost of deploying floatovoltaics, while not incurring ecological costs. Each body of water is its own unique universe of chemical and biological interactions, so the same coverage on two different lakes might have dramatically different effects. “Would 10 percent be enough to cascade into system-wide changes?” asks Almeida. “These are things that we really don’t know.”

Researchers also need more data on how effective the panels are at reducing evaporation, and therefore how much water a given system might actually save. “What we are yet to fully understand is that so many of the existing floating solar systems that have tried to collect data on this have been smaller,” Gadzanku said. “So it is more: How do potential evaporation savings scale as you build larger systems?” 

Humans rely on bodies of water in many ways other than for drinking. Subsistence fishers rely on them for food. And owners of lakefront properties might bristle if they think floating solar panels would cut their property values. 

Still, Almeida says, this new research identifies where floatovoltaics might work, and how much energy they might provide given local conditions. “I think that now what we need,” said Almeida, “is understanding — out of these suitable sites — which ones are really the low-hanging fruits.”

This story was originally published by Grist with the headline Coming soon to a lake near you: Floating solar panels on Jun 13, 2024.

Read the full story here.
Photos courtesy of

How Mississippians Can Intervene in Natural Gas Pipeline Proposal

Mississippi residents can comment on a proposal for a natural gas pipeline that would span nearly the full width of the state

Mississippians have until Tuesday to intervene in a proposal for a natural gas pipeline that would span nearly the full width of the state.The pipeline, called the “Mississippi Crossing Project,” would start in Greenville, cross through Humphreys, Holmes, Attala, Leake, Neshoba, Newton, Lauderdale and Clarke counties and end near Butler, Alabama, stretching nearly 208 miles.Tennessee Gas Pipeline Co., a subsidiary of Kinder Morgan, sent an application for the project to the Federal Energy Regulatory Commission on June 30. The company hopes the pipeline, which would transfer up to 12 billion cubic feet of natural gas per day, will address a rising energy demand by increasing its transportation capacity.Kinder Morgan says on its website that, should it receive approval, construction would begin at the end of 2027 and the pipeline would begin service in November 2028. The company says the project would cost $1.7 billion and create 750 temporary jobs as well as 15 permanent positions.The project would also include new compressor stations in Humphreys, Attala and Lauderdale counties, although exact locations haven’t been set.Singleton Schreiber, a national law firm that focuses on environmental justice, is looking to spread awareness of the public’s ability to participate in the approval process, whether or not they support the proposal.“We’re just trying to raise awareness to make sure that people know this is happening,” said Laura Singleton, an attorney with the firm. “They’re going to have to dig and construct new pipelines, so it’s going to pass through sensitive ecosystems like wetlands, private property, farmland, things like that. So you can have issues that come up like soil degradation, water contamination, and then after the pipeline is built you could potentially have leaks, spills.”Singleton added while such issues with pipelines are rare, when “things go bad, they go pretty bad.”To comment, protest, or file a motion to intervene, the public can go to FERC’s website (new users have to create an account, and then use the docket number “CP25-514-000”). The exact deadline is 4 p.m. on Aug. 5. More instructions can also be found here.In addition to FERC, the proposal will also face review from the U.S. Army Corps of Engineers, U.S. Fish and Wildlife Service, National Park Service and the state environmental agencies in Mississippi and Alabama.Mississippians have seen multiple incidents related to gas leaks in recent years. In March, three workers were injured after accidentally rupturing an Atmos Energy pipeline doing routine maintenance in Lee County, leaving thousands without service. Then last year, the National Transportation Safety Board found that Atmos discovered gas leaks over a month prior to two explosions in Jackson, one of which claimed the life of an 82-year-old woman.This story was originally published by Mississippi Today and distributed through a partnership with The Associated Press.Copyright 2025 The Associated Press. All rights reserved. This material may not be published, broadcast, rewritten or redistributed.Photos You Should See - June 2025

BPA faces suit over energy market decision that opponents say would raise rates

The lawsuit comes after governors, lawmakers, utility regulators and renewable energy proponents in the region unsuccessfully pressed the BPA to reconsider its plans.

