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Re-analyzing LHC Run 2 data with cutting-edge analysis techniques allowed physicists to address old discrepancy

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Re-analyzing LHC Run 2 data with cutting-edge analysis techniques allowed physicists to address old discrepancy


Going the extra mile to squeeze supersymmetry out of CMS data
A candidate collision event with two top quarks and multiple reconstructed jets (shown as yellow cones). Credit: CMS collaboration

Supersymmetry (SUSY) is an exciting and beautiful theory that answers some of the open questions in particle physics. It predicts that all known particles have a “superpartner” with somewhat different properties. For example, the heaviest quark of the Standard Model, the top quark, would have a superpartner called the top squark, or simply the “stop.”

In 2021 the CMS collaboration analyzed the entire set of collision data collected from 2016 to 2018 and found features suggesting that it might contain stop particles. In that case, “might” meant that there was less than a 5% chance that data containing only known particles could look like what was observed.

Instead of waiting many years to collect more data with the hope of reproducing this behavior, the CMS collaboration decided to reanalyze the same data with upgraded analysis techniques.

The new analysis looks for the simultaneous production of pairs of stops. Each stop decays into a top quark accompanied by several lighter quarks or gluons, which then form bound states known as hadrons, ultimately creating clusters of particles reconstructed in the detector as “jets.” The signal footprint is therefore two top quarks and multiple jets.

What makes the analysis challenging is that a very similar footprint is produced by one of the most common Standard Model processes in the LHC: the pair production of top quarks. Top quark production with many accompanying jets is a process that is difficult to accurately simulate, so to have a reliable determination of this background, it must be estimated from observed data.

A commonly used method of estimating backgrounds from data is called the “ABCD method.” It requires two uncorrelated observables that can discriminate between signal and background. The data set can then be divided into four regions (A, B, C and D) depending on the value of each observable being “signal-like” or “background-like.”

The subdivision then provides a region dominated by the signal, a region dominated by backgrounds and two intermediate regions. The key feature of the ABCD method is that, following the mathematics of probabilities for independent events, one can estimate the background in the signal-dominated region using only the information from the other regions.

The problem with using this method for the stop search is that all simple variables are correlated in this search, making the method invalid. To overcome this issue, CMS physicists have implemented an innovative approach based on advanced machine-learning techniques to determine two variables with a minimal level of correlation. These two variables are then used to divide the data into the four aforementioned regions.

The figure below shows the correlation between the two variables for the signal and the background and demonstrates that the signal mostly lies in region “A.”

Re-analyzing LHC Run 2 data with cutting-edge analysis techniques allowed physicists to address old discrepancy
Distributions of signal (red) and background (gray) in the four (A, B, C and D) regions, defined based on two uncorrelated variables (SNN1 and SNN2) determined using machine learning. Credit: CMS collaboration

Using this novel method, the CMS collaboration was able to accurately predict the dominant background in this analysis from observed data, without relying on simulations with large uncertainties associated with the modeling of the jet multiplicity distribution.

This resulted in a large gain in analysis sensitivity. If the signal hinted at by the 2021 analysis was real, it would now have been observed without any doubt. The fact that a signal was not seen in this analysis implies that, in specific SUSY scenarios, a stop decaying ultimately to top quarks and jets must have a mass greater than 700 GeV.

With a much more sensitive analysis method in place, the physicists are now eagerly looking forward to analyzing the data of the ongoing LHC Run 3 to go even further and to find where Nature hides its answers.

More information:
The CMS Physics Analysis Summary: cms-results.web.cern.ch/cms-re … US-23-001/index.html

Citation:
Re-analyzing LHC Run 2 data with cutting-edge analysis techniques allowed physicists to address old discrepancy (2024, June 27)
retrieved 27 June 2024
from https://phys.org/news/2024-06-lhc-edge-analysis-techniques-physicists.html

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Machines are making more decisions at giant hedge fund

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Machines are making more decisions at giant hedge fund


machine learn
Credit: CC0 Public Domain

AQR Capital Management is letting machines play an even bigger role across the $109 billion quant powerhouse, says co-founder Cliff Asness.

While the firm’s better performance over the past few years is partly due to market cycles, it has also made some changes, Asness said at the Bloomberg Invest conference in New York on Tuesday.

