Astronomy has a major data problem – simulating realistic images of the sky can help train algorithms

Source: The Conversation – USA (2) – By John Peterson, Assoc. Professor of Physics and Astronomy, Purdue University

A simulation of a set of synthetic galaxies. Photons are sampled from these galaxies and have been simulated through the Earth’s atmosphere, a telescope and a sensor using a code called PhoSim. John Peterson/Purdue

Professional astronomers don’t make discoveries by looking through an eyepiece like you might with a backyard telescope. Instead, they collect digital images in massive cameras attached to large telescopes.

Just as you might have an endless library of digital photos stored in your cellphone, many astronomers collect more photos than they would ever have the time to look at. Instead, astronomers like me look at some of the images, then build algorithms and later use computers to combine and analyze the rest.

But how can we know that the algorithms we write will work, when we don’t even have time to look at all the images? We can practice on some of the images, but one new way to build the best algorithms is to simulate some fake images as accurately as possible.

With fake images, we can customize the exact properties of the objects in the image. That way, we can see if the algorithms we’re training can uncover those properties correctly.

My research group and collaborators have found that the best way to create fake but realistic astronomical images is to painstakingly simulate light and its interaction with everything it encounters. Light is composed of particles called photons, and we can simulate each photon. We wrote a publicly available code to do this called the photon simulator, or PhoSim.

The goal of the PhoSim project is to create realistic fake images that help us understand where distortions in images from real telescopes come from. The fake images help us train programs that sort through images from real telescopes. And the results from studies using PhoSim can also help astronomers correct distortions and defects in their real telescope images.

The data deluge

But first, why is there so much astronomy data in the first place? This is primarily due to the rise of dedicated survey telescopes. A survey telescope maps out a region on the sky rather than just pointing at specific objects.

These observatories all have a large collecting area, a large field of view and a dedicated survey mode to collect as much light over a period of time as possible. Major surveys from the past two decades include the SDSS, Kepler, Blanco-DECam, Subaru HSC, TESS, ZTF and Euclid.

The Vera Rubin Observatory in Chile has recently finished construction and will soon join those. Its survey begins soon after its official “first look” event on June 23, 2025. It will have a particularly strong set of survey capabilities.

The Rubin observatory can look at a region of the sky all at once that is several times larger than the full Moon, and it can survey the entire southern celestial hemisphere every few nights.

An observatory, which looks like a building with a dome atop it, on a mountainside, with a starry sky shown in the background.
The Vera Rubin Observatory will take in lots of light to construct maps of the sky.
Rubin Observatory/NSF/AURA/B. Quint, CC BY-SA

A survey can shed light on practically every topic in astronomy.

Some of the ambitious research questions include: making measurements about dark matter and dark energy, mapping the Milky Way’s distribution of stars, finding asteroids in the solar system, building a three-dimensional map of galaxies in the universe, finding new planets outside the solar system and tracking millions of objects that change over time, including supernovas.

All of these surveys create a massive data deluge. They generate tens of terabytes every night – that’s millions to billions of pixels collected in seconds. In the extreme case of the Rubin observatory, if you spent all day long looking at images equivalent to the size of a 4K television screen for about one second each, you’d be looking at them 25 times too slow and you’d never keep up.

At this rate, no individual human could ever look at all the images. But automated programs can process the data.

Astronomers don’t just survey an astronomical object like a planet, galaxy or supernova once, either. Often we measure the same object’s size, shape, brightness and position in many different ways under many different conditions.

But more measurements do come with more complications. For example, measurements taken under certain weather conditions or on one part of the camera may disagree with others at different locations or under different conditions. Astronomers can correct these errors – called systematics – with careful calibration or algorithms, but only if we understand the reason for the inconsistency between different measurements. That’s where PhoSim comes in. Once corrected, we can use all the images and make more detailed measurements.

Simulations: One photon at a time

To understand the origin of these systematics, we built PhoSim, which can simulate the propagation of light particles – photons – through the Earth’s atmosphere and then into the telescope and camera.