Five energy and conservation nonprofits are suing the Bonneville Power Administration over its decision to join a new energy trading market, claiming it will raise electricity and transmission costs in Oregon and across the region. The lawsuit, filed Thursday in the 9th U.S. Circuit Court of Appeals, alleges that BPA’s move violates the Northwest Power Act and the National Environmental Policy Act and will also weaken energy grid reliability and reduce access to clean energy. BPA, the Northwest’s largest transmission grid operator, in May announced it would join the Arkansas-based Southwest Power Pool day-ahead market known as “Markets Plus” instead of joining California’s day-ahead market. The Southwest market is smaller with fewer electrical generation resources, experts say. Prior to that decision, Pacific Northwest governors, lawmakers, utility regulators and renewable energy proponents had pressed the BPA for months to reconsider its plans, which the agency initially announced in March.The nonprofits involved in the legal challenge are the Oregon Citizens’ Utility Board, a watchdog organization that advocates for utility customers; national environmental group the Sierra Club; the Montana Environmental Information Center, which promotes clean energy; the Idaho Conservation League, a natural landscape conservation group; and the NW Energy Coalition, which promotes affordable energy policies. The groups, represented by San Francisco-based environmental law nonprofit Earthjustice, want the court to vacate BPA’s decision, require the agency to prepare an environmental impact statement and rescind the financial commitments already made to the Southwest energy market.The BPA’s spokesperson Nick Quinata declined to comment on the pending litigation. Previously, the agency said the Southwest day-ahead market is superior to the California one because it would allow BPA to remain more independent due to its market design and governance structure. BPA, part of the U.S. Department of Energy, markets hydropower from 31 federal dams in the Columbia River Basin and supplies a third of the Northwest’s electricity, most of it to publicly owned rural utilities and electric cooperatives. It also owns and operates 15,000 miles – 75% – of the Northwest’s high-voltage transmission lines. Nearly every electric utility in Oregon benefits from either the clean hydroelectricity or the transmission lines controlled by BPA. BPA’s decision sets the stage for having two energy markets across the West.The lawsuit says that will likely lead to rising prices and blackouts during periods of high electricity demand because of the complexity of transmitting power across boundaries between different utilities and the agreements required for such transfers. Oregon’s two largest utilities, investor-owned Portland General Electric and Pacific Power, have both signed agreements to join California’s day-ahead market instead. They, too, have argued that once BPA leaves the Western market, the available energy they can purchase would diminish and become more expensive, leading to higher prices for customers across the region.Regional electricity providers also may have to construct additional power generation facilities, increase operation of existing facilities or both, to make up for BPA’s participation in a smaller and less efficient energy market, the suit contends. It could also increase reliance on generation resources powered by fossil fuels such as coal or natural gas plants because clean energy isn’t as widely available in the smaller Southwest market, the suit says. The Northwest Power Act, passed by Congress in the 1980s, requires BPA to provide low-cost power to the region while encouraging renewable energy, conservation and protection of fish and wildlife.BPA violated those duties when it chose the Southwest market option, according to the lawsuit. The groups also allege BPA’s market choice could harm fish and wildlife in the Columbia basin because it could alter the operation of the federal hydroelectric dams from which Bonneville markets power. The lawsuit claims BPA failed to comply with federal environmental law by not conducting any environmental impact analysis on impacts to fish and wildlife before making its decision. The Citizens’ Utility Board, a party to the lawsuit, said it hoped the BPA reverses course – otherwise its decision will splinter the West’s electricity markets, costing utility customers billions of dollars at a time when many are already dealing with skyrocketing bills.The board, as well as other critics of BPA’s decision, have pointed to an initiative developing an independent governance structure for California’s day-ahead market.“Oregon is facing overlapping energy challenges: rising utility bills, rising electricity demand from data centers, and stalling progress on meeting clean energy requirements. The last thing we need is for one of our region’s largest clean energy suppliers to reduce ties with the Pacific Northwest,” said the group’s spokesperson Charlotte Shuff. — Gosia Wozniacka covers environmental justice, climate change, the clean energy transition and other environmental issues. Reach her at gwozniacka@oregonian.com or 971-421-3154.If you purchase a product or register for an account through a link on our site, we may receive compensation. By using this site, you consent to our User Agreement and agree that your clicks, interactions, and personal information may be collected, recorded, and/or stored by us and social media and other third-party partners in accordance with our Privacy Policy.

