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California will host a billion-dollar 'hydrogen hub.' What it means for our energy future

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Thursday, July 25, 2024

To its most ardent supporters, the emergence of a “hydrogen economy” is nothing but wonderful: good for the climate, good for the environment, good for human health, good for the economy, good for jobs, good for the historically overlooked and disadvantaged members of society.Is it?California is about to find out. Aggressive and impactful reporting on climate change, the environment, health and science. The federal government plans to spend $7 billion to $8 billion to build a hydrogen economy in the U.S. The money will be allocated to seven regional “hydrogen hubs” across the U.S. mainland. Six cover multiple states. California gets a hub of its own — and $1.2 billion. Private investment would add an additional $11 billion or so. The money will soon start flowing: A deal was signed with the U.S. Department of Energy in mid-July. The deal creates a new “public-private partnership” to run the hub, called ARCHES — the Alliance for Renewable Clean Hydrogen Energy Systems. The operation will disburse money for projects around the state. Hydrogen producers, oil companies, gas companies, green energy companies, environmental policy groups, long-haul trucking companies and fuel cell makers are among the applicants. Southern California Gas Co. already has announced plans to build a dedicated clean hydrogen pipeline in the L.A. region called Angeles Link.The program will kick off with 37 projects — yet to be announced — spread across the state with a heavy concentration in the Central Valley. More than 10 sites will produce enough clean renewable hydrogen to fuel the projects below and kickstart the buildout of the greater hydrogen ecosystem. (Source: ARCHES) These projects will replace diesel-powered cargo-handling equipment with hydrogen fuel cell equivalents and associated fueling infrastructure, reducing emissions and community health impacts while reimagining large-scale transportation operations. ARCHES plans to build more than 60 hydrogen fueling stations to enable more than 5,000 fuel cell electric trucks and more than 1,000 fuel cell electric buses — directly replacing diesel fuel with a zero-emissions option. The Los Angeles Department of Water and Power and the Northern California Power Agency will transition key power plants to 100% renewable hydrogen. Distributed fuel cells will be used to support grid operations throughout the state, including on the reservation of the Rincon Band of Luiseño Indians. A first-of-its-kind, hydrogen-powered, 140-foot, 50-person marine research vessel will use liquid hydrogen to replace tens of thousands of gallons of diesel fuel a year. The vessel will significantly reduce CO2 emissions and demonstrate a sustainable path forward for smaller boats. What is a hydrogen hub? That’s a lot of money, bureaucracy and infrastructure — so what exactly does California get when it gets a hydrogen hub?Consider an analogy — the gasoline supply chain. Oil is refined into gasoline, the gasoline is shipped by truck or pipeline, and end users burn it to produce energy. A hydrogen hub would act much the same, but with far lower levels of climate-disrupting greenhouse gases — ideally. Hydrogen not expected to replace all fossil fuels, not even close — the state wants electricity to pick up most of that load. But electricity won’t work in some industrial sectors, and hydrogen could fill some of those gaps.The idea is to seed the market with government money, set regulations that require reduction in greenhouse gases and create demand (currently close to nonexistent) and hope that a new technology or industry can scale up enough to dramatically reduce costs and prices.Hydrogen is the most abundant element in the universe, and a powerful energy source. (The sun is mostly hydrogen.) When burned, unlike carbon-based molecules, hydrogen gives off no greenhouse gases.It’s the leading candidate to address hard-to-decarbonize energy sectors that are difficult or impossible to run on electricity. Topping the list: long-haul trucking, steel making, glass making, cement making, heavy cargo handling equipment, large aircraft and ocean-going vessels. With some equipment modification, it could even be swapped for natural gas at electricity-generation plants.The big problem: Making clean or green hydrogen costs a lot of money, far more than the market can currently bear. “It is expensive to produce, expensive to transport, expensive to store, expensive to distribute and expensive to use,” said Michael Liebreich, a managing partner at clean energy investment firm EcoPragma Capital and a fixture at clean energy conferences around the world.The hydrogen hubs’ main aim? A dramatic reduction in hydrogen’s cost and the creation of new markets for the stuff. Federal and state money will be used as leverage to attract private industry and finance the creation of a new infrastructure, scaling it up to get costs down while subsidizing the price for end users until it becomes affordable without taxpayer help.Hydrogen markets aren’t new. A big international market for affordable hydrogen, in place for decades, trades about 95 million tons a year. Hydrogen feedstock is used to create ammonia for fertilizer and other products, and to help refine oil into gasoline, diesel and other fossil fuels. But making those millions of tons is a dirty, fossil-fuel-heavy game.“Making” is a loose term. Hydrogen, of course, already exists. But it’s largely inaccessible on its own. Except for some scarce underground deposits, pure hydrogen must be coaxed out of other molecules.The hydrogen atom — one proton, one electron — loves to hook up with other elements. Hydrogen is an ingredient in molecular matter that ranges from methane to vegetable fats to salt water, drinking water, waste water. H2O, right?It’s also an essential component of hydrocarbons like oil and natural gas. Without the carbon, though, it’s as clean as an energy source can get.Pulling it apart from its partners and isolating it for industrial use only recently has begun to move from dirty to clean. Currently, nearly all hydrogen production requires high heat and methane, the prime constituent of natural gas. Liquid water is heated to steam and mixed with methane to produce hydrogen and carbon dioxide. That process typically costs between $1 and $2 per kilogram.California is the second-largest user of this so-called gray hydrogen in the U.S., said ARCHES Chief Executive Angelina Galiteva. The budding clean hydrogen industry has come up with a color scheme to identify the dirty process known as methane steam reformation and make it easier for the general public to understand cleaner alternatives.The dirty way is called gray hydrogen. The cost ranges from 98 cents to $2.93 per kilogram, according to new-energy market researcher BloombergNEF.But cleaner production methods are identified with other colors: blue, green, even pink. Eventually, they’ll have to compete with gray hydrogen on costs, or government subsidies will need to continue forever.Blue hydrogen uses the gray methane method, but rather than letting CO2 escape, the greenhouse gas is captured and stored. BloombergNEF estimates current costs between $1.80 and $4.70 per kilogram.Green hydrogen employs a completely different production method, called electrolysis. The only ingredient is water. A massive machine pushes heavy currents of electricity through the water to split the molecules into their constituent elements, hydrogen and oxygen. If solar or wind (or nuclear) energy is used to power the electrolyzer, no carbon dioxide is emitted. The current cost of electrolytic green hydrogen, however, is steep: $4.50 to $12 per kilogram. (ARCHES will also fund projects that convert plant waste from forest floors and agricultural lands into hydrogen.)The hydrogen hubs will be funded to create the infrastructure for all three: blue, green and pink, with some regions specializing in a color or two. For California, the color is green.Environmental and other concerns Cost is hardly the only challenge facing the hydrogen hubs. Hundreds of miles of pipelines must be constructed, new trucks powered by hydrogen assembled, hydrogen fueling stations placed along highways, and hydrogen storage units built.Several environmental groups have come out against them, especially the hubs focused on blue hydrogen, which their foes consider a sop to the fossil-fuel industry with high potential for carbon dioxide leaks.Even green hydrogen has drawn opposition from some who say it makes little sense to redirect an electric utility’s solar and wind power away from existing customers to make hydrogen, leaving those customers with dirtier alternatives. Those critics want the hydrogen industry to build its own clean electricity generators. The U.S. Department of Treasury is reviewing the rules around hydrogen tax credits that could have a huge impact on the budding industry. Will credits apply to green hydrogen producers that tap into existing solar projects (thus competing with residential and other industrial users), or must they use new, dedicated solar plants? Will producers of green hydrogen get full credit only when renewable energy is online, or will they be allowed to mix in some dirtier stuff when renewables aren’t readily accessible?Environmental groups and industry players eagerly await the decision. The tax credits could be worth hundreds of billions of dollars across the seven hydrogen hubs, according to climate economist Danny Cullenward.The Environmental Defense Fund believes clean hydrogen is important for hard-to-decarbonize industries. It generally supports green hydrogen, but with caveats.The tiny size of hydrogen atoms and molecules (hydrogen atoms tend to link themselves into couples to create the molecule H2) makes them especially prone to leaks from pipelines and other containers, said Katelyn Roedner Sutter, the EDF’s representative in Sacramento. “Hydrogen is very small and slippery, and it leaks really easily and can leak anywhere,” she said. While hydrogen is not a greenhouse gas, she points out, it can still play an indirect role in damaging the atmosphere because it can react with other compounds.Water is also an issue in drought-prone California. “There are certainly questions about where the water is going to come from,” she said.Green hydrogen “certainly has potential” she said. “All of these details matter.”Galiteva, the CEO of ARCHES, said leakage issues will be addressed, and the water problems too — with details to come later. But she’s “very perplexed” about environmentalists’ opposition. “We’re going to be decarbonizing the most polluting of all sectors — transportation, heavy industry, airplanes, shipping,” she said. “It’s like being against motherhood and apple pie to be against green hydrogen.”ARCHES is not a government body; it’s a nonprofit company, registered as a private limited liability corporation, or LLC. It’s owned by four partners: The University of California Board of Regents; the California Governor’s Office of Business and Economic Development; the State Building and Construction Trades Council of California; and the Renewables 100 Policy Institute.Galiteva, Renewables 100’s co-founder, said ARCHES estimates the California hub will create 220,400 jobs, with high priority given to union labor. Health-wise, ARCHES claims that by 2031, $2.95 billion will be saved in health-related costs each year, as diesel fuel use declines. And $380 million will be invested in disadvantaged communities, including workforce development. But first, hubs must reduce sky-high costs for clean hydrogen while boosting what’s now virtually nonexistent demand. That kind of cost reduction is aggressive, even audacious, for a government project. “The timeline is ambitious,” Galiteva said. “Our goal is to get it to $2 per kilogram” at wholesale prices. “If we can get it to $5 we can make it cost competitive with diesel fuel at the pump.”California’s few hydrogen stations now charge up to $36 per kilogram. Precise comparisons with diesel or gasoline are difficult and depend on use. But fuel for a trip from Los Angeles to San Francisco in a Toyota Mirai or Hyundai Nexo fuel cell car would cost about twice as much as the same trip in a gasoline car. (The two Japanese automakers partially subsidize fuel costs when they lease the cars to Californians.)The U.S. is hardly the only country attempting to build a hydrogen economy. China, Japan, South Korea, several countries in Europe, and Saudi Arabia are all sinking hundreds of billions into their efforts. More than 40 countries have developed national hydrogen strategies, according to the International Energy Agency. All face similar cost challenges.Clean hydrogen will require massive spending on clean electrical power. Renewable power plants need to be built, transmission lines strung, electric substations upgraded or newly constructed, just to accommodate hydrogen production. That’s on top of the electric grid infrastructure already under strain and with new demands from electric vehicles and artificial intelligence server farms. The L.A. Department of Water and Power plans to convert the Scattergood Generating Station near Dockweiler Beach from burning natural gas to burning green hydrogen. (Jay L. Clendenin / Los Angeles Times) The road ahead for California To provide the amount of clean hydrogen needed to meet California’s 2045 climate goals, the state’s production must grow dramatically, according to ARCHES — from 6.8 million tons annually in 2023 to 71 million tons in 2045.Rapid price reduction has worked in renewable energy. Can it work for clean hydrogen? “We did it with wind and solar, and we need to do it with hydrogen as well,” said state Sen. Anna Caballero, whose district covers a wide swath of rural territory west of Merced and Fresno.Galiteva and other hydrogen proponents point out that early solar power skeptics were proved wrong and that costs have plummeted consistently over time. That’s due mainly to increasing manufacturing experience, better understanding of materials, and scale. But that took decades. The hydrogen hubs aim to reduce costs dramatically in less than 10 years.Green hydrogen production, for example, requires expensive industrial-size electrolyzers to split water. The basic technology is almost as old as the electric battery. Whether the equipment can be built affordably at scale is yet to be proved.“We’re in the early days of green hydrogen electrolysis,” said Marty Neese, chief executive at electrolysis startup Verdagy in Morro Bay.Blue hydrogen has its own cost issues. It requires vast underground real estate. Both will require new pipelines to ship the gas where it’s needed. Trucks won’t cut it in the long run — even compressed hydrogen gas would require 20 tanker trucks to transport the same amount of energy that a single truck with a load of diesel fuel can deliver.On top of all that, the permitting process and local opposition to industrial development, with all the lawsuits that entails, can be added to the list of challenges.But if it works, by the middle of this century, thousands of diesel-powered semis will be replaced with quieter, cleaner hydrogen trucks. Steel, glass and other essential products can be produced spewing far less planet-warming, health-damaging pollution. Perhaps even commercial aviation could see a clean revolution. To the federal government and the state of California, that future is worth a multibillion-dollar bet.

