President Donald Trump's budget request, released on May 2, 2025, proposes slashing $21 billion in unspent funds from the 2021 bipartisan infrastructure law for renewable energy, electric vehicle charging infrastructure and other efforts to cut climate-warming carbon dioxide emissions.  Shown are solar panels and wind turbines. (Photo by Marga Buschbell-Steeger/Getty Images)

President Donald Trump’s budget request for the next fiscal year proposes deep cuts to renewable energy programs and other climate spending as the administration seeks to shift U.S. energy production to encourage more fossil fuels and push the focus away from reducing climate change.

The budget proposes slashing $21 billion in unspent funds from the 2021 bipartisan infrastructure law for renewable energy, electric vehicle charging infrastructure and other efforts to cut climate-warming carbon dioxide emissions. The request also targets climate research spending and initiatives meant to promote diversity.

“President Trump is committed to eliminating funding for the globalist climate agenda while unleashing American energy production,” a White House fact sheet on climate and environment spending said. The budget “eliminates funding for the Green New Scam.”

The president’s budget request is a wish list for Congress, which controls federal spending, to consider. Even with both chambers of Congress controlled by Republicans who have shown an unusual willingness to follow Trump’s lead on a host of policies, it is best understood as a starting point for negotiations between the branches of government and a representation of the administration’s priorities.

A White House official speaking on background Friday, though, said the Trump administration is exploring ways to exert more control over the federal spending process, including by potentially refusing to spend funds appropriated by lawmakers.

The first budget request of Trump’s second term calls on Congress to cut non-defense accounts by $163 billion to $557 billion, while keeping defense funding flat at $893 billion.

‘Political talking points’

The proposal drew criticism for a focus on culture-war buzzwords, even from groups that are not always inclined to support environment and climate spending.

The request “is long on rhetoric and short on details,” Steve Ellis, president of the nonpartisan budget watchdog Taxpayers for Common Sense, said in a statement.

“This year’s version leans heavily on political talking points—taking aim at so-called ‘woke’ programs and the ‘Green New Scam,’ while proposing a massive Pentagon spending hike to pay for wasteful fantasies like the Golden Dome and diverting military resources to immigration enforcement missions.”

Renewable energy

The administration proposal would roll back funding Trump’s predecessor, Democrat Joe Biden, championed for renewable energy.

It would cancel more than $15 billion from the 2021 infrastructure law “purposed for unreliable renewable energy, removing carbon dioxide from the air, and other costly technologies that burden ratepayers and consumers,” according to the White House fact sheet.

It would also eliminate $6 billion for building electric vehicle charging infrastructure.

“EV chargers should be built just like gas stations: with private sector resources disciplined by market forces,” the fact sheet said.

And it would decrease spending on the Energy Department’s Energy Efficiency and Renewable Energy program, which helps private-sector projects secure financing and conducts research on low-carbon energy sources, by $2.5 billion.

In a statement, Rep. Marcy Kaptur, the ranking Democrat on the House Appropriations subcommittee that writes the bill funding energy programs, slammed the cuts to renewable energy programs, saying they would cost consumers and hurt a growing domestic industry.

“The Trump Administration’s proposal to slash $20 Billion from the Department of Energy’s programs — particularly a devastating 74% cut to Energy Efficiency and Renewable Energy — is shortsighted and dangerous,” the longtime Ohio lawmaker said. “By gutting clean energy investments, this budget threatens to raise energy prices for consumers, increase our reliance on foreign energy, and stifle American competitiveness. … We must defend the programs that power America’s future — cleaner, cheaper, and made right here at home.”

Diversity

Throughout the request, the administration targets programs out of line with Trump’s ideology on social issues, including those meant to promote diversity.

For energy and environment programs, that includes spending on environmental justice initiatives, which target pollution and climate effects in majority-minority and low-income communities, and organizations “that advance the radical climate agenda,” according to the fact sheet.

Research and grant funding for the National Oceanic and Atmospheric Administration would be particularly hard hit by the proposal, which would terminate “a variety of climate-dominated research programs that are not aligned with Administration policy of ending ‘Green New Deal’ initiatives, saving taxpayers $1.3 billion.”

The budget also proposes eliminating $100 million from a U.S. Environmental Protection Agency fund dedicated to environmental justice. That funding “enabled a witch hunt against private industry” and “gave taxpayer dollars to political cronies who exploited the program’s racial preferencing policies to advance an anti-oil and gas crusade,” according to the White House.

National Park Service targeted

The budget also proposes cutting $900 million from National Park Service operations, which the administration said would come from defunding smaller sites while “supporting many national treasures.”

