Tech
Simulation tool improves accuracy and speed of electric grid modeling
Covering half of North America, the U.S. electric grid functions somewhat like a vast, complex organism. Researchers at the Department of Energy’s Oak Ridge National Laboratory have developed a new simulation platform for understanding and predicting the behavior of this modern grid. Using a combination of mathematical tools, automation and analysis, the approach provides highly accurate results with less computing time at a lower cost, increasing the reliability of electricity.
Simulation uses mathematical approaches to reproduce the dynamics of a real-world system. This allows utilities and planners to analyze grid management methods without any risk to safety, equipment or electrical service. ORNL researchers refined a cutting-edge grid modeling approach called Electromagnetic Transient simulation (EMT), which is especially effective for analyzing the split-second reactions of modern power electronics. This capability helps operators prevent cascading blackouts and unsafe operating conditions in modern electric grids brimming with power electronics.
“We are trying to understand electronics and systems in a way that mimics their real behavior with higher fidelity,” said ORNL researcher Phani Marthi. “The challenge today is that high-fidelity EMT simulation is extremely time-consuming to simulate large-scale modern power grid systems.”
The ORNL simulation approach is tackling those challenges, as Marthi and his co-authors explained in a paper that was presented in the best paper session at the July general meeting of the IEEE Power and Energy Society.
Representing the next phase of ORNL’s national leadership in EMT simulation, the ORNL tool is called RE-INTEGRATE for its enhanced speed and accuracy at simulating large-scale power systems that integrate many power electronics.
In the past, the grid relied on the natural momentum of huge rotating mechanical machines and power flowing in a single direction along established paths, like a locomotive on a track. But today, power electronics make the grid respond more like a sports car, with rapid electronic adjustments instead of built-in momentum. Unfortunately, today’s grid is not fully ready for that speed. RE-INTEGRATE helps utilities map the best route for the grid of the future.
Power electronics accommodate generating and moving electricity in different ways. They can also enable both alternating and direct current in long-distance power transmission. This could expand the capacity of the U.S. grid to support a growing population and economy, including new industries such as data centers for AI and cryptocurrency.
Unlike existing EMT models, RE-INTEGRATE is intended as an open-source platform that incorporates features such as numerical simulation techniques, automation and intelligence based on neural networks that function more like the brain for faster computation. These features offer unique advantages over existing tools in analyzing modern grids.
Eventually, the tool will be able to replicate faults—disruptions in the power grid caused by equipment failure, short circuits, or other technical issues—like the one that wiped out power to much of Spain and Portugal in April. “Analysis with the RE-INTEGRATE tool can give us new insights into how to consistently prevent or stop cascading blackouts and brownouts,” Marthi said.
One of the fundamental building blocks of RE-INTEGRATE is differential algebraic equation solvers. These algorithms reduce the degree of manual processing required for an immense volume of data. As a proof of concept, ORNL researchers validated the effectiveness of these solvers on simple power electronics circuits.
The long-term goal is honing the software to simulate all possible circumstances that could arise from fast-acting power electronics systems interacting with grid components in a large-scale power grid, equivalent to the grid of the eastern United States.
This will broaden the accuracy benefits of EMT while enabling greater understanding of how the parts of the broader grid affect each other across service areas and regions.
“Beyond accelerating the EMT simulation, the next major challenge lies in managing and sifting through the huge volumes of data generated by EMT simulations,” Marthi said. ORNL researchers are already developing advanced analysis techniques, including the use of specialized neural networks, so that the RE-INTEGRATE tool can enhance power system operations and support informed decision-making. “We want to create an entire EMT ecosystem with RE-INTEGRATE as the backbone, including all these capabilities so utilities use it more often and with more confidence.”
Researchers who contributed to the development of automation and solvers for RE-INTEGRATE include ORNL researchers Jongchan Choi and Suman Debnath with support from student Soumyajit Gangopadhyay and intern Kuan-Chieh Hsu.
RE-INTEGRATE advances will be presented during an EMT simulation workshop at ORNL, co-hosted by the North American Electric Reliability Corporation Oct. 7-9 in Knoxville, Tennessee.
More information:
Paper: RE-INTEGRATE EMT Simulation Software: DAE Solvers and Automation
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Simulation tool improves accuracy and speed of electric grid modeling (2025, September 30)
retrieved 30 September 2025
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Tech
This Backpack From Topo Designs Will Happily Tag Along to Europe, Down a Dusty Trail, or to Starbucks
As we get out of the house, the gear-obsessed WIRED Reviews team is writing about our favorite bags and EDCs. Today, reviewer Martin Cizmar raves about his Topo Designs backpack. You can also check out other Bag Check stories where WIRED writers share their carryall of choice.