In the race to decarbonize energy and fuel, the federal government is spending billions to create hydrogen economies. California will be one of several hydrogen hubs — here's what that will mean.

To its most ardent supporters, the emergence of a “hydrogen economy” is nothing but wonderful: good for the climate, good for the environment, good for human health, good for the economy, good for jobs, good for the historically overlooked and disadvantaged members of society.

Is it?

California is about to find out.

Aggressive and impactful reporting on climate change, the environment, health and science.

The federal government plans to spend $7 billion to $8 billion to build a hydrogen economy in the U.S. The money will be allocated to seven regional “hydrogen hubs” across the U.S. mainland. Six cover multiple states. California gets a hub of its own — and $1.2 billion. Private investment would add an additional $11 billion or so. The money will soon start flowing: A deal was signed with the U.S. Department of Energy in mid-July.

The deal creates a new “public-private partnership” to run the hub, called ARCHES — the Alliance for Renewable Clean Hydrogen Energy Systems. The operation will disburse money for projects around the state. Hydrogen producers, oil companies, gas companies, green energy companies, environmental policy groups, long-haul trucking companies and fuel cell makers are among the applicants. Southern California Gas Co. already has announced plans to build a dedicated clean hydrogen pipeline in the L.A. region called Angeles Link.

The program will kick off with 37 projects — yet to be announced — spread across the state with a heavy concentration in the Central Valley.

What is a hydrogen hub?

That’s a lot of money, bureaucracy and infrastructure — so what exactly does California get when it gets a hydrogen hub?

Consider an analogy — the gasoline supply chain. Oil is refined into gasoline, the gasoline is shipped by truck or pipeline, and end users burn it to produce energy. A hydrogen hub would act much the same, but with far lower levels of climate-disrupting greenhouse gases — ideally.