The document indicates the administration would prefer to leave responsibility for smaller sites currently under NPS management to states and refocus the federal government on the major parks that attract nationwide and international tourists.

“There is an urgent need to streamline staffing and transfer certain properties to State-level management to ensure the long-term health and sustainment of the National Park system,” according to a budget spreadsheet highlighting major line items in the request.

Despite laws in recent years to boost spending for maintenance at parks, the National Park Service faces a $23.3 billion deferred maintenance backlog, according to a July 2024 report from the nonpartisan Congressional Research Service.

The proposed NPS cut represents the largest single funding change – either positive or negative – of any line item under the Department of Interior, which would receive a funding decrease of more than $5 billion, about 30%, under the proposal.

Jennifer Shutt contributed to this report.

A U.S. Border Patrol official vehicle  is shown parked near the border. (Getty Images)

WASHINGTON — U.S. House Judiciary Republicans Wednesday worked in committee on a portion of a major legislative package that would help fund President Donald Trump’s plans to conduct mass deportations of people living in the United States without permanent legal status.

The Judiciary panel’s $81 billion share of the “one, big beautiful” bill the president has requested of Congress would provide $45 billion for immigration detention centers, $8 billion to hire thousands of immigration enforcement officers and more than $14 billion for deportations, among other things.

The border security and immigration funds are part of a massive package that wraps together White House priorities including tax cuts and defense spending boosts. Republicans are pushing the deal through using a special procedure known as reconciliation that will allow the Senate GOP to skirt its usual 60-vote threshold when that chamber acts.

House Republicans returning from a two-week recess kicked off their work on reconciliation Tuesday, approving three of 11 bills out of committees on Armed Services, Education and Workforce and Homeland Security.

On Wednesday, lawmakers continued work on the various sections of the reconciliation bill with markups — which means a bill is debated and potentially amended or rewritten — in the Financial Services, Judiciary, Transportation and Infrastructure and Oversight and Government Reform committees.

House Speaker Mike Johnson of Louisiana said Republicans will spend the rest of this week and next debating the 11 separate bills in committees. Committees when they finish their measures will send them to the House Budget Committee, which is expected to bundle them together prior to a floor vote.

The Judiciary panel’s 116-page bill vastly overhauls U.S. asylum laws. It would, for example, create a fee structure for asylum seekers that would set a minimum cost for an application at no less than $1,000. Applications now are free.

“These and other resources and fees in this reconciliation bill will ensure the Trump administration has the adequate resources to enforce the immigration laws in a fiscally responsible way,” GOP Chair Jim Jordan of Ohio said.

The bill would establish a $1,000 fee for immigrants granted temporary protected status, which would mean they would have work authorizations and deportation protections.

It would also require sponsors to pay $3,500 to take in an unaccompanied minor who crosses the border without a legal status. Typically, unaccompanied minors are released to sponsors who are family members living in the United States.

The bill would also require immigrants without permanent legal status to pay a $550 fee for work permits every six months.

The top Democrat on the panel, Rep. Jamie Raskin of Maryland, slammed the bill as targeting immigrants.

“Every day, this administration uses immigration enforcement as a template to erode constitutional rights and liberties,” he said.

A final committee vote was expected Wednesday night.

‘A giveaway to ICE’

The Judiciary bill directs half of the fees collected from asylum seekers to go toward the agency that handles U.S. immigration courts, but Democrats criticized the provisions as creating a barrier for asylum seekers.

“The so-called immigration fees that are in this bill are really fines and nothing but a cruel attempt to make immigrating to this country impossible,” Washington Democratic Rep. Pramila Jayapal said.

Democratic Rep. Chuy Garcia of Illinois, said the bill would not only “gut asylum” but would significantly increase funding for U.S. Immigration and Customs Enforcement detention.

Funding for ICE detention this fiscal year is roughly $3.4 billion, but the Judiciary bill would sharply increase that to $45 billion.

Garcia called the increase a “a giveaway to ICE, a rogue agency that’s terrorizing communities and clamping (down) on civil liberties and the Constitution itself, because they’ve been directed to do so by this president.”

House Republicans have also included language that would move the Federal Trade Commission into the Department of Justice’s antitrust division, a move Democrats argued would kneecap the FTC’s regulatory authority.

“You’re trying to shutter the FTC, the Federal Trade Commission, making it harder for us to enforce our antitrust laws,” Democratic Rep. Becca Balint of Vermont said.