Topo Designs may just make the best bags in the world. The Denver-based gorpcore brand sells gear that looks cool, lasts forever, and has every feature a sensible person desires in a bag without making the product feel overbuilt. If I ever win the lottery, I won’t tell anyone, but there will be signs—like me hauling groceries from Trader Joe’s in two Mountain Gear bags. (I currently use blue polypropylene Ikea bags and shop at Aldi.)
In March, I took a spring break trip to Ireland and Scotland with a carry-on-sized roller bag and the Topo Designs Rover Trail pack as my personal item. I am frequently testing new bags, and I didn’t think much about the decision to commit to the Rover for a week. I quickly learned that you get to know a bag pretty well when you take it on seven flights and stay at eight different hotels in 10 days. By the time I landed back home, I was fully convinced the Rover is the best backpack I have ever used.
Like the six or seven other models of Topo Designs bags I’ve tested—and maybe more extensively than any of the others—the Rover manages to artfully incorporate all the thoughtful little features I appreciated in other backpacks without even a hint of showiness.
At the top of the bag, there’s a zipped compartment that flips open to reveal the rucksack-style opening, which closes with a drawstring. This is where I like to put my keys, any important paperwork I may have on me, and sometimes my wallet. Typically, I find myself double- and triple-checking the zipper to make sure nothing is falling out. No need with the Rover, because inside that zipped compartment, there’s also a clip for keys and an additional zipped mesh sleeve. This feature lets you double-bag anything you don’t want to risk falling out—in my case, passports for myself and my daughter. When I got through the TSA line at the airport, I clipped in my car keys for the week, zipped the passports into the mesh sleeve, and never worried about losing either.
Photograph: Martin Cizmar
Tech
A Fundamental Principle of Aeronautical Engineering Has Been Overturned
Aerodynamic drag is a major “barrier” in high-speed airplanes, automobiles, and bullet trains. This is because a design with less aerodynamic drag allows the aircraft to move at higher speeds with less energy.
When an aircraft or car body moves at high speed, a thin layer of air called the “boundary layer” is formed on its surface. This boundary layer has two states: laminar flow, in which air flows in an orderly fashion, and turbulent flow, which involves turbulence.
The longer the air stays in the laminar flow state with low friction, the smaller the air resistance becomes, but as the air speed increases, it transitions to turbulent flow. The key to reducing aerodynamic drag is how to delay this transition to turbulence.
For more than 80 years, the principle of “the surface of an object must be smooth” has been the basic premise of aeronautical engineering throughout the world in order to suppress the transition to turbulence and reduce aerodynamic drag. This premise was based on the results of a 1940 study by Ichiro Tani, a Japanese aerodynamicist who quantitatively demonstrated the relationship between “surface roughness” (an indicator of the state of the machined surface) and turbulent transition, arguing that surface roughness, which was unavoidable with the manufacturing technology of the time, prevented laminar flow from being realized.
However, in 1989 Tani reinterpreted the experimental data on rough-surface pipes obtained by fluid engineer Johann Nikulase in the 1930s, bringing a new perspective that “roughness may not necessarily only promote turbulent transition and increase fluid resistance.” Inheriting this idea, a research group led by Yasuaki Kohama of Tohoku University experimentally demonstrated in the 1990s that fibrous rough surfaces, which have fine fibrous irregularities on their surface, have the effect of delaying transition under certain conditions.
The same Tohoku University research team recently announced a discovery that significantly advances this trend. Aiko Yakino, associate professor at Tohoku University’s Institute of Fluid Science, and her research group were the first in the world to demonstrate that aerodynamic drag can be reduced by up to 43.6 percent simply by applying distributed micro-roughness (DMR), a surface roughness so fine and irregular that it cannot be distinguished by the naked eye.
This technology is fundamentally different from the “rivulet (shark skin) process,” which is known as a typical aerodynamic drag reduction technology. The rivulet process mimics the fine longitudinal grooves in shark skin, and by carving grooves approximately 0.1 mm wide along the direction of airflow, it aligns the vortices that occur near the wall surface of turbulent airflow areas. DMR, on the other hand, delays the switch from laminar to turbulent flow by means of random and minute irregularities. The flow zones it affects and the mechanisms it employs are based on completely different concepts.
Precise Measurement in a Wind Tunnel Without Support Bars
A key factor in this achievement was the use of a different wind tunnel experiment method than before. Conventional wind tunnel experiments had structural limitations: the support rods and wires essential for supporting the model disrupted the airflow, negating the minute changes in air resistance caused by micro-scale roughness.
The world’s largest 1-meter magnetic support balance system (1m-MSBS), owned by the Institute of Fluid Science, Tohoku University, has fundamentally solved this problem. This device can levitate a streamlined model approximately 1.07 m in length inside a wind tunnel without contact using electromagnetic force. Because it does not use any support rods or other means, it completely eliminates interference with the airflow around the model.