Hydrogen not expected to replace all fossil fuels, not even close — the state wants electricity to pick up most of that load. But electricity won’t work in some industrial sectors, and hydrogen could fill some of those gaps.

The idea is to seed the market with government money, set regulations that require reduction in greenhouse gases and create demand (currently close to nonexistent) and hope that a new technology or industry can scale up enough to dramatically reduce costs and prices.

Hydrogen is the most abundant element in the universe, and a powerful energy source. (The sun is mostly hydrogen.) When burned, unlike carbon-based molecules, hydrogen gives off no greenhouse gases.

It’s the leading candidate to address hard-to-decarbonize energy sectors that are difficult or impossible to run on electricity. Topping the list: long-haul trucking, steel making, glass making, cement making, heavy cargo handling equipment, large aircraft and ocean-going vessels. With some equipment modification, it could even be swapped for natural gas at electricity-generation plants.

The big problem: Making clean or green hydrogen costs a lot of money, far more than the market can currently bear. “It is expensive to produce, expensive to transport, expensive to store, expensive to distribute and expensive to use,” said Michael Liebreich, a managing partner at clean energy investment firm EcoPragma Capital and a fixture at clean energy conferences around the world.

The hydrogen hubs’ main aim? A dramatic reduction in hydrogen’s cost and the creation of new markets for the stuff. Federal and state money will be used as leverage to attract private industry and finance the creation of a new infrastructure, scaling it up to get costs down while subsidizing the price for end users until it becomes affordable without taxpayer help.

Hydrogen markets aren’t new. A big international market for affordable hydrogen, in place for decades, trades about 95 million tons a year. Hydrogen feedstock is used to create ammonia for fertilizer and other products, and to help refine oil into gasoline, diesel and other fossil fuels. But making those millions of tons is a dirty, fossil-fuel-heavy game.

“Making” is a loose term. Hydrogen, of course, already exists. But it’s largely inaccessible on its own. Except for some scarce underground deposits, pure hydrogen must be coaxed out of other molecules.

The hydrogen atom — one proton, one electron — loves to hook up with other elements. Hydrogen is an ingredient in molecular matter that ranges from methane to vegetable fats to salt water, drinking water, waste water. H2O, right?

It’s also an essential component of hydrocarbons like oil and natural gas. Without the carbon, though, it’s as clean as an energy source can get.

Pulling it apart from its partners and isolating it for industrial use only recently has begun to move from dirty to clean. Currently, nearly all hydrogen production requires high heat and methane, the prime constituent of natural gas. Liquid water is heated to steam and mixed with methane to produce hydrogen and carbon dioxide. That process typically costs between $1 and $2 per kilogram.

California is the second-largest user of this so-called gray hydrogen in the U.S., said ARCHES Chief Executive Angelina Galiteva.

The budding clean hydrogen industry has come up with a color scheme to identify the dirty process known as methane steam reformation and make it easier for the general public to understand cleaner alternatives.

The dirty way is called gray hydrogen. The cost ranges from 98 cents to $2.93 per kilogram, according to new-energy market researcher BloombergNEF.

But cleaner production methods are identified with other colors: blue, green, even pink. Eventually, they’ll have to compete with gray hydrogen on costs, or government subsidies will need to continue forever.

Blue hydrogen uses the gray methane method, but rather than letting CO2 escape, the greenhouse gas is captured and stored. BloombergNEF estimates current costs between $1.80 and $4.70 per kilogram.

Green hydrogen employs a completely different production method, called electrolysis. The only ingredient is water. A massive machine pushes heavy currents of electricity through the water to split the molecules into their constituent elements, hydrogen and oxygen. If solar or wind (or nuclear) energy is used to power the electrolyzer, no carbon dioxide is emitted. The current cost of electrolytic green hydrogen, however, is steep: $4.50 to $12 per kilogram. (ARCHES will also fund projects that convert plant waste from forest floors and agricultural lands into hydrogen.)

The hydrogen hubs will be funded to create the infrastructure for all three: blue, green and pink, with some regions specializing in a color or two. For California, the color is green.

Environmental and other concerns

Cost is hardly the only challenge facing the hydrogen hubs. Hundreds of miles of pipelines must be constructed, new trucks powered by hydrogen assembled, hydrogen fueling stations placed along highways, and hydrogen storage units built.

Several environmental groups have come out against them, especially the hubs focused on blue hydrogen, which their foes consider a sop to the fossil-fuel industry with high potential for carbon dioxide leaks.

Even green hydrogen has drawn opposition from some who say it makes little sense to redirect an electric utility’s solar and wind power away from existing customers to make hydrogen, leaving those customers with dirtier alternatives. Those critics want the hydrogen industry to build its own clean electricity generators.

The U.S. Department of Treasury is reviewing the rules around hydrogen tax credits that could have a huge impact on the budding industry. Will credits apply to green hydrogen producers that tap into existing solar projects (thus competing with residential and other industrial users), or must they use new, dedicated solar plants? Will producers of green hydrogen get full credit only when renewable energy is online, or will they be allowed to mix in some dirtier stuff when renewables aren’t readily accessible?