Consumer protections to take a hit

Lawmakers on the House Committee on Financial Services met in a lengthy, and at times tense, session to finalize legislation to cut “no less than” $1 billion from government programs and services under the panel’s jurisdiction, according to the budget resolution Congress approved in April.

Funds in the crosshairs include those previously authorized for the Consumer Financial Protection Bureau, and grants provided under the Biden administration-era Inflation Reduction Act for homeowners to improve energy efficiency.

Chair French Hill said the committee “will do its part to reduce the deficit and decrease direct spending, so that Congress can enact pro-growth tax policies.”

“And remember, today, we are here with one purpose, to do our part to put our nation back on a responsible fiscal trajectory,” the Arkansas Republican said.

Democrats introduced dozens of amendments during the hourslong session to block cuts to community block grants and programs protecting consumers, including veterans, from illegal credit and lending practices.

Ranking member Maxine Waters said committee Republicans’ plans to cut the CFPB by 70% “is ridiculous.”

“The bureau has saved American consumers $21 billion by returning to them funds that big banks and predatory lenders swindled out of them,” said Waters, a California Democrat.

Congress created the CFPB in the aftermath of the 2008 financial crisis, when subprime mortgage lending cascaded into bank failures and home and job losses.

Republicans opposed amendment after amendment.

Rep. María Salazar of Florida tossed a copy of one of Waters’ lengthy amendments straight into a trash can after a staffer handed it to her. Michigan’s Rep. Bill Huizenga held up proceedings for several minutes when he accused Waters of breaking the rules by not distributing enough paper copies of her amendment.

“We cannot allow our government to continue spending money like there are no consequences,” GOP Rep. Mike Flood of Nebraska said in response to several Democratic amendments.

A final committee vote was expected Wednesday night.

Transportation section adds fees on electric vehicles

The House Transportation and Infrastructure Committee also approved, by a party line 36-30 vote, reconciliation instructions that would cut $10 billion from the federal deficit while boosting spending for the U.S. Coast Guard and the air traffic control system.

Like other portions of the larger reconciliation package, the transportation committee’s instructions would add funding for national security and border enforcement, through the Coast Guard funding, while cutting money from programs favored by Democrats, including climate programs and any spending that could be construed as race-conscious.

The bill would provide $21.2 billion for the Coast Guard and $12.5 billion for air traffic control systems. It would raise money through a $250 annual fee on electric vehicles and a $100 annual fee on hybrids, while also cutting $4.6 billion from climate programs created in Democrats’ 2022 reconciliation package.

Chairman Sam Graves, a Missouri Republican, said the measure included priorities for members of both parties, as well as business and labor interests.

“We all want to invest in our Coast Guard,” he said. “We all want to rebuild our air traffic control system and finally address the broken Highway Trust Fund. We have held countless hearings on all of these topics, both recently and, frankly, for years. And now members have the opportunity to actually act.”

Democrats on the panel complained that the reconciliation package was a partisan exercise and a departure from the panel’s normally congenial approach to business. They introduced dozens of amendments over the daylong committee meeting seeking to add funding for various programs. None were adopted.

“The larger Republican reconciliation package will add more than $15 trillion in new debt, gives away $7 trillion in deficit-financed tax cuts to the wealthy and slashes access to health care and food assistance for families,” ranking Democrat Rick Larsen of Washington said. “Given that, I think we’re going to have to vote no on the bill before us.”

The vehicle fees, which would be deposited into the Highway Trust Fund that sends highway and transit money to states, created a partisan divide Wednesday.

Federal gas taxes provide the lion’s share of deposits to the fund and Republicans argued that, because drivers of electric vehicles pay no gas taxes and hybrid drivers pay less than those who drive gas-powered cars, the provision would make the contributions fairer.

Republicans scrapped a proposed $20 annual fee on gas-powered cars, which Graves said was meant to “start a conversation” on the solvency of the Highway Trust Fund. But the provision “became a political distraction that no longer centered around seriously addressing the problem,” he said.

Pennsylvania Democrat Chris Deluzio criticized the vehicle fees, noting Republicans were pursuing additional revenue opportunities to offset losses from tax cuts.

“I don’t know when you guys became the tax-and-spend liberals,” Deluzio told his Republican colleagues. “But I guess the taxing of car owners so you can pay for tax giveaways to billionaires is your new strategy. Good luck with that.”

Federal employee benefits targeted

The House Committee on Oversight and Government Reform voted nearly along party lines, 22-21, to send its portion of the reconciliation package to the Budget Committee, with Ohio Republican Rep. Mike Turner joining Democrats in opposition.