Yakino and his team precisely measured the total drag coefficient on smooth and DMR-coated surfaces over a wide range of Reynolds numbers (ratio of inertial to viscous forces acting on the fluid) (Re = 0.35 x 10⁶ to 3.6 x 10⁶).
Tech
Some of Dyson’s Top Vacuums Are on Sale for Memorial Day
Shopping for a Dyson vacuum is an experience. There are many models to navigate and serious price tags on most of them. As someone who tests vacuums for a living, I have to admit that a Dyson blows most other vacuums away. There are a few cheaper models I’ll still grab (check out my full guide to cordless and robot vacuums for more recommendations), but if you’re dreaming of a Dyson, this weekend is a great time to buy.
Several Dyson models I love are on sale for the long weekend. This weekend’s sale includes Dyson’s newest robot vacuum and the PencilVac that I can’t stop using, and my overall favorites like the V15 Detect and Gen5Detect, and more models our team has loved using. Read on to find out every on-sale Dyson I’d buy this weekend.
Best Dyson Vacuums on Sale for Memorial Day
The Best Dyson for the Price
If you’re looking for the best features for the best price, I already recommend the Dyson V15 Detect when it’s not on sale, making this an even better time to buy. You’ll get both a Fluffy Optic cleaner head and a Digital Motorbar cleaner head to use for hard floors, carpet, or rugs, trigger control, and details about the particles you suck up while you vacuum. It’s lightweight and easy to use anywhere in the house, and the hour-long battery life should be plenty for a whole-home clean.
A More Powerful Dyson
Dyson’s more powerful stick vacuum is the Gen5Detect, which is a great option if you have pets since it has a faster motor with more suction power than the V15 Detect to suck up more pet hair (it’s our top vacuum for pet hair for a reason) and has a HEPA filter to keep allergens contained inside of the vacuum instead of being released back into the air. It also comes with a true power button, so you don’t have to hold onto the trigger button the entire time to use it. Similar to the V15 Detect, it comes with both a Digital Motorbar cleaner head and a Fluffy Optic cleaner head to use on carpet and hard floors, respectively. You’ll also get two more attachments, plus a built-in dusting and crevice tool (it’s nice not to have to wonder where this attachment is!) It’s an expensive vacuum, but well worth the investment when it’s on sale.
If You Only Have Hard Floors
I shouldn’t like the PencilVac so much, but I find myself reaching for it often, and I think it’s plenty worth its abilities when it’s on sale. Part of what makes it so easy to grab compared to my other stick vacuums is how easy it is to store and keep charged with the freestanding charging base, letting it stand wherever I like in my home as long as there’s an outlet nearby. The PencilVac has two versions, the Fluffy and Fluffycones, with the latter having a design that has fluffy cone-shaped rollers to best collect debris. It is limited to only hard floors and has a short battery life, but I love how maneuverable and lightweight this vacuum is. It’s usually a high price tag for its abilities, and even on sale, it’s not what I would call cheap, but it’s a great, quick daily vacuum.
Dyson’s Latest Robot Vac
Dyson’s newest robot vacuum, the Spot+Scrub Ai, is its first that doubles as both a vacuum and a mop. It has a large base station that reminds me of Dyson’s vacuums, since the dry debris canister is clear and rounded like the ones you’d see attached to a Dyson stick vacuum or one of its upright models. It does a good job mopping and vacuuming, and can learn multiple floors, and the navigation has improved since the older Dyson 306 Vis Nav. Still, it’s not perfect navigation, since the camera sits below the top of the vacuum and doesn’t always see low-profile furniture that it’ll bump into. If you don’t have a ton of low furniture (or tons of IKEA pieces, as I do), this vacuum could be just perfect for you.
A Stick Vac and Mop
If you want a vacuum that doubles as a mop, look no further than this variation of the V15 Detect that’s also on sale for the holiday weekend. The V15s Detect Submarine comes with the Submarine wet roller head that transforms it from a regular Dyson vacuum (that still comes with both the Fluffy optic cleaner head and Digital motorbar cleaner head for you to use on hard floors and carpet) into a wet roller mop. You can’t buy a regular V15 Detect and add this attachment on; this V15s is made to work with this Submarine head. You’ll fill the small reservoir on the roller head with water and can start mopping away, but you will have to rinse the mop head afterwards by hand, which is a little gross.
A Handheld-Only Dyson
If you’re not looking to spend a ton but want a Dyson that’s super portable and great for stairs, cars, and even boats, the Dyson Car+Boat is made for that. It’s in the name, after all. This handheld-only vacuum packs solid power and has a great battery life for a handheld vacuum. It uses a trigger-style control like the V15 Detect, which I actually find ideal for cleaning compact spaces like stairs and cars so that you’re not fumbling to switch it off as you move around the car or to the next set of stairs. It’s an affordable way to get into the Dyson ecosystem, especially since it’s on sale.
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