States, enviro groups fight Trump plan to keep dirty power plants going

In late spring, the Department of Energy ordered two aging and costly fossil-fueled power plants that were on the verge of shutting down to stay open. The agency claimed that the moves were necessary to prevent the power grid from collapsing — and that it has the power to force the plants to stay open even if the…

In late spring, the Department of Energy ordered two aging and costly fossil-fueled power plants that were on the verge of shutting down to stay open. The agency claimed that the moves were necessary to prevent the power grid from collapsing — and that it has the power to force the plants to stay open even if the utilities, state regulators, and grid operators managing them say that no such emergency exists. But state regulators, regional grid operators, environmental groups, and consumer groups are pushing back on the notion that the grids in question even need these interventions — and are challenging the legality of the DOE’s stay-open orders. The DOE claimed that the threat of large-scale grid blackouts forced its hand. But state utility regulators, environmental groups, consumer advocates, and energy experts say that careful analysis from the plant’s owners, state regulators, regional grid operators, and grid reliability experts had determined both plants could be safely closed. These groups argue that clean energy, not fossil fuels, are the true solution to the country’s grid challenges — even if the ​“big, beautiful” bill signed by Trump last week will make those resources more expensive to build. Some of the environmental organizations challenging DOE’s orders have pledged to take their case to federal court if necessary. “We need to get more electrons on the grid. We need those to be clean, reliable, and affordable,” said Robert Routh, Pennsylvania climate and energy policy director for the Natural Resources Defense Council, one of the groups demanding that DOE reconsider its orders. Keeping J.H. Campbell and Eddystone open ​“results in the exact opposite. It’s costly, harmful, unnecessary, and unlawful.” Taking on the DOE’s grid emergency claims The groups challenging the DOE’s J.H. Campbell and Eddystone stay-open orders point out that the agency is using a power originally designed to protect the grid against unanticipated emergencies, including during wartime, but without proving that such an emergency is underway. “This authority that the Department of Energy is acting under — Section 202(c) of the Federal Power Act — is a very tailored emergency authority,” said Caroline Reiser, NRDC senior attorney for climate and energy. ​“Congress intentionally wrote it only to be usable in specific, narrow, short-term emergencies. This is not that.” For decades, the DOE has used its Section 202(c) power sparingly, and only in response to requests from utilities or grid operators to waive federal air pollution regulations or other requirements in moments when the grid faces imminent threats like widespread power outages, Reiser said. But DOE’s orders for Eddystone and J.H. Campbell were not spurred by requests from state regulators or regional grid operators. In fact, the orders caught those parties by surprise. They also came mere days before the plants were set to close down and after years of effort to ensure their closure wouldn’t threaten grid reliability. J.H. Campbell was scheduled to close in May under a plan that has been in the works since 2021 as part of a broader agreement between utility Consumers Energy and state regulators, and which was approved by the Midcontinent Independent System Operator (MISO), the entity that manages grid reliability across Michigan and 14 other states. “The plant is really old, unreliable, extremely polluting, and extremely expensive,” Reiser said. ​“Nobody is saying that this plant is needed or is going to be beneficial for any reliability purposes.” To justify its stay-open order, DOE cited reports from the North American Electric Reliability Corp. (NERC), a nonprofit regulatory authority that includes utilities and grid operators in the U.S. and Canada. NERC found MISO is at higher risk of summertime reliability problems than other U.S. grid regions, but environmental groups argue in their rehearing request that DOE has ​“misrepresented the reports on which it relies,” and that Consumers Energy, Michigan regulators, and MISO have collectively shown closing the plant won’t endanger grid reliability. Eddystone, which had operated only infrequently over the past few years, also went through a rigorous process with mid-Atlantic grid operator PJM Interconnection to ensure its closure wouldn’t harm grid reliability. The DOE’s reason for keeping that plant open is based on a report from PJM that states the grid operator might need to ask utility customers to use less power if it faces extreme conditions this summer — an even scantier justification than what the agency cited in its J.H. Campbell order, Reiser said. As long as the DOE continues to take the position that it can issue emergency stay-open orders to any power plant it decides to, these established methods for managing plant closures and fairly allocating costs will be thrown into disarray, she said. “We have a system of competitive energy markets in the United States that is successful in keeping the lights on and maintaining reliability the vast, vast majority of the time,” Reiser said. ​“The Department of Energy stepping in and using a command-and-control system interferes with those markets.”

Designing a new way to optimize complex coordinated systems

Using diagrams to represent interactions in multipart systems can provide a faster way to design software improvements.