Environmental groups and industry players eagerly await the decision. The tax credits could be worth hundreds of billions of dollars across the seven hydrogen hubs, according to climate economist Danny Cullenward.

The Environmental Defense Fund believes clean hydrogen is important for hard-to-decarbonize industries. It generally supports green hydrogen, but with caveats.

The tiny size of hydrogen atoms and molecules (hydrogen atoms tend to link themselves into couples to create the molecule H2) makes them especially prone to leaks from pipelines and other containers, said Katelyn Roedner Sutter, the EDF’s representative in Sacramento. “Hydrogen is very small and slippery, and it leaks really easily and can leak anywhere,” she said. While hydrogen is not a greenhouse gas, she points out, it can still play an indirect role in damaging the atmosphere because it can react with other compounds.

Water is also an issue in drought-prone California. “There are certainly questions about where the water is going to come from,” she said.

Green hydrogen “certainly has potential” she said. “All of these details matter.”

Galiteva, the CEO of ARCHES, said leakage issues will be addressed, and the water problems too — with details to come later. But she’s “very perplexed” about environmentalists’ opposition. “We’re going to be decarbonizing the most polluting of all sectors — transportation, heavy industry, airplanes, shipping,” she said. “It’s like being against motherhood and apple pie to be against green hydrogen.”

ARCHES is not a government body; it’s a nonprofit company, registered as a private limited liability corporation, or LLC. It’s owned by four partners: The University of California Board of Regents; the California Governor’s Office of Business and Economic Development; the State Building and Construction Trades Council of California; and the Renewables 100 Policy Institute.

Galiteva, Renewables 100’s co-founder, said ARCHES estimates the California hub will create 220,400 jobs, with high priority given to union labor. Health-wise, ARCHES claims that by 2031, $2.95 billion will be saved in health-related costs each year, as diesel fuel use declines. And $380 million will be invested in disadvantaged communities, including workforce development.

But first, hubs must reduce sky-high costs for clean hydrogen while boosting what’s now virtually nonexistent demand. That kind of cost reduction is aggressive, even audacious, for a government project. “The timeline is ambitious,” Galiteva said. “Our goal is to get it to $2 per kilogram” at wholesale prices. “If we can get it to $5 we can make it cost competitive with diesel fuel at the pump.”

California’s few hydrogen stations now charge up to $36 per kilogram. Precise comparisons with diesel or gasoline are difficult and depend on use. But fuel for a trip from Los Angeles to San Francisco in a Toyota Mirai or Hyundai Nexo fuel cell car would cost about twice as much as the same trip in a gasoline car. (The two Japanese automakers partially subsidize fuel costs when they lease the cars to Californians.)

The U.S. is hardly the only country attempting to build a hydrogen economy. China, Japan, South Korea, several countries in Europe, and Saudi Arabia are all sinking hundreds of billions into their efforts. More than 40 countries have developed national hydrogen strategies, according to the International Energy Agency. All face similar cost challenges.

Clean hydrogen will require massive spending on clean electrical power. Renewable power plants need to be built, transmission lines strung, electric substations upgraded or newly constructed, just to accommodate hydrogen production. That’s on top of the electric grid infrastructure already under strain and with new demands from electric vehicles and artificial intelligence server farms.

Industrial infrastructure of the DWP's Scattergood natural gas plant near El Segundo.

The L.A. Department of Water and Power plans to convert the Scattergood Generating Station near Dockweiler Beach from burning natural gas to burning green hydrogen.

(Jay L. Clendenin / Los Angeles Times)

The road ahead for California

To provide the amount of clean hydrogen needed to meet California’s 2045 climate goals, the state’s production must grow dramatically, according to ARCHES — from 6.8 million tons annually in 2023 to 71 million tons in 2045.

Rapid price reduction has worked in renewable energy. Can it work for clean hydrogen? “We did it with wind and solar, and we need to do it with hydrogen as well,” said state Sen. Anna Caballero, whose district covers a wide swath of rural territory west of Merced and Fresno.

Galiteva and other hydrogen proponents point out that early solar power skeptics were proved wrong and that costs have plummeted consistently over time. That’s due mainly to increasing manufacturing experience, better understanding of materials, and scale. But that took decades. The hydrogen hubs aim to reduce costs dramatically in less than 10 years.

Green hydrogen production, for example, requires expensive industrial-size electrolyzers to split water. The basic technology is almost as old as the electric battery. Whether the equipment can be built affordably at scale is yet to be proved.

“We’re in the early days of green hydrogen electrolysis,” said Marty Neese, chief executive at electrolysis startup Verdagy in Morro Bay.

Blue hydrogen has its own cost issues. It requires vast underground real estate. Both will require new pipelines to ship the gas where it’s needed. Trucks won’t cut it in the long run — even compressed hydrogen gas would require 20 tanker trucks to transport the same amount of energy that a single truck with a load of diesel fuel can deliver.