“Not to get into an AI kind of theme, but we let the machine decide more,” he said. “I’m reasonably convinced it’s just at least a little bit better than us.”

While its competitors have long experimented with applying machine learning, a branch of AI focused on parsing data, Asness has voiced skepticism in the past that these new investment techniques would have a material impact on the firm. Its strategies tend to be rooted in traditional economic theory and academic research.

AQR has also diversified into trend-following strategies that track fundamental signals, as well as esoteric markets such as Malaysian palm oil and milk, he said.

The Greenwich, Connecticut-based asset manager’s multi-strategy offering gained 13.5% this year through April, after a 16% return in 2023. The era of elevated interest rates has proven fertile ground for hedge funds, as winners and losers in the stock market diverge and the larger macro swings buoy futures-trading strategies such as AQR’s.

A doctorate student under Eugene Fama, who won a Nobel Prize for his research on the efficient-markets hypothesis, Asness also said markets have become “somewhat less efficient” over his career.

He cited meme stocks and the wide valuation gap in the wake of the pandemic between the cheapest and priciest stocks. That gulf has narrowed recently, which to him means the market isn’t in a bubble, and the firm has “downgraded” the opportunity on value stocks, he said.

“We do think there’s more room to run,” he said of value investing. “But it’s not the opportunity of a lifetime, which it was three years ago.”

2024 Bloomberg L.P. Distributed by Tribune Content Agency, LLC.

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Machines are making more decisions at giant hedge fund (2024, June 27)
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Engineers unlock the next generation of wireless communications

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Engineers unlock the next generation of wireless communications


To 6G and beyond: Penn engineers unlock the next generation of wireless communications
The new filter, which is about the size of a quarter, could revolutionize wireless communications. Credit: Troy Olsson, Xingyu Du

In the early 2010s, LightSquared, a multibillion-dollar startup promising to revolutionize cellular communications, declared bankruptcy. The company couldn’t figure out how to prevent its signals from interfering with those of GPS systems.

Now, Penn Engineers have developed a new tool that could prevent such problems from ever happening again: an adjustable filter that can successfully prevent interference, even in higher-frequency bands of the electromagnetic spectrum.

“I hope it will enable the next generation of wireless communications,” says Troy Olsson, Associate Professor in Electrical and Systems Engineering (ESE) at Penn Engineering and the senior author of a paper in Nature Communications that describes the filter.

The electromagnetic spectrum itself is one of the modern world’s most precious resources; only a tiny fraction of the spectrum, mostly radio waves, representing less than one billionth of one percent of the overall spectrum, is suitable for wireless communication.

The bands of that fraction of the spectrum are carefully controlled by the Federal Communications Commission (FCC), which only recently made available the Frequency Range 3 (FR3) band, including frequencies from about 7 GHz to 24 GHz, for commercial use. (One hertz is equivalent to a single oscillation in an electromagnetic wave passing a point each second; one gigahertz, or GHz, is a billion such oscillations per second.)

To date, wireless communications have mostly used lower-frequency bands. “Right now we work from 600 MHz to 6 GHz,” says Olsson. “That’s 5G, 4G, 3G.”

Wireless devices use different filters for different frequencies, with the effect that covering all frequencies or bands requires large numbers of filters that take up substantial space. (The typical smartphone includes upwards of 100 filters, to ensure that signals from different bands don’t interfere with one another.)

“The FR3 band is most likely to roll out for 6G or Next G,” says Olsson, referring to the next generation of cellular networks, “and right now the performance of small-filter and low-loss switch technologies in those bands is highly limited. Having a filter that could be tunable across those bands means not having to put in another 100+ filters in your phone with many different switches. A filter like the one we created is the most viable path to using the FR3 band.”

One complication posed by using higher-frequency bands is that many frequencies have already been reserved for satellites. “Elon Musk’s Starlink works in those bands,” notes Olsson. “The military—they’ve already been crowded out of many lower bands. They’re not going to give up radar frequencies that sit right in those bands, or their satellite communications.”

