惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

S
Securelist
SecWiki News
SecWiki News
Help Net Security
Help Net Security
Attack and Defense Labs
Attack and Defense Labs
L
LINUX DO - 最新话题
H
Heimdal Security Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
H
Hacker News: Front Page
Hacker News - Newest:
Hacker News - Newest: "LLM"
Google DeepMind News
Google DeepMind News
V2EX - 技术
V2EX - 技术
Hacker News: Ask HN
Hacker News: Ask HN
O
OpenAI News
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Threat Research - Cisco Blogs
A
Arctic Wolf
Simon Willison's Weblog
Simon Willison's Weblog
P
Privacy & Cybersecurity Law Blog
T
Threatpost
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
C
Cyber Attacks, Cyber Crime and Cyber Security
T
Tor Project blog
C
CXSECURITY Database RSS Feed - CXSecurity.com
Spread Privacy
Spread Privacy
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
人人都是产品经理
人人都是产品经理
S
SegmentFault 最新的问题
www.infosecurity-magazine.com
www.infosecurity-magazine.com
P
Palo Alto Networks Blog
C
CERT Recently Published Vulnerability Notes
PCI Perspectives
PCI Perspectives
AWS News Blog
AWS News Blog
IT之家
IT之家
美团技术团队
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
T
Tailwind CSS Blog
M
MIT News - Artificial intelligence
V
Visual Studio Blog
Schneier on Security
Schneier on Security
T
The Exploit Database - CXSecurity.com
有赞技术团队
有赞技术团队
小众软件
小众软件
Google Online Security Blog
Google Online Security Blog
N
News | PayPal Newsroom
博客园_首页
T
Tenable Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
S
Secure Thoughts
I
Intezer

IEEE Spectrum

Cortisol Could Be the Next Frontier for Wearables Million P Bit Machine Pushes Probabilistic Computing to New Scale Would You Let This Humanoid Robot Do Your Laparoscopic Surgery? How a Spinning Drone Exploits Your Eyes to Become Nearly Invisible Why Indonesia’s Fisheries Future Hinges On Data Integrity and Trust Inside the Race to Tame AI’s Wild Power Swings Stable Jobs Can Hide the Riskiest Move In Your Tech Career Inside ELIZA’s Source Code and Its Multiple Personalities Tiny Puerto Rican Island Tests Hydrogen to Slash Sky High Power Bills AI Turns DNA Into Tiny Dogs and Mona Lisa Nanostructures How Darth Vader Taught Me Card Counting and AI Security Got Weird The Memory in Your Thumb Drive Could Fix AI's Big Problem The AI Arms Race in Technical Interviews Is Escalating Inside Nokia’s Race to Catch the iPhone and Android Wave Quantum Sensor Sniffs Out Radio Signals in 3D Two New Wheelchairs Reveal What “Smart” Really Means Today Video Friday: A World Cup for Robots Japan Pulls Off One of the Closest Asteroid Flybys Ever How Cheap Ground Robots Are Rewriting Frontline Warfare in Ukraine Nvidia’s NVLink Fusion Quietly Pushes Optics Inside the Rack Large Tabular Models Excel Where LLMs Fail Are Battery PoweredTrailers the Shortcut to Cleaner Long Haul Freight? The Hidden Overthinking Flaw That Could Drag AI Services Down Stacking Chips Sideways Gives AI More Memory There Independent Labs Crack Google Brain Inspired Camera Sensor Learns to See and Gently Forget Why Small AI Models Could Power Health Care Where Big Tech Cannot China’s Humanoid Army Pushes Japan to Rethink Its Robot Future NASA AI’s Wild Power Demands Are Quietly Rewriting Grid Rules Old EV Batteries Find a Second Life Backing Up the Grid UCLA’s Semiconductor Hub Is Rewiring Industry and Academia for AI Why Engineers Who Speak Up Build Stronger and Safer Careers The Orbital Data Center Hype Machine Is Already in Orbit What Emily Bender Really Meant by "Stochastic Parrots" The History and Mystery of Fireworks Poetry for Engineers: Nine Lives of Nikola Tesla Trump’s Quantum Orders Push Fault Tolerant Qubits Toward 2028 Underwater Tidal Kites Promise Steady Power for Remote Coasts How a Forgotten Wire Turned a Cheap Chip Into a Brainlike Neuron How the U.S. Engineered Its Sovereignty AI Model ConlangCrafter Dreams up Entire New Languages Weirdly Fascinating: Robotic Arm Crawls Using Its Three Fingers. Shadow-Free Augmented Reality Makes Illusions More Realistic How a Power Bank Can Turn Your AC Into a Grid Superhero Records Fall for 3D Chip Tech What it Means to Be a Mathematician When AI Does the Math Is This Stacked CFET Architecture The Ultimate CMOS Platform? Why 6 GHz Spectrum Could Make or Break Future Wi-Fi and 6G Plans Make an Origami Circuit Board AI Learns the "Dark Art" of RF Chip Design U.S. Regulator Aims to Cut Data Center Queues and Electricity Bills Home Broadband Is the Killer App 5G Was Never Designed For Can AI Learn to Read the Room? How Did Two Prompts Turn Into Potent Vibe Hacking Malware Is Europe Finally Ready to Take Back Control Of Its Tech Stack? New Device Can Take Photographs with a Single Atom War Taught this Ukrainian Entrepreneur the Value of Resilience Do Robots Need Legs? What If You Gave ChatGPT a Body? What Amazon’s Astro Taught Me About Giving Robots a Soul Optical Metasurface Sees a Sunny Future Can Sound-Driven Synapses Make AI Both Faster and Greener? Modos Color E‑Paper Monitor Pushes Open‑Source Displays Further Beat Biased Hiring By Owning Your Story In Every Interview Room How AI Attribution Could Finally Pay Musicians for Training Data How Liquid Cooling Let a Humanoid Robot Shatter Half Marathon Records Inside GM’s AI Push to Speed Up the Design of Cars and Moon Rovers Smart EV Charger Learns Your Battery’s Age to Let It Live Longer Phoenix Links IoT Chips to Save High‑Value Legacy Systems Phoenix Links IoT Chips to Save High‑Value Legacy Systems Tensordyne's Wild Log Math Aims to Leave Nvidia’s AI Chips In the Dust The Tiny Turbine That Kick-Started the U.S. Wind Industry Satellites Are Tracing Railroad Tracks Across SPHEREx’s Cosmic Map Are Emotion Reading Robots Still Missing What Matters Most? Watch This Humanoid Robot Move in Ways Your Hips Wouldn't Like The Real Cost Of Cooling GPUs In Space Might Shock You The Google DeepMind Spinoff Chasing Hidden Drug Targets We Are Crowd-Sourcing the Panopticon Gene Therapy and Sound Waves Team up to Steady Failing Hearts Save 14 Percent of Energy Used in LLM Training With This Trick The Real Tradeoffs Between Startups, Mid-Size Firms, and Giants When Does Job Hopping Stop Helping Your Engineering Future Why a Computer Science Degree Still Opens Hidden Doors AI Can Help Track the World’s Shrinking Glaciers Curiosity’s 13 Years of Software Hacks Keeps It Alive on Mars Fractal OS Lets Security Researchers See What Their CPUs Really Do Formula E DNA Helps the Cayenne Electric Bend Physics to Beat the Heat Moon’s Dark Craters Could Become the Most Precise Clocks in Space New Radio Giant in New Mexico Takes Its First Glimpse of the Cosmos Nvidia’s AI Hardware Comes to Windows in RTX Spark PCs Can Humanoid Robots Run Stairs Without Tripping? Do They Need Shoes? Inside the Compact Fusion Reactor Aiming to Power 280,000 Homes NSF X Labs Power Agile, High-Stakes Experiments "Hemopurifier" Could Help Fight Bundibugyo Ebola Strain Why Quantum Computers Need a ‘Healthy Chunk’ Of Classical Power
How Smarter Grids Could Save Americans $100 Billion On Power
https://www.facebook.com/48576411181 · 2026-06-23 · via IEEE Spectrum