Turner was the first GOP lawmaker to cast a committee vote against reconciliation instructions this year.

The legislation hits at federal employee benefits and comes as the Trump administration continues to overhaul the federal workforce.

Part of the bill would raise federal employees’ required retirement contribution to a rate of 4.4% of their salary and eliminate an additional retirement annuity payment for federal employees who retire before the age of 62, while cutting more than $50 billion from the federal deficit.

At his committee’s markup, Chairman James Comer said the legislation “advances important budgetary reforms that will save taxpayers money.”

The Kentucky Republican acknowledged that the chief investigative committee in the U.S. House has “very limited jurisdiction to help reduce the federal budget deficit,” noting that the panel is “empowered to pursue civil service reforms, including federal employee benefits and reining in the influence of partisan and unaccountable government employee unions.”

But Democrats on the panel blasted the committee’s portion of the reconciliation package, saying the bill chips away at federal employees’ protections.

Rep. Stephen Lynch, the top Democrat on the panel, said congressional Republicans instructed the panel to target the federal workforce with roughly $50 billion in funding cuts “regardless of the impact on hard-working, loyal federal employees and their critical services that they provide to the American people.”

The Massachusetts Democrat said the bill “threatens to further undermine the federal workforce by reducing the take-home pay, the benefits and workforce protections of 2.4 million federal employees, most of whom are middle-class Americans and a third of whom are military veterans.”

Ohio’s Turner, who voted against the legislation because of the provision reducing pension benefits, said he supported the overall reconciliation package and hoped the pension measure would be stripped before a floor vote.

Turner said “making changes to pension retirement benefits in the middle of someone’s employment is wrong.” 

In 2024, the Asia-Pacific region (APAC) saw a relative cooling off period after the meteoric growth experienced in 2023. The Energy & Power...

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Emissions from buildings make up about two-thirds of the greenhouse gas footprint of Indianapolis. So when the city committed to slash emissions, in its 2019 climate action plan and then as part of the Bloomberg American Cities Climate Challenge in 2020, leaders knew where they had to start.

A 2021 ordinance requires all buildings over 50,000 square feet and publicly-owned buildings over 25,000 square feet to do energy benchmarking and report results to the city, to be made publicly available by 2026. 

The deadline to comply was July 1, 2024. But at year’s end, only about 20% of the 1,500 buildings covered had complied — even though the process can be done in a matter of hours using EPA’s ENERGYSTAR Portfolio manager software. The city also hosted workshops to help walk building managers through the process.

Now the city’s challenge is to boost benchmarking compliance. The penalties for failing to comply are low: fines of $100 the first year and $250 yearly after that. Chicago’s 2013 benchmarking ordinance, by comparison, includes fines of $100 for the first day of a violation and up to $25 each day thereafter, with a maximum fine of $9,200 per year — and the city has a much higher compliance rate.

Lindsay Trameri, community engagement manager for the Indianapolis Office of Sustainability, said the office is continuing outreach, including sending postcards to all relevant building managers and owners. 

“We’re not assessing fines yet, but we’re making sure they’re aware this isn’t a city program that’s going away, it is indeed local law,” Trameri said. “And there are benefits to be gleaned from participating. It might cost hundreds of dollars not to participate, but you could save thousands if you participate and take it seriously.”

Trameri said 27 publicly-owned buildings in the consolidated city and county government must be benchmarked, and the city is planning to use about $800,000 worth of federal Department of Energy funding to hire an energy manager “who will be solely focused on looking at city-owned buildings and how to make them more energy efficient.” 

In Indiana, reducing buildings’ electricity use is particularly urgent since the state got about 45% of its power from coal in 2023. The benchmarking mandate doesn’t require buildings to take any action based on their energy results, but benchmarking often motivates building owners and municipalities to invest in savings, experts say. 

Cities participating in the Bloomberg program saw 3% to 8% energy reductions and millions in savings, with nearly 400 million square feet now covered by benchmarking policies and over 37,000 energy audits completed, according to Kelly Shultz, who leads Bloomberg Philanthropies” sustainable cities initiative. 

Success stories

Though overall compliance is low, some major public and private entities have completed benchmarking in Indianapolis, including the airport, convention center, the Indianapolis Museum of Art, Target and JC Penney. 

Phil Day, facilities director for the museum, noted that it’s crucial for museums to keep consistent levels of humidity and temperature. That means high energy use, and also vulnerability to blackouts or energy price spikes. Benchmarking has helped him develop plans for reducing natural gas and electricity use with smaller boilers and heat pumps distributed throughout the facilities, a possible geothermal chilling system, and better insulation. These innovations should save money and make the museum more resilient to energy disruptions.