Coordinating complicated interactive systems, whether it’s the different modes of transportation in a city or the various components that must work together to make an effective and efficient robot, is an increasingly important subject for software designers to tackle. Now, researchers at MIT have developed an entirely new way of approaching these complex problems, using simple diagrams as a tool to reveal better approaches to software optimization in deep-learning models.They say the new method makes addressing these complex tasks so simple that it can be reduced to a drawing that would fit on the back of a napkin.The new approach is described in the journal Transactions of Machine Learning Research, in a paper by incoming doctoral student Vincent Abbott and Professor Gioele Zardini of MIT’s Laboratory for Information and Decision Systems (LIDS).“We designed a new language to talk about these new systems,” Zardini says. This new diagram-based “language” is heavily based on something called category theory, he explains.It all has to do with designing the underlying architecture of computer algorithms — the programs that will actually end up sensing and controlling the various different parts of the system that’s being optimized. “The components are different pieces of an algorithm, and they have to talk to each other, exchange information, but also account for energy usage, memory consumption, and so on.” Such optimizations are notoriously difficult because each change in one part of the system can in turn cause changes in other parts, which can further affect other parts, and so on.The researchers decided to focus on the particular class of deep-learning algorithms, which are currently a hot topic of research. Deep learning is the basis of the large artificial intelligence models, including large language models such as ChatGPT and image-generation models such as Midjourney. These models manipulate data by a “deep” series of matrix multiplications interspersed with other operations. The numbers within matrices are parameters, and are updated during long training runs, allowing for complex patterns to be found. Models consist of billions of parameters, making computation expensive, and hence improved resource usage and optimization invaluable.Diagrams can represent details of the parallelized operations that deep-learning models consist of, revealing the relationships between algorithms and the parallelized graphics processing unit (GPU) hardware they run on, supplied by companies such as NVIDIA. “I’m very excited about this,” says Zardini, because “we seem to have found a language that very nicely describes deep learning algorithms, explicitly representing all the important things, which is the operators you use,” for example the energy consumption, the memory allocation, and any other parameter that you’re trying to optimize for.Much of the progress within deep learning has stemmed from resource efficiency optimizations. The latest DeepSeek model showed that a small team can compete with top models from OpenAI and other major labs by focusing on resource efficiency and the relationship between software and hardware. Typically, in deriving these optimizations, he says, “people need a lot of trial and error to discover new architectures.” For example, a widely used optimization program called FlashAttention took more than four years to develop, he says. But with the new framework they developed, “we can really approach this problem in a more formal way.” And all of this is represented visually in a precisely defined graphical language.But the methods that have been used to find these improvements “are very limited,” he says. “I think this shows that there’s a major gap, in that we don’t have a formal systematic method of relating an algorithm to either its optimal execution, or even really understanding how many resources it will take to run.” But now, with the new diagram-based method they devised, such a system exists.Category theory, which underlies this approach, is a way of mathematically describing the different components of a system and how they interact in a generalized, abstract manner. Different perspectives can be related. For example, mathematical formulas can be related to algorithms that implement them and use resources, or descriptions of systems can be related to robust “monoidal string diagrams.” These visualizations allow you to directly play around and experiment with how the different parts connect and interact. What they developed, he says, amounts to “string diagrams on steroids,” which incorporates many more graphical conventions and many more properties.“Category theory can be thought of as the mathematics of abstraction and composition,” Abbott says. “Any compositional system can be described using category theory, and the relationship between compositional systems can then also be studied.” Algebraic rules that are typically associated with functions can also be represented as diagrams, he says. “Then, a lot of the visual tricks we can do with diagrams, we can relate to algebraic tricks and functions. So, it creates this correspondence between these different systems.”As a result, he says, “this solves a very important problem, which is that we have these deep-learning algorithms, but they’re not clearly understood as mathematical models.” But by representing them as diagrams, it becomes possible to approach them formally and systematically, he says.One thing this enables is a clear visual understanding of the way parallel real-world processes can be represented by parallel processing in multicore computer GPUs. “In this way,” Abbott says, “diagrams can both represent a function, and then reveal how to optimally execute it on a GPU.”The “attention” algorithm is used by deep-learning algorithms that require general, contextual information, and is a key phase of the serialized blocks that constitute large language models such as ChatGPT. FlashAttention is an optimization that took years to develop, but resulted in a sixfold improvement in the speed of attention algorithms.Applying their method to the well-established FlashAttention algorithm, Zardini says that “here we are able to derive it, literally, on a napkin.” He then adds, “OK, maybe it’s a large napkin.” But to drive home the point about how much their new approach can simplify dealing with these complex algorithms, they titled their formal research paper on the work “FlashAttention on a Napkin.”This method, Abbott says, “allows for optimization to be really quickly derived, in contrast to prevailing methods.” While they initially applied this approach to the already existing FlashAttention algorithm, thus verifying its effectiveness, “we hope to now use this language to automate the detection of improvements,” says Zardini, who in addition to being a principal investigator in LIDS, is the Rudge and Nancy Allen Assistant Professor of Civil and Environmental Engineering, and an affiliate faculty with the Institute for Data, Systems, and Society.The plan is that ultimately, he says, they will develop the software to the point that “the researcher uploads their code, and with the new algorithm you automatically detect what can be improved, what can be optimized, and you return an optimized version of the algorithm to the user.”In addition to automating algorithm optimization, Zardini notes that a robust analysis of how deep-learning algorithms relate to hardware resource usage allows for systematic co-design of hardware and software. This line of work integrates with Zardini’s focus on categorical co-design, which uses the tools of category theory to simultaneously optimize various components of engineered systems.Abbott says that “this whole field of optimized deep learning models, I believe, is quite critically unaddressed, and that’s why these diagrams are so exciting. They open the doors to a systematic approach to this problem.”“I’m very impressed by the quality of this research. ... The new approach to diagramming deep-learning algorithms used by this paper could be a very significant step,” says Jeremy Howard, founder and CEO of Answers.ai, who was not associated with this work. “This paper is the first time I’ve seen such a notation used to deeply analyze the performance of a deep-learning algorithm on real-world hardware. ... The next step will be to see whether real-world performance gains can be achieved.”“This is a beautifully executed piece of theoretical research, which also aims for high accessibility to uninitiated readers — a trait rarely seen in papers of this kind,” says Petar Velickovic, a senior research scientist at Google DeepMind and a lecturer at Cambridge University, who was not associated with this work. These researchers, he says, “are clearly excellent communicators, and I cannot wait to see what they come up with next!”The new diagram-based language, having been posted online, has already attracted great attention and interest from software developers. A reviewer from Abbott’s prior paper introducing the diagrams noted that “The proposed neural circuit diagrams look great from an artistic standpoint (as far as I am able to judge this).” “It’s technical research, but it’s also flashy!” Zardini says.

