Neural network pruning is a key technique for deploying artificial intelligence (AI) models based on deep neural networks (DNNs) on resource-constrained platforms, such as mobile devices. However, hardware conditions and resource availability vary greatly across different platforms, making it essential to design pruned models optimally suited to specific hardware configurations.Neural network pruning is a key technique for deploying artificial intelligence (AI) models based on deep neural networks (DNNs) on resource-constrained platforms, such as mobile devices. However, hardware conditions and resource availability vary greatly across different platforms, making it essential to design pruned models optimally suited to specific hardware configurations.Hardware[#item_full_content]

This post is part of an ongoing “What Is” series from Energy Innovation that answers some of today’s most pressing climate policy questions. The first in this series answered the question–What is Net-Zero?, and the second answered the question What is The Inflation Reduction Act?.

What is Clean Energy?

Fighting climate change is the challenge of our time—cutting emissions at the speed and scale science deems necessary will determine the future of nearly all living things on the planet for generations. It’s an overarching problem that impacts every corner of our society and economy, and it requires.

However, as complicated as the problem seems, the solution to cleaning up climate pollution is straightforward: Use clean energy to make electricity and use that clean electricity to power equipment like vehicles, factories, and appliances that currently burn fossil fuels.

But what counts as clean energy?

The answer to that question varies depending on who is responding, muddying the landscape, diverting resources from the best solutions, and costing precious time in the effort to cut climate pollution. But the bottom line is clear – energy isn’t clean if it generates greenhouse gas emissions or air pollution.

To set the record straight, here’s a guide that walks through the clearly clean energy technologies and those requiring more nuance.

The obvious candidates: Renewable energy

 Renewables—wind, solar, geothermal, and hydropower—are universally recognized as clean energy. To generate electricity, they harness natural processes like wind, the sun’s rays, the earth’s heat, and the flow of water. And because they don’t burn any feedstock like coal or natural gas, they emit no air or climate pollution, qualifying them as clean energy. These sources currently generate about 20 percent of U.S. electricity.

Renewables are a bedrock climate solution, they’re the cheapest form of power today and will keep getting cheaper over time, and we know how to reliably manage an electric grid with a high share of renewable energy.

YouTube Video about the ‘Falling clean energy costs mean now is the time to increase ambition,’ by Energy Innovation

Clean but not pollution-free: Nuclear power 

Nuclear power currently supplies 20 percent of the United States’s electricity, making it one of our largest sources of power free from climate pollution. Nuclear plants can provide around-the-clock zero-carbon power, meaning they’re an important part of a clean grid. While constructing new nuclear plants is a timely and expensive process, maintaining the operating nuclear fleet is critical to meeting climate goals, because if they aren’t online, fossil fuel power could fill that required generation capacity.

We consider nuclear power to be “clean” on the basis that it does not emit pollution, although it must be acknowledged nuclear plants do create nuclear waste, which has complicated storage requirements and can be hazardous. The lack of greenhouse gas emissions is the key distinction in this analysis.

Hydrogen: It’s complicated

 Hydrogen has long been discussed as a potential climate solution, and it has certain use cases where it will be needed to provide energy free from climate pollution in a way electrified processes cannot like steel production, aviation, and long-haul maritime shipping.

Ranking hydrogen’s decarbonization prospects by end-use sector from excellent to terrible.

However, even though burning hydrogen only emits water vapor, it’s complicated from a climate perspective. Hydrogen on its own scarcely exists in nature—generally it must be separated from other molecules using energy-intensive equipment called electrolyzers. If electrolyzers are powered by fossil fuels, the hydrogen they produce isn’t considered clean, since pollution occurs during the creation of that hydrogen, even if it only water vapor is emitted when the hydrogen itself is subsequently burned.

To be considered clean, hydrogen must be produced by electrolyzers powered by another clean energy source, ideally wind or solar. This is called green hydrogen.