“Museums aren’t typically known as an energy efficient facility, but it is always high on my priority list in everything we program or replace,” Day said.

The firm Cenergistic has done benchmarking since 2017 for Indianapolis Public Schools, and identified more than $1 million in wasteful energy costs that could be cut across 71 schools. Under Cenergistic’s contract, it is paid half of the energy savings it secures. Seventeen school buildings have obtained EPA Energy Star status based on their energy efficiency improvements, Cenergistic CEO Dennis Harris said. 

“Benchmarking provided a clear starting point by identifying high-energy-consuming facilities and systems,” Harris said. “Cenergistic energy specialists track energy consumption at all campuses with the company’s software platform, identifying waste and driving conservation. By consistently reviewing this data, Cenergistic continues to work with IPS to make data-driven decisions, set measurable goals, and continually refine its strategy for maximum impact.” 

Trameri said the schools’ success is “a great message to point to. If they can do it, we can do it. Of course, we want those millions to go back into classrooms and teachers and students versus out the door for utility costs.”

Learning by example

Trameri said in developing its benchmarking program and ordinance, Indianapolis has relied on guidance and lessons from other cities including Columbus, Ohio and Chicago, both fellow participants in the Bloomberg challenge. 

In Chicago, about 85% of the 3,700 buildings covered by the ordinance are in compliance, said Amy Jewel, vice president of programs at Elevate, the organization that oversees Chicago’s program. She said nine out of 10 buildings complied even right after the ordinance took effect, thanks to years of organizing by city leaders and NGOs like the Natural Resources Defense Council.

“A large number of building owners recognized this was coming. They engaged in the process, and saw their fingerprints within the ordinance,” said Lindy Wordlaw, director of climate and environmental justice initiatives for the city of Chicago. 

Chicago passed an additional ordinance creating an energy rating program, where buildings receive a score of 0 to 4 based on their energy benchmarking results. An 11-by-17-inch placard with the score and explanation must be publicly posted, “similar to a food safety rating for a restaurant,” Wordlaw said.

In 2021, Chicago reported that median energy use per square foot had dropped by 7% over the past three years, and greenhouse gas emissions had dropped 37% since 2016 in buildings subject to the ordinance. City public housing and buildings owned by the Archdiocese were among those to do early benchmarking and investments.

Along with Philadelphia, New York and Washington D.C., Chicago was among the nation’s first major cities to institute benchmarking. Jewel said they hope to keep sharing lessons learned.

For example, “it’s actually pretty hard to come up with the covered buildings list,” Jewel noted, since there is no central list of all buildings in a city but rather various records “all used for slightly different purposes — the property tax database, different sources tracking violations. It took a bit of time to get that list together, and it takes time to maintain it as buildings are constructed or demolished.”

In Indianapolis, Trameri said they are hopeful more buildings will get with the program as awareness grows about the requirement.

“There has always been evidence that you can’t manage what you don’t measure,” said Trameri. “It’s a market-based strategy. Truly once a facilities owner or manager is able to look at their energy usage over a month, 12 months, or multiple years and make evidence-based decisions based on that data, it will affect your bottom line, and those savings you can reinvest into whatever your organization’s mission is.”

Correction: An earlier version of this story misattributed performance information about Bloomberg Philanthropies’ sustainable cities initiative.

Indianapolis grapples with low compliance on energy benchmarking requirement for large buildings is an article from Energy News Network, a nonprofit news service covering the clean energy transition. If you would like to support us please make a donation.

Car design is an iterative and proprietary process. Carmakers can spend several years on the design phase for a car, tweaking 3D forms in simulations before building out the most promising designs for physical testing. The details and specs of these tests, including the aerodynamics of a given car design, are typically not made public. Significant advances in performance, such as in fuel efficiency or electric vehicle range, can therefore be slow and siloed from company to company.

MIT engineers say that the search for better car designs can speed up exponentially with the use of generative artificial intelligence tools that can plow through huge amounts of data in seconds and find connections to generate a novel design. While such AI tools exist, the data they would need to learn from have not been available, at least in any sort of accessible, centralized form.

But now, the engineers have made just such a dataset available to the public for the first time. Dubbed DrivAerNet++, the dataset encompasses more than 8,000 car designs, which the engineers generated based on the most common types of cars in the world today. Each design is represented in 3D form and includes information on the car’s aerodynamics — the way air would flow around a given design, based on simulations of fluid dynamics that the group carried out for each design.