The UK Says at an Energy Summit That Green Power Will Boost Security, as the US Differs

Britain has announced a major investment in wind power as it hosts an international summit on energy security

LONDON (AP) — Britain announced a major investment in wind power Thursday as it hosted an international summit on energy security — with Europe and the United States at odds over whether to cut their reliance on fossil fuels.U.K. Prime Minister Keir Starmer said the government will invest 300 million pounds ($400 million) in boosting Britain’s capacity to manufacture components for the offshore wind industry, a move it hopes will encourage private investment in the U.K.’s renewable energy sector.“As long as energy can be weaponized against us, our countries and our citizens are vulnerable and exposed,” U.K. Energy Secretary Ed Miliband told delegates.He said “low-carbon power” was a route to energy security as well as a way to slow climate change.Britain now gets more than half its electricity from renewable sources such as wind and solar power, and the rest from natural gas and nuclear energy. It aims to generate all the U.K.’s energy from renewable sources by 2030.Tommy Joyce, U.S. acting assistant secretary of energy for international affairs, told participants they should be “honest about the world’s growing energy needs, not focused on net-zero politics.”He called policies that push for clean power over fossil fuels "harmful and dangerous," and claimed building wind turbines requires "concessions to or coercion from China" because it supplies necessary rare minerals.Hosted by the British government and the International Energy Agency, the two-day summit brings together government ministers from 60 countries, senior European Union officials, energy sector CEOs, heads of international organizations and nonprofits to assess risks to the global energy system and figure out solutions. Associated Press writer Jennifer McDermott contributed to this story. ___The Associated Press’ climate and environmental coverage receives financial support from multiple private foundations. AP is solely responsible for all content. Find AP’s standards for working with philanthropies, a list of supporters and funded coverage areas at AP.org.Copyright 2025 The Associated Press. All rights reserved. This material may not be published, broadcast, rewritten or redistributed.Photos You Should See - Feb. 2025

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