On top of all that, the permitting process and local opposition to industrial development, with all the lawsuits that entails, can be added to the list of challenges.

But if it works, by the middle of this century, thousands of diesel-powered semis will be replaced with quieter, cleaner hydrogen trucks. Steel, glass and other essential products can be produced spewing far less planet-warming, health-damaging pollution. Perhaps even commercial aviation could see a clean revolution. To the federal government and the state of California, that future is worth a multibillion-dollar bet.

Read the full story here.
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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

Steelhead trout rescued from Palisades fire spawn in their new Santa Barbara County home

After a stressful journey out of the burn zone in Malibu, the endangered trout have spawned in their adopted stream in Santa Barbara County.

Wildlife officials feared critically endangered steelhead trout rescued from the Palisades fire burn scar might not be up for spawning after all they’d been through over the last few months.After their watershed in the Santa Monica Mountains was scorched in January, the fish were stunned with electricity, scooped up in buckets, trucked to a hatchery, fed unfamiliar food and then moved to a different creek. It was all part of a liberation effort pulled off in the nick of time. “This whole thing is just a very stressful and traumatic event, and I’m happy that we didn’t really kill many fish,” said Kyle Evans, an environmental program manager for the California Department of Fish and Wildlife, which led the rescue. “But I was concerned that I might have just disrupted this whole months-long process of getting ready to spawn.” Steelhead were once abundant in Southern California, but their numbers plummeted amid coastal development and overfishing. A distinct Southern California population is listed as endangered at the state and federal level. (Alex Vejar / California Department of Fish and Wildlife) But this month spawn they did.It’s believed that there are now more than 100 baby trout swishing around their new digs in Arroyo Hondo Creek in Santa Barbara County.Their presence is a triumph — for the species and for their adopted home.However, more fish require more suitable habitat, which is lacking in Southern California — in part due to drought and the increased frequency of devastating wildfires. Steelhead trout are the same species as rainbow trout, but they have different lifestyles. Steelheads migrate to the ocean and return to their natal streams to spawn, while rainbows spend their lives in freshwater.Steelhead were once abundant in Southern California, but their numbers plummeted amid coastal development and overfishing. A distinct Southern California population is listed as endangered at the state and federal level.The young fish sighted this month mark the next generation of what was the last population of steelhead in the Santa Monica Mountains, a range that stretches from the Hollywood Hills to Point Mugu in Ventura County. They also represent the return of a species to a watershed that itself was devastated by a fire four years ago, but has since recovered. It’s believed that there are now more than 100 baby trout swishing around their new digs in Arroyo Hondo Creek in Santa Barbara County. (Kyle Kusa / Land Trust for Santa Barbara County) The Alisal blaze torched roughly 95% of the Arroyo Hondo Preserve located west of Santa Barbara, and subsequent debris flows choked the creek of the same name that housed steelhead. All the fish perished, according to Meredith Hendricks, executive director of the Land Trust for Santa Barbara County, a nonprofit organization that owns and manages the preserve.“To be able to … offer space for these fish to be transplanted to — when we ourselves had experienced a similar situation but lost our fish — it was just a really big deal,” Hendricks said. Arroyo Hondo Creek bears similarities to the trout’s native Topanga Creek; they are both coastal streams of roughly the same size. And it has a bonus feature: a state-funded fish passage constructed under Highway 101 in 2008, which improved fish movement between the stream and the ocean.Spawning is a biologically and energetically demanding endeavor for steelhead, and the process likely began in December or earlier, according to Evans.That means it was already underway when 271 steelhead were evacuated in January from Topanga Creek, a biodiversity hot spot located in Malibu that was badly damaged by the Palisades fire.It continued when they were hauled about 50 miles north to a hatchery in Fillmore, where they hung out until 266 of them made it to Arroyo Hondo the following month.State wildlife personnel regularly surveyed the fish in their new digs but didn’t see the spawning nests, which can be missed. VIDEO | 00:16 Steelhead trout in Arroyo Hondo Creek in Santa Barbara County Steelhead trout in Arroyo Hondo Creek in Santa Barbara County. (Calif. Dept. of Fish & Game) Then, on April 7, Evans got a text message from the Land Trust’s land programs director, Leslie Chan, with a video that appeared to show a freshly hatched young-of-the-year — the wonky name for fish born during the steelheads’ sole annual spawn.The following day, Evans’ team was dispatched to the creek and confirmed the discovery. They tallied about 100 of the newly hatched fish. The young trout span roughly one inch and, as Evans put it, aren’t too bright. They hang out in the shallows and don’t bolt from predators.“They’re kind of just happy to be alive, and they’re not really trying to hide,” he said.By the end of summer, Evans estimates two-thirds will die off. But the survivors are enough to keep the population charging onward. Evans hopes that in a few years, there will be three to four times the number of fish that initially moved in.The plan is to eventually relocate at least some back to their native home of Topanga Creek.Right now, Topanga “looks pretty bad,” Evans said. The Palisades fire stripped the surrounding hillsides of vegetation, paving the way for dirt, ash and other material to pour into the waterway. Another endangered fish, northern tidewater gobies, were rescued from the same watershed shortly before the steelhead were liberated. Within two days of the trouts’ removal, the first storm of the season arrived, likely burying the remaining fish in a muddy slurry. Citizen scientists Bernard Yin, center, and Rebecca Ramirez, right, join government agency staffers in rescuing federally endangered fish in the Topanga Lagoon in Malibu on Jan. 17. (Christina House / Los Angeles Times) Evans expects it will be about four years before Topanga Creek is ready to support steelhead again, based on his experience observing streams recover after the Thomas, Woolsey, Alisal and other fires. There’s also discussion about moving around steelhead to create backup populations should calamity befall one, as well as boost genetic diversity of the rare fish.For example, some of the steelhead saved from Topanga could be moved to Malibu Creek, another stream in the Santa Monica Mountains that empties into Santa Monica Bay. There are efforts underway to remove the 100-foot Rindge Dam in Malibu Creek to open up more habitat for the fish.“As we saw, if you have one population in the Santa Monica Mountains and a fire happens, you could just lose it forever,” Evans said. “So having fish in multiple areas is the kind of way to defend against that.”With the Topanga Creek steelhead biding their time up north, it’s believed there are none currently inhabiting the Santa Monicas. Habitat restoration is key for the species’ survival, according to Evans, who advocates for directing funding to such efforts, including soon-to-come-online money from Proposition 4, a $10-billion bond measure to finance water, clean energy and other environmental projects.“It doesn’t matter how many fish you have, or if you’re growing them in a hatchery, or what you’re doing,” he said. “If they can’t be supported on the landscape, then there’s no point.”Some trout will end up making their temporary lodging permanent, according to Hendricks, of the Land Trust. Arroyo Hondo is a long creek with plenty of nooks and crannies for trout to hide in. So when it comes time to bring the steelhead home, she said, “I’m sure some will get left behind.”