Each of the dataset’s 8,000 designs is available in several representations, such as mesh, point cloud, or a simple list of the design’s parameters and dimensions. As such, the dataset can be used by different AI models that are tuned to process data in a particular modality.

DrivAerNet++ is the largest open-source dataset for car aerodynamics that has been developed to date. The engineers envision it being used as an extensive library of realistic car designs, with detailed aerodynamics data that can be used to quickly train any AI model. These models can then just as quickly generate novel designs that could potentially lead to more fuel-efficient cars and electric vehicles with longer range, in a fraction of the time that it takes the automotive industry today.

“This dataset lays the foundation for the next generation of AI applications in engineering, promoting efficient design processes, cutting R&D costs, and driving advancements toward a more sustainable automotive future,” says Mohamed Elrefaie, a mechanical engineering graduate student at MIT.

Elrefaie and his colleagues will present a paper detailing the new dataset, and AI methods that could be applied to it, at the NeurIPS conference in December. His co-authors are Faez Ahmed, assistant professor of mechanical engineering at MIT, along with Angela Dai, associate professor of computer science at the Technical University of Munich, and Florin Marar of BETA CAE Systems.

Filling the data gap

Ahmed leads the Design Computation and Digital Engineering Lab (DeCoDE) at MIT, where his group explores ways in which AI and machine-learning tools can be used to enhance the design of complex engineering systems and products, including car technology.

“Often when designing a car, the forward process is so expensive that manufacturers can only tweak a car a little bit from one version to the next,” Ahmed says. “But if you have larger datasets where you know the performance of each design, now you can train machine-learning models to iterate fast so you are more likely to get a better design.”

And speed, particularly for advancing car technology, is particularly pressing now.

“This is the best time for accelerating car innovations, as automobiles are one of the largest polluters in the world, and the faster we can shave off that contribution, the more we can help the climate,” Elrefaie says.

In looking at the process of new car design, the researchers found that, while there are AI models that could crank through many car designs to generate optimal designs, the car data that is actually available is limited. Some researchers had previously assembled small datasets of simulated car designs, while car manufacturers rarely release the specs of the actual designs they explore, test, and ultimately manufacture.

The team sought to fill the data gap, particularly with respect to a car’s aerodynamics, which plays a key role in setting the range of an electric vehicle, and the fuel efficiency of an internal combustion engine. The challenge, they realized, was in assembling a dataset of thousands of car designs, each of which is physically accurate in their function and form, without the benefit of physically testing and measuring their performance.

To build a dataset of car designs with physically accurate representations of their aerodynamics, the researchers started with several baseline 3D models that were provided by Audi and BMW in 2014. These models represent three major categories of passenger cars: fastback (sedans with a sloped back end), notchback (sedans or coupes with a slight dip in their rear profile) and estateback (such as station wagons with more blunt, flat backs). The baseline models are thought to bridge the gap between simple designs and more complicated proprietary designs, and have been used by other groups as a starting point for exploring new car designs.

Library of cars

In their new study, the team applied a morphing operation to each of the baseline car models. This operation systematically made a slight change to each of 26 parameters in a given car design, such as its length, underbody features, windshield slope, and wheel tread, which it then labeled as a distinct car design, which was then added to the growing dataset. Meanwhile, the team ran an optimization algorithm to ensure that each new design was indeed distinct, and not a copy of an already-generated design. They then translated each 3D design into different modalities, such that a given design can be represented as a mesh, a point cloud, or a list of dimensions and specs.

The researchers also ran complex, computational fluid dynamics simulations to calculate how air would flow around each generated car design. In the end, this effort produced more than 8,000 distinct, physically accurate 3D car forms, encompassing the most common types of passenger cars on the road today.

To produce this comprehensive dataset, the researchers spent over 3 million CPU hours using the MIT SuperCloud, and generated 39 terabytes of data. (For comparison, it’s estimated that the entire printed collection of the Library of Congress would amount to about 10 terabytes of data.)

The engineers say that researchers can now use the dataset to train a particular AI model. For instance, an AI model could be trained on a part of the dataset to learn car configurations that have certain desirable aerodynamics. Within seconds, the model could then generate a new car design with optimized aerodynamics, based on what it has learned from the dataset’s thousands of physically accurate designs.

The researchers say the dataset could also be used for the inverse goal. For instance, after training an AI model on the dataset, designers could feed the model a specific car design and have it quickly estimate the design’s aerodynamics, which can then be used to compute the car’s potential fuel efficiency or electric range — all without carrying out expensive building and testing of a physical car.