By most accounts, the United States appears poised to fall woefully short of meeting new electricity demand over the next five years as data centers and domestic manufacturing proliferate.

Ian Magruder

Ian Magruder is the founder of Utilize Coalition and previously served as director of market mobilization at Rewiring America, an affordable electrification advocacy group.

Building new power plants and transmission lines may seem like the obvious solution, but there are other options, says Ian Magruder, founder of Utilize Coalition, a nonprofit based in Washington, D.C. The U.S. uses only about half of its grid capacity, and a lot more power could be tapped by deploying a spate of newly available technologies.

Backed by Google, Tesla, HVAC systems manufacturer Carrier, and several other companies, Utilize Coalition advocates for more thorough use of grid capacity through policy change and new technologies. Magruder spoke with IEEE Spectrum about those efforts.

Why does the United States use only half of its grid?

Ian Magruder: Most studies have found that average utilization rates are between 40 and 55 percent across different geographies. And the reason is that we’ve built our grid to meet peak demand. We have to ensure that on the hottest summer day or the coldest winter morning we have enough power. But in many parts of the country, we really only hit peak a few days a year, and it’s really only a few specific hours within those days.

It didn’t used to be this way. What’s changed?

Magruder: Over the last 20 years we’ve seen the gap between average use and peak use grow wider. There are a variety of reasons for that. Grid operators have become more conservative following major blackouts and reliability events. And with more variable-generation sources such as wind and solar, grid operators are building in more capacity. But this also presents us with an incredible opportunity to get more out of the grid using new technologies.

What technologies are being deployed to address the problem?

Magruder: Pairing battery storage with energy generation is a key part of this, as are other kinds of distributed energy resources, like managed [electric vehicle] charging and smart thermostats. I would also say that transmission technologies that safely maximize the current in power lines, increase conductivity, and optimize power routes all play a critical role here. And then there’s demand flexibility, which is when utility customers adapt their power use to accommodate the grid during peak hours. Some really good work is being done around flexible data centers.

Is grid underutilization also happening elsewhere in the world?

Magruder: It’s a global phenomenon, but it varies widely by country. European grids face similar dynamics as [those in] the U.S., and in some places utilization is even lower. But Australia and the United Kingdom are further ahead in measuring and managing utilization with new technologies.

What’s the downside to overbuilding our grids?

Magruder: Mainly cost. Electricity rates have gone up, and we [at Utilize Coalition] think it’s because utilization has gone down. A report that we released earlier this year shows that a 10 percent increase in grid utilization could save Americans over US $100 billion over the next decade.