Chicago Teachers Union secures clean energy wins in new contract

The Chicago Teachers Union expects its new, hard-fought contract to help drive clean energy investments and train the next generation of clean energy workers, even as the Trump administration attacks such priorities. The contract approved by 97% of union members this month represents the first time the union has…

The Chicago Teachers Union expects its new, hard-fought contract to help drive clean energy investments and train the next generation of clean energy workers, even as the Trump administration attacks such priorities. The contract approved by 97% of union members this month represents the first time the union has bargained with school officials specifically around climate change and energy, said union Vice President Jackson Potter. The deal still needs to be approved by the Chicago Board of Education. If approved, the contract will result in new programs that prepare students for clean energy jobs, developed in collaboration with local labor unions. It mandates that district officials work with the teachers union to seek funding for clean energy investments and update a climate action plan by 2026. And it calls for installing heat pumps and outfitting 30 schools with solar panels — if funding can be secured. During almost a year of contentious negotiations, the more than 25,000-member union had also demanded paid climate-educator positions, an all-electric school bus fleet, and that all newly constructed schools be carbon-free. While those provisions did not end up in the final agreement, leaders say the four-year contract is a ​“transformative” victory that sets the stage for more ambitious demands next time. “This contract is setting the floor of what we hope we can accomplish,” said Lauren Bianchi, who taught social studies at George Washington High School on the city’s South Side for six years before becoming green schools organizer for the union. ​“It shows we can win on climate, even despite Trump.” The climate-related provisions are part of what the Chicago Teachers Union and an increasing number of unions nationwide refer to as ​“common good” demands, meant to benefit not only their members in the workplace but the entire community. In this and its 2019 contract, the Chicago union also won ​“common good” items such as protections for immigrant students and teachers, and affordable housing–related measures. The new contract also guarantees teachers academic freedom at a time when the federal government is trying to limit schools from teaching materials related to diversity, equity, and inclusion. “Black history, Indigenous history, climate science — that’s protected instruction now,” said Potter. Chicago Public Schools did not respond to emailed questions for this story, except to forward a press release that did not mention clean energy provisions. Training Chicago’s students for clean energy jobs The union crafted its proposals based on discussions with three environmental and community organizations, Bianchi said — the Southeast Environmental Task Force, People for Community Recovery, and ONE Northside. The Southeast Environmental Task Force led the successful fight to ban new petcoke storage in Chicago, and the group’s co-executive director Olga Bautista is also vice president of the 21-member school board. People for Community Recovery was founded by Hazel Johnson, who is often known as ​“the mother of the environmental justice movement.” And ONE Northside emphasizes the link between clean energy and affordable housing. Clean energy job training was a priority for all three of the organizations, Potter said. Under the contract, the union and district officials will work with other labor unions to create pre-apprenticeship programs for students, which are crucial to entering the union-dominated building trades to install solar, do energy-efficiency overhauls, and electrify homes with heat pumps and other technology. The contract demands the district create one specific new clean energy jobs pathway program during each year of the four-year contract. It also mandates renovating schools for energy efficiency and installing modern HVAC systems, and orders the school district to work with trade unions to create opportunities for Chicago Public Schools students and graduates to be hired for such work. “The people in the community have identified jobs and economic justice as being essential for environmental justice,” said Bianchi. ​“I’ve mostly taught juniors and seniors; a lot expressed frustration that college is not their plan. They wish they could learn job skills to enter a trade.” Chicago schools progress on solar, energy efficiency, and electrification Installing solar could help the district meet its clean energy goals, which include sourcing 100% of its electricity from renewables by this year. The district has invested more than $6 million in energy efficiency and efficient lighting since 2018, and cut its carbon dioxide emissions by more than 27,000 metric tons, school district spokesperson Evan Moore told Canary Media last fall as contract negotiations were proceeding. The schools are eligible for subsidized solar panels under the state Illinois Shines program, and they can tap the federal 30% investment tax credit for solar arrays, with a new direct-pay option tailored to tax-exempt organizations like schools.