Carbon capture and storage (CCS): Theoretically clean, absent in the real world

 CCS entails burning fossil fuels at a facility like a coal power plant or steel mill, and then sequestering the resulting climate pollution in an underground geologic formation or substance like limestone. While theoretically possible, this process is not and has not been used anywhere in the world at scale. Failures and cost overruns have plagued CCS demonstration projects. And while CCS captures carbon dioxide, it doesn’t capture traditional air pollution like soot, NOx, or Sox, all of which harms human health.

Natural gas: A bridge to nowhere

 Many industry groups have worked for years to brand natural gas as clean with the narrative of gas as a “bridge fuel” to a clean energy future often pushed by fossil fuel interest groups. But this is resoundingly false. Although natural gas emits half the carbon dioxide of coal, it still generates substantial amounts of climate pollution when burned.

And natural gas wells, pipelines, and appliances often leak methane, a much more potent greenhouse gas in terms of trapping heat in the atmosphere than carbon dioxide and is responsible for an estimated 20-30 percent of global warming since the Industrial Revolution.

There is no credible scenario in which natural gas can be considered clean from a climate perspective.

How policy can bring more clean energy online, faster

Because of clean energy’s superior economics, state and federal policy, and corporate climate goals, nearly all new additions to the U.S. electric grid are now clean.

In 2024, 96 percent of the new capacity added in the U.S. will consist of wind, solar, storage, and nuclear, all free from climate pollution. While this is a hopeful development, we’re still not adding clean energy fast enough.

Headwinds such as high interest rates, local siting challenges, supply chain constraints, and long wait times to connect to the grid are among the factors adding sand to the gears of the clean transition. Instituting smart policy can help ease the friction, including:

Improving regional and interregional transmission planning.
Accelerating interconnection by reducing the requirements on interconnection studies to only those necessary to connect the project to the grid.
Upgrading transmission lines using affordable technology to get big capacity increases in short timelines.
Implementing state and national clean electricity standards to mandate the transition to clean energy.
Improving regional sharing of electricity to improve reliability and resiliency.
And enabling demand-side solutions to meet peak loads quickly and affordably.

Clean energy is foundational to the fight against climate change—other solutions like electrification of transportation, buildings, and industry will only reach their fullest potential if clean energy supplies the electricity those technologies run on, rather than coal and natural gas.

Therefore, it’s crucial that policymakers, regulators, advocates, and businesses understand what energy sources are truly clean and which are imposters. Otherwise, they risk offering incentives, investments, and support to the wrong technologies that might only make our climate progress worse.

 

The post What Is Clean Energy? appeared first on Energy Innovation: Policy and Technology.

This post is part of an ongoing “What Is” series from Energy Innovation that answers some of today’s most pressing climate policy questions. The first in this series answered the question–What is Net-Zero?, and the second answered the question What is…
The post What Is Clean Energy? appeared first on Energy Innovation: Policy and Technology.[#item_full_content]

Letta, one of UC Berkeley’s most anticipated AI startups, has just come out of stealth

AI memory management startup Letta just emerged from stealth with $10 million in seed led by Felicis and a bunch of big-name angels.

© 2024 TechCrunch. All rights reserved. For personal use only.

AI memory management startup Letta just emerged from stealth with $10 million in seed led by Felicis and a bunch of big-name angels.
© 2024 TechCrunch. All rights reserved. For personal use only.[#item_full_content]

TechCrunch Disrupt 2024 Side Events schedule: Women in Tech, SignalFire, Llama Lounge, and more to host

With TechCrunch Disrupt 2024 right around the corner, we’re thrilled to introduce the companies hosting Side Events that will extend the buzz and excitement to the thousands of attendees and Silicon Valley locals alike. Whether it’s a fun happy hour, insightful panels, or energizing morning runs, Disrupt Week — happening from October 26 to November […]

© 2024 TechCrunch. All rights reserved. For personal use only.