“What this dataset allows you to do is train generative AI models to do things in seconds rather than hours,” Ahmed says. “These models can help lower fuel consumption for internal combustion vehicles and increase the range of electric cars — ultimately paving the way for more sustainable, environmentally friendly vehicles.”

“The dataset is very comprehensive and consists of a diverse set of modalities that are valuable to understand both styling and performance,” says Yanxia Zhang, a senior machine learning research scientist at Toyota Research Institute, who was not involved in the study.

This work was supported, in part, by the German Academic Exchange Service and the Department of Mechanical Engineering at MIT.

© Credit: Courtesy of Mohamed Elrefaie

Charlotte, North Carolina, may soon get access to a new tool to deploy in its push toward 100% clean power: data.

The Tar Heel state’s largest city aims to power all government operations with carbon-free electricity by the end of the decade, including the city-owned Charlotte-Douglas International Airport, one of the busiest in the world. 

But the hub is a big question mark for the city’s climate target. Officials don’t actually know how much energy it uses — or how much renewable energy they need to offset it — because the utility bills for the five-terminal airport are paid by dozens of individual customers, from Cinnabon to Jamba Juice to airline club lounges.

Now, after a decade of urging by Charlotte and others, Duke Energy has a proposal to change that: an eight-page plan for improved data access that has sign-off from the North Carolina Sustainable Energy Association; Public Staff, the state-sanctioned customer advocate; and Dominion Energy, which serves the northeast corner of the state.

Filed last month with regulators for approval, Duke’s proposed rules could have wide application, said Ethan Blumenthal, regulatory counsel for the North Carolina Sustainable Energy Association. 

“For municipalities applying for federal grants, large customers pursuing energy efficiency, and homeowners and solar companies that are trying to right-size solar installations,” Blumenthal said, “this access to data is essential.”

Avoiding a ‘laborious process’

The Charlotte airport is a prime example of one hurdle facing local communities with climate goals. Today, getting total energy usage data for government-owned buildings with multiple meters means reaching out to individual tenants to get permission to access their accounts.  

“It would be a very laborious process to do that at the airport and anywhere else we have tenants,” said Aaron Tauber, Charlotte’s sustainability analyst.

The problem extends to private building owners who aim to reduce their carbon footprints or improve efficiency but don’t have insight into their renters’ energy consumption. Honeywell, for instance, is a partner in the city’s “Power Down the Crown” initiative, whereby building managers look to reduce energy use by optimizing efficiency. 

“They don’t own all of the data,” Tauber said. “They have tenants in their properties. So, they don’t have visibility to the entire building’s energy use.” 

The new rule will allow a large user, from Honeywell to Charlotte, to access aggregated data for a large building with multiple tenants by request to Duke, so long as at least 15 individual accounts are involved, and none consumes more than 15% of the building’s energy use. 

“Being a larger city, we do have a lot of large buildings with multiple tenants,” said Tauber. “I’m just really excited for these building owners to really — for the first time — gain an understanding of how their buildings are using energy.”

That understanding, he said, is critical for commercial properties to access a new law that allows them to borrow public money for energy efficiency upgrades and pay it back on their property tax bills.  

“Being able to unlock a financing mechanism based on this data will really go a long way for the city to be able to meet our strategic energy action goal of being a low-carbon community,” said Tauber.

Not just for big buildings

The data access rule also applies to a census block, zip code, or other area with at least 15 accounts, which will help local governments meet community-wide climate goals. 

“You can use the aggregated data to make good decisions for program design, and where you might want to target,” said Ann Livingston, senior executive and director of programs with the Southeast Sustainability Directors Network. “You can assess: is this particular block or neighborhood really using a lot more energy per house per square foot than others?” 

Durham County, for instance, together with neighboring Granville and Orange counties, has a $1.5 million federal grant to help low-income homeowners cut their energy use through weatherization and other upgrades.  

“We want to focus in areas where there’s a higher energy use or higher energy burden,” said Tobin Freid, the county’s sustainability manager. “We’d like information at a more granular level than just the county.”

If the new Duke rule is approved, it will also help county officials better tailor the program to individual households and assess its impacts. The proposal would ease the approval process for allowing third-party access to data and ensure that at least two years of prior energy use is included.

“For every home that we work on, we would need historic data to see: what was your energy use before?” Freid said.

Both the aggregated data and third-party access provisions will also be critical for federal programs like Solar for All, aimed at deploying rooftop solar on low-income households. 

“Often, those federal funding opportunities require you to assess and report on energy impact,” said Livingston. “Solar for All will be a very clear example of this, where you need to report energy savings for individual participants.”