Costa Rica Proposes Strict Penalties for Illegal National Park Entries

Costa Rica is cracking down on illegal entries into its national parks and protected areas, citing dangers to visitors and environmental harm. Franz Tattenbach, Minister of Environment and Energy (MINAE), has called on lawmakers to approve a bill imposing fines of up to ¢2.3 million (approximately $4,400) on individuals and tour operators who access these […] The post Costa Rica Proposes Strict Penalties for Illegal National Park Entries appeared first on The Tico Times | Costa Rica News | Travel | Real Estate.

Costa Rica is cracking down on illegal entries into its national parks and protected areas, citing dangers to visitors and environmental harm. Franz Tattenbach, Minister of Environment and Energy (MINAE), has called on lawmakers to approve a bill imposing fines of up to ¢2.3 million (approximately $4,400) on individuals and tour operators who access these areas without authorization. Over 500 unauthorized entries into Costa Rica’s 30 national parks and reserves, have been reported so far this year. High-risk areas like Poás, Turrialba, Rincón de la Vieja, and Arenal volcanoes are frequent targets, where illegal tours bypass safety protocols. Unscrupulous operators promote these “exclusive” experiences on social media, often lacking insurance, safety equipment, or trained guides. “These operators abandon clients if intercepted by authorities, leaving them vulnerable in hazardous areas,” Tattenbach said. Poás Volcano National Park, closed since March 26 due to seismic activity and ash emissions, remains a hotspot for illegal tours. The proposed bill, under discussion by MINAE and the National System of Conservation Areas (SINAC), would introduce fines ranging from ¢1.3 million to ¢2.3 million ($2,500 to $4,400) for unauthorized entry, targeting both operators and participants. If a rescue operation is required, involving the Costa Rican Red Cross or MINAE personnel, an additional fine of ¢2.3 million ($4,400) could be imposed. Current laws penalize illegal entry under Article 58 of Forestry Law 7575, with three months to three years in prison, but enforcement is inconsistent. The new bill aims to strengthen deterrence. “These hikes involve steep slopes, toxic gases, and the risk of volcanic eruptions, which can be fatal,” Tattenbach warned, citing the 2017 Poás eruption that closed the park for over a year. Illegal entries also threaten Costa Rica’s biodiversity, which includes 5% of the world’s species. Unauthorized trails disrupt ecosystems and increase risks of poaching, according to Jorge Mario Rodríguez, Vice Minister of Environment. The Volcanological and Seismological Observatory of Costa Rica (OVSICORI) monitors volcanic activity to inform park closures, but illegal tours undermine these safety measures. Increased Surveillance SINAC, the Costa Rican Fire Department, Red Cross, and Police Force will intensify surveillance going forward, targeting high-risk national parks and roadways to prevent unauthorized access, wildlife extraction, hunting, and trade in protected flora and fauna. “These operations safeguard our natural heritage and ensure visitor safety,” Tattenbach said. SINAC’s year-round efforts have intercepted numerous illegal tours in 2025. Visiting Parks Safely: MINAE and SINAC urge visitors to use authorized operators and purchase tickets via the SINAC website or park entrances. Guided tours, available through platforms like Viator or Get Your Guide, offer safe experiences in parks like Manuel Antonio or Corcovado. Tourists should check park statuses before planning visits, as closures due to volcanic activity or weather are common. “Respecting regulations protects both you and Costa Rica’s natural treasures,” Rodríguez said. Preserving Ecotourism: As the proposed bill awaits Legislative Assembly review, MINAE urges compliance to maintain Costa Rica’s status as a global conservation leader. For updates on the bill or park regulations, visit MINAE’s Website The post Costa Rica Proposes Strict Penalties for Illegal National Park Entries appeared first on The Tico Times | Costa Rica News | Travel | Real Estate.

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