With TechCrunch Disrupt 2024 right around the corner, we’re thrilled to introduce the companies hosting Side Events that will extend the buzz and excitement to the thousands of attendees and Silicon Valley locals alike. Whether it’s a fun happy hour, insightful panels, or energizing morning runs, Disrupt Week — happening from October 26 to November
© 2024 TechCrunch. All rights reserved. For personal use only.[#item_full_content]

About 2.2 billion people, more than a quarter of the world’s population, lack access to safe, managed drinking water, and about half of the world’s population experiences severe water scarcity at some point during the year. To overcome these shortages, huge socioeconomic costs are being spent on sewer irrigation and alternative water sources such as rainwater reuse and seawater desalination.About 2.2 billion people, more than a quarter of the world’s population, lack access to safe, managed drinking water, and about half of the world’s population experiences severe water scarcity at some point during the year. To overcome these shortages, huge socioeconomic costs are being spent on sewer irrigation and alternative water sources such as rainwater reuse and seawater desalination.Engineering[#item_full_content]

Consumer, culture, and creators with Erin and Sara Foster at TechCrunch Disrupt 2024

Two of the industry’s most famous sisters, Erin and Sara Foster, sit down alongside business partner Phil Schwarz at TechCrunch Disrupt 2024 to talk about consumer investing, culture curation, and what it means to be a creator in the modern age.  Moderated on the Disrupt main stage, the conversation will surround the creator economy, consumer […]

© 2024 TechCrunch. All rights reserved. For personal use only.

Two of the industry’s most famous sisters, Erin and Sara Foster, sit down alongside business partner Phil Schwarz at TechCrunch Disrupt 2024 to talk about consumer investing, culture curation, and what it means to be a creator in the modern age.  Moderated on the Disrupt main stage, the conversation will surround the creator economy, consumer
© 2024 TechCrunch. All rights reserved. For personal use only.[#item_full_content]

5 days left to grab rebooted ticket prices for TechCrunch Disrupt 2024

The countdown to TechCrunch Disrupt 2024 is on, and so are rebooted ticket prices! Save up to $600 on individual ticket types before September 27. Take advantage of these huge last-minute discounts while you still can. Disrupt 2024 is where the startup ecosystem converges. Taking place at Moscone West in San Francisco from October 28-30, […]

© 2024 TechCrunch. All rights reserved. For personal use only.

The countdown to TechCrunch Disrupt 2024 is on, and so are rebooted ticket prices! Save up to $600 on individual ticket types before September 27. Take advantage of these huge last-minute discounts while you still can. Disrupt 2024 is where the startup ecosystem converges. Taking place at Moscone West in San Francisco from October 28-30,
© 2024 TechCrunch. All rights reserved. For personal use only.[#item_full_content]

Pyka fields interest from defense as $40M round goes to scaling up its electric autonomous planes

Though it briefly worked on a passenger plane, the company decided after raising some money in 2022 that a cargo variant of the Pelican was more practical in the short term.

© 2024 TechCrunch. All rights reserved. For personal use only.

Though it briefly worked on a passenger plane, the company decided after raising some money in 2022 that a cargo variant of the Pelican was more practical in the short term.
© 2024 TechCrunch. All rights reserved. For personal use only.[#item_full_content]

Engineers working on Google’s DeepMind project have announced the development of two new AI-based robot systems. One called ALOHA Unleashed was developed to advance the science of bi-arm manipulation. The other, called DemoStart, was developed to advance the capabilities of robot hands that have multiple fingers, joints, or sensors.Engineers working on Google’s DeepMind project have announced the development of two new AI-based robot systems. One called ALOHA Unleashed was developed to advance the science of bi-arm manipulation. The other, called DemoStart, was developed to advance the capabilities of robot hands that have multiple fingers, joints, or sensors.[#item_full_content]

Engineers working on Google’s DeepMind project have announced the development of two new AI-based robot systems. One called ALOHA Unleashed was developed to advance the science of bi-arm manipulation. The other, called DemoStart, was developed to advance the capabilities of robot hands that have multiple fingers, joints, or sensors.Engineers working on Google’s DeepMind project have announced the development of two new AI-based robot systems. One called ALOHA Unleashed was developed to advance the science of bi-arm manipulation. The other, called DemoStart, was developed to advance the capabilities of robot hands that have multiple fingers, joints, or sensors.Robotics[#item_full_content]

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