Growing interest in local impact

Apart from the sustainability goals, government officials also have a commitment to manage public dollars efficiently, Livingston noted. That’s especially pertinent for large energy users like Durham County, who may pay a higher “demand charge” for a single 30-minute spike in energy use. Large customers with net-metered solar power also pay more during times of peak demand. 

The proposed rules will help solve these challenges by allowing third parties access to machine-readable, easily analyzed data for customers of all sizes. The format would essentially meet national “Green Button” standards, one familiar to the many companies around the country dedicated to managing building energy performance.

The Green Button initiative, a project of the U.S. Department of Energy that originated in Canada, has been around for over a decade – about as long as the Sustainable Energy Association has been advocating for improved customer data access, along with counties like Durham.

But the issue seems to have gained new steam in recent months, as local governments look to take advantage of new federal grants and laws aimed at reducing climate pollution.

What’s more, Blumenthal said, Duke has pledged to implement the rules within 18 months of their approval and help expedite any data requests in the interim.

“There is a commitment to doing everything they can, essentially, to provide data for federal funding purposes up until [the proposal] is fully implemented,” Blumenthal said. “A commitment to try to bridge the gap.”

Asked what prompted the agreement with Blumenthal’s group and others after all this time, Duke spokesperson Logan Stewart said over email: 

“A lot has changed in the last decade from a technology, cybersecurity, and customer engagement perspective that made this stipulation possible. Duke Energy is always looking for ways to collaborate with stakeholders to achieve outcomes that benefit customers.”

Duke Energy data access rules poised to help North Carolina communities meet climate goals is an article from Energy News Network, a nonprofit news service covering the clean energy transition. If you would like to support us please make a donation.

Offshore wind faces intensified operational and maintenance challenges from bigger turbines and aging fleets, risking project efficiencies, durability, and profitability   Shoreline Wind’s new white paper underscores an urgent need to review and update existing O&M strategies, as the industry enters new territories and matures globally   Esbjerg, Denmark, 16th September 2024 – With the offshore wind …

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Climate anxiety affects nearly half of young people aged 16-25. Students like second-year Rachel Mohammed find hope and inspiration through her involvement in innovative climate solutions, working alongside peers who share her determination. “I’ve met so many people at MIT who are dedicated to finding climate solutions in ways that I had never imagined, dreamed of, or heard of. That is what keeps me going, and I’m doing my part,” she says.

Hydrogen-fueled engines

Hydrogen offers the potential for zero or near-zero emissions, with the ability to reduce greenhouse gases and pollution by 29 percent. However, the hydrogen industry faces many challenges related to storage solutions and costs.

Mohammed leads the hydrogen team on MIT’s Electric Vehicle Team (EVT), which is dedicated to harnessing hydrogen power to build a cleaner, more sustainable future. EVT is one of several student-led build teams at the Edgerton Center focused on innovative climate solutions. Since its founding in 1992, the Edgerton Center has been a hub for MIT students to bring their ideas to life.

Hydrogen is mostly used in large vehicles like trucks and planes because it requires a lot of storage space. EVT is building their second iteration of a motorcycle based on what Mohammed calls a “goofy hypothesis” that you can use hydrogen to power a small vehicle. The team employs a hydrogen fuel cell system, which generates electricity by combining hydrogen with oxygen. However, the technology faces challenges, particularly in storage, which EVT is tackling with innovative designs for smaller vehicles.

Presenting at the 2024 World Hydrogen Summit reaffirmed Mohammed’s confidence in this project. “I often encounter skepticism, with people saying it’s not practical. Seeing others actively working on similar initiatives made me realize that we can do it too,” Mohammed says.

The team’s first successful track test last October allowed them to evaluate the real-world performance of their hydrogen-powered motorcycle, marking a crucial step in proving the feasibility and efficiency of their design.

MIT’s Sustainable Engine Team (SET), founded by junior Charles Yong, uses the combustion method to generate energy with hydrogen. This is a promising technology route for high-power-density applications, like aviation, but Yong believes it hasn’t received enough attention. Yong explains, “In the hydrogen power industry, startups choose fuel cell routes instead of combustion because gas turbine industry giants are 50 years ahead. However, these giants are moving very slowly toward hydrogen due to its not-yet-fully-developed infrastructure. Working under the Edgerton Center allows us to take risks and explore advanced tech directions to demonstrate that hydrogen combustion can be readily available.”

Both EVT and SET are publishing their research and providing detailed instructions for anyone interested in replicating their results.

© Photo: Adam Glanzman