To 6G and beyond: Penn engineers unlock the next generation of wireless communications
The new filter, middle, is much smaller than older YIG filters, in the rear. Credit: Troy Olsson, Xingyu Du

As a result, Olsson’s lab—in collaboration with colleagues Mark Allen, Alfred Fitler Moore Professor in ESE, and Firooz Aflatouni, Associate Professor in ESE, and their respective groups—designed the filter to be adjustable, so that engineers can use it to selectively filter different frequencies, rather than have to employ separate filters.

“Being tunable is going to be really important,” Olsson continues, “because at these higher frequencies you may not always have a dedicated block of spectrum just for commercial use.”

What makes the filter adjustable is a unique material, “yttrium iron garnet” (YIG), a blend of yttrium, a rare earth metal, along with iron and oxygen. “What’s special about YIG is that it propagates a magnetic spin wave,” says Olsson, referring to the type of wave created in magnetic materials when electrons spin in a synchronized fashion.

When exposed to a magnetic field, the magnetic spin wave generated by YIG changes frequency. “By adjusting the magnetic field,” says Xingyu Du, a doctoral student in Olsson’s lab and the first author of the paper, “the YIG filter achieves continuous frequency tuning across an extremely broad frequency band.”

As a result, the new filter can be tuned to any frequency between 3.4 GHz and 11.1 GHz, which covers much of the new territory the FCC has opened up in the FR3 band. “We hope to demonstrate that a single adaptable filter is sufficient for all the frequency bands,” says Du.

In addition to being tunable, the new filter is also tiny—about the same size as a quarter, in contrast to previous generations of YIG filters, which resembled large packs of index cards.

One reason the new filter is so small, and therefore could potentially be inserted into mobile phones in the future, is that it requires very little power. “We pioneered the design of a zero-static-power, magnetic-bias circuit,” says Du, referring to a type of circuit that creates a magnetic field without requiring any energy beyond the occasional pulse to readjust the field.

While YIG was discovered in the 1950s, and YIG filters have existed for decades, the combination of the novel circuit with extremely thin YIG films micromachined in the Singh Center for Nanotechnology dramatically reduced the new filter’s power consumption and size. “Our filter is 10 times smaller than current commercial YIG filters,” says Du.

In June, Olsson and Du will present the new filter at the 2024 Institute of Electrical and Electronics Engineers (IEEE) Microwave Theory and Techniques Society (MTT-S) International Microwave Symposium, in Washington, D.C.

More information:
Xingyu Du et al, Frequency tunable magnetostatic wave filters with zero static power magnetic biasing circuitry, Nature Communications (2024). DOI: 10.1038/s41467-024-47822-3

Citation:
To 6G and beyond: Engineers unlock the next generation of wireless communications (2024, May 24)
retrieved 27 June 2024
from https://techxplore.com/news/2024-05-6g-generation-wireless-communications.html

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Boeing launches NASA astronauts for the first time after years of delays

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Boeing launches NASA astronauts for the first time after years of delays


Boeing launches NASA astronauts for the first time after years of delays
Boeing’s Starliner capsule atop an Atlas V rocket lifts off from Space Launch Complex 41 at the Cape Canaveral Space Force Station on a mission to the International Space Station, Wednesday, June 5, 2024, in Cape Canaveral, Fla. Credit: AP Photo/John Raoux

Boeing launched astronauts for the first time Wednesday, belatedly joining SpaceX as a second taxi service for NASA.

A pair of NASA test pilots blasted off aboard Boeing’s Starliner capsule for the International Space Station, the first to fly the new spacecraft.

The trip by Butch Wilmore and Suni Williams was expected to take 25 hours, with an arrival Thursday. They will spend just over a week at the orbiting lab before climbing back into Starliner for a remote desert touchdown in the western U.S. on June 14.

“Let’s get going!” Wilmore called out a few minutes before liftoff.

Half an hour later, he and Williams were safely in orbit and giving chase to the space station. Back at Cape Canaveral, the relieved launch controllers stood and applauded. After all the trouble leading up to Wednesday’s launch, including two scrapped countdowns, everything seemed to go smoothly before and during liftoff.

Years late because of spacecraft flaws, Starliner’s crew debut comes as the company struggles with unrelated safety issues on its airplane side.

Wilmore and Williams—retired Navy captains and former space station residents—stressed repeatedly before the launch that they had full confidence in Boeing’s ability to get it right with this test flight. Crippled by bad software, Starliner’s initial test flight in 2019 without a crew had to be repeated before NASA would let its astronauts strap in. The 2022 do-over went much better, but parachute problems later cropped up and flammable tape had to be removed from the capsule.

Boeing launches NASA astronauts for the first time after years of delays
NASA astronauts Butch Wilmore, left, and Suni Williams wave as they leave the operations and checkout building for a trip to launch pad at Space Launch Complex 41 Wednesday, June 5, 2024, in Cape Canaveral, Fla. The two astronauts are scheduled to liftoff later today on the Boeing Starliner capsule for a trip to the international space station. . Credit: AP Photo/Chris O’Meara

Wednesday’s launch was the third attempt with astronauts since early May, coming after a pair of rocket-related problems, most recently last weekend. A small helium leak in the spacecraft’s propulsion system also caused delays, but managers decided the leak was manageable and not a safety issue.

“I know it’s been a long road to get here,” NASA’s commercial crew program manager Steve Stich said before the weekend delay.

Boeing was hired alongside Elon Musk’s SpaceX a decade ago to ferry NASA’s astronauts to and from the space station. The space agency wanted two competing U.S. companies for the job in the wake of the space shuttles’ retirement, paying $4.2 billion to Boeing and just over half that to SpaceX, which refashioned the capsule it was using to deliver station supplies.

SpaceX launched astronauts into orbit in 2020, becoming the first private business to achieve what only three countries—Russia, the U.S. and China—had mastered. It has taken nine crews to the space station for NASA and three private groups for a Houston company that charters flights.

  • Boeing launches NASA astronauts for the first time after years of delays
    Boeing’s Starliner capsule atop an Atlas V rocket lifts off from Space Launch Complex 41 at the Cape Canaveral Space Force Station on a mission to the International Space Station, Wednesday, June 5, 2024, in Cape Canaveral, Fla. Credit: AP Photo/John Raoux
  • Boeing launches NASA astronauts for the first time after years of delays
    Boeing’s Starliner capsule atop an Atlas V rocket lifts off from Space Launch Complex 41 at the Cape Canaveral Space Force Station on a mission to the International Space Station, Wednesday, June 5, 2024, in Cape Canaveral, Fla. Credit: AP Photo/John Raoux
  • Boeing launches NASA astronauts for the first time after years of delays
    NASA astronauts Suni Williams, left, and Butch Wilmore pose for a photo after leaving the operations and checkout building for a trip to launch pad at Space Launch Complex 41 Wednesday, June 5, 2024, in Cape Canaveral, Fla. The two astronauts are scheduled to liftoff later today on the Boeing Starliner capsule for a trip to the international space station. Credit: AP Photo/Chris O’Meara
  • Boeing launches NASA astronauts for the first time after years of delays
    NASA astronauts Butch Wilmore, left, and Suni Williams waves to photographers after leaving the operations and checkout building for a trip to launch pad at Space Launch Complex 41 Wednesday, June 5, 2024, in Cape Canaveral, Fla. The two astronauts are scheduled to liftoff later today on the Boeing Starliner capsule for a trip to the international space station. . Credit: AP Photo/Chris O’Meara
  • Boeing launches NASA astronauts for the first time after years of delays
    NASA astronauts Butch Wilmore, right and Suni Williams wait for liftoff inside the Boeing Starliner capsule at Space Launch Complex 41 Wednesday, June 5, 2024, in Cape Canaveral, Fla. The two astronauts are scheduled to liftoff on the Boeing Starliner capsule for a trip to the international space station. Credit: NASA via AP
  • Boeing launches NASA astronauts for the first time after years of delays
    Boeing’s Starliner capsule atop an Atlas V rocket lifts off from Space Launch Complex 41 at the Cape Canaveral Space Force Station on a mission to the International Space Station, Wednesday, June 5, 2024, in Cape Canaveral, Fla. Credit: AP Photo/John Raoux
  • Boeing launches NASA astronauts for the first time after years of delays
    Boeing’s Starliner capsule, atop an Atlas V rocket, sits on the launch pad at Space Launch Complex 41 Monday, June 3, 2024, in Cape Canaveral, Fla. NASA astronauts Butch Wilmore and Suni Williams will launch aboard the rocket to the International Space Station, scheduled for liftoff on June 5. Credit: AP Photo/Chris O’Meara

The liftoff from Cape Canaveral Space Force Station was the 100th of an Atlas V for rocket maker United Launch Alliance. It was the first ride for astronauts on an Atlas rocket since John Glenn’s Mercury era more than 60 years ago; the rocket usually launches satellites and other spacecraft.

Despite the Atlas V’s perfect record, the human presence cranked up the tension for the scores of NASA and Boeing employees gathered at Cape Canaveral and Mission Control in Houston.

Boeing’s Starliner and SpaceX’s Dragon are designed to be fully autonomous and reusable. Wilmore and Williams occasionally will take manual control of Starliner on their way to the space station, to check out its systems.

If the mission goes well, NASA will alternate between SpaceX and Boeing for taxi flights, beginning next year. The backup pilot for this test flight, Mike Fincke, will strap in for Starliner’s next trip.

“This is exciting. We built up to this moment for years and years, and it finally happened,” Fincke said from neighboring Kennedy Space Center. “I feel like the whole planet was cheering for them.”

© 2024 The Associated Press. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without permission.

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Boeing launches NASA astronauts for the first time after years of delays (2024, June 5)
retrieved 27 June 2024
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Female capybara goes to Florida as part of a breeding program for the large South American rodents

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Female capybara goes to Florida as part of a breeding program for the large South American rodents


Female capybara goes to Florida as part of a breeding program for the large South American rodents
A female capybara, Iyari, is seen training with Palm Beach Zoo Conservation Society staff members Tuesday, June 25, 2024, in West Palm Beach, Fla. The 10-month-old capybara is currently staying in a mixed-species habitat with a couple of Baird’s tapirs, which live in similar habitats in South America, while zoo workers slowly introduce her to the park’s 2-year-old male capybara, Zeus. Credit: Palm Beach Zoo via AP

A female capybara has arrived at a Florida zoo as part of a breeding program to bolster the population of the large South American rodents.

Iyari, a 10-month-old capybara, went to the Palm Beach Zoo & Conservation Society in May from the San Diego Zoo Wildlife Alliance. She’s in a mixed-species habitat with a couple of Baird’s tapirs, which live in similar habitats in South America, while zoo workers slowly introduce her to the park’s 2-year-old male capybara, Zeus.

“We think that there’s a little bit of love in the air,” Palm Beach Zoo general curator Mike Terrell said. “Whenever they look at each other from afar, we kind of see that look in their eyes like, ‘Hey, I want to hang out with them a little bit more.’ So everything right now is very positive.”

Iyari’s move to South Florida began with a recommendation from the Association of Zoos and Aquariums. The organization manages the total population of capybaras and other animals in each AZA facility, with the understanding that the animals’ genetics could possibly contribute to wild populations in the future.

Capybara gestation is about five months with an average litter of four. Palm Beach Zoo officials aren’t sure when to expect baby capybaras. Terrell said it will all depend on how long it takes Iyari and Zeus to get to know each other.

Female capybara goes to Florida as part of a breeding program for the large South American rodents
A male capybara, Zeus, is seen in the water at the Palm Beach Zoo Conservation Society in West Palm Beach, Fla., Tuesday, June 25, 2024. Zoo workers are slowly introducing him to a female capybara, Iyari, who came to Palm Beach in May from the San Diego Zoo Wildlife Alliance. Credit: Palm Beach Zoo via AP

Capybaras are the largest rodent species in the world, and they look like giant guinea pigs. They live in savannas and dense forests near bodies of water. They’re a social species, usually found in groups of dozen or so, but sometimes up to 100.

The herbivores are not endangered, but Terrell said these “ecosystem engineers” eat plants and keep waterways clean for other animals to live in.

“They’re critical to their ecosystem,” Terrell said.

Palm Beach Zoo visitors can see Iyari in the park’s Tropics of the Americas section. The 23-acre park located in West Palm Beach is home to hundreds of animals, many of them endangered.

© 2024 The Associated Press. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without permission.

Citation:
Female capybara goes to Florida as part of a breeding program for the large South American rodents (2024, June 27)
retrieved 27 June 2024
from https://phys.org/news/2024-06-female-capybara-florida-large-south.html

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