A simulation of photons traveling from a single star to the Vera Rubin Observatory, made using PhoSim. The layers of turbulence in the atmosphere move according to wind patterns (top middle), and the mirrors deform (top right) depending on the temperature and forces exerted on them. The photons with different wavelengths (colors) are sampled from a star, refract through the atmosphere and then interact with the telescope’s mirrors, filter and lenses. Finally, the photons eject electrons in the sensor (bottom middle) that are counted in pixels to make an image (bottom right). John Peterson/Purdue

PhoSim simulates the atmosphere, including air turbulence, as well as distortions from the shape of the telescope’s mirrors and the electrical properties of the sensors. The photons are propagated using a variety of physics that predict what photons do when they encounter the air and the telescope’s mirrors and lenses.

The simulation ends by collecting electrons that have been ejected by photons into a grid of pixels, to make an image.

Representing the light as trillions of photons is computationally efficient and an application of the Monte Carlo method, which uses random sampling. Researchers used PhoSim to verify some aspects of the Rubin observatory’s design and estimate how its images would look.

Rubin simulation with PhoSim, showing black dots representing stars and galaxies against a bright background
A simulations of a series of exposures of stars, galaxies and background light through the Rubin observatory using PhoSim. Photons are sampled from the objects and then interact with the Earth’s atmosphere and Rubin’s telescope and camera.
John Peterson/Purdue

The results are complex, but so far we’ve connected the variation in temperature across telescope mirrors directly to astigmatism – angular blurring – in the images. We’ve also studied how high-altitude turbulence in the atmosphere that can disturb light on its way to the telescope shifts the positions of stars and galaxies in the image and causes blurring patterns that correlate with the wind. We’ve demonstrated how the electric fields in telescope sensors – which are intended to be vertical – can get distorted and warp the images.

Researchers can use these new results to correct their measurements and better take advantage of all the data that telescopes collect.

Traditionally, astronomical analyses haven’t worried about this level of detail, but the meticulous measurements with the current and future surveys will have to. Astronomers can make the most out of this deluge of data by using simulations to achieve a deeper level of understanding.

The Conversation

John Peterson does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

ref. Astronomy has a major data problem – simulating realistic images of the sky can help train algorithms – https://theconversation.com/astronomy-has-a-major-data-problem-simulating-realistic-images-of-the-sky-can-help-train-algorithms-258786

How do scientists calculate the probability that an asteroid could hit Earth?

Source: The Conversation – USA (2) – By Toshi Hirabayashi, Associate Professor of Aerospace Engineering, Georgia Institute of Technology

NASA’s Webb telescope captured a photo of the asteroid 2024 YR4 from afar. European Space Agency via AP

I was preparing for my early morning class back in January 2025 when I received a notice regarding an asteroid called 2024 YR4. It said the probability it could hit Earth was unusually high.

As defending Earth from unexpected intruders such as asteroids is part of my expertise, I immediately started receiving questions from my students and colleagues about what was happening.

When scientists spot an asteroid whose trajectory might take it close to Earth, they monitor it frequently and calculate the probability that it might collide with our planet. As they receive more observational data, they get a better picture of what could happen.

Just having more data points early doesn’t make scientists’ predictions better. They need to keep following the asteroid as it moves through space to better understand its trajectory.

Reflecting on the incident a few months later, I wondered whether there might have been a better way for scientists to communicate about the risk with the public. We got accurate information, but as the questions I heard indicated, it wasn’t always enough to understand what it actually means.

Numbers change every day

The 2024 YR24 asteroid has a diameter of about 196 feet (60 meters) – equivalent to approximately a 15-story building in length.

At the time of the announcement in January, the asteroid’s impact probability was reported to exceed 1%. The impact probability describes how likely a hazardous asteroid is to hit Earth. For example, if the impact probability is 1%, it means that in 1 of 100 cases, it hits Earth. One in 100 is kind of rare, but still too close for comfort if you’re talking about the odds of a collision that could devastate Earth.

Over time, though, further observations and analyses revealed an almost-zero chance of this asteroid colliding with Earth.

After the initial notice in January, the impact probability continuously increased up to 3.1% on Feb. 18, but dropped to 1.5% on Feb. 19. Then, the impact probability continuously went down, until it hit 0.004% on Feb. 24. As of June 15, it now has an impact probability of less than 0.0000081%.

A diagram showing the orbit paths of Earth, 2024 YR4 and some other planets in the solar system. 2024 YR4's orbit intersects with Earth's.
The orbit of 2024 YR4 will take it close to Earth, but scientists have found the chance of a collision to be exceedingly low.
NASA/JPL

But while the probability of hitting Earth went down, the probability of the asteroid hitting the Moon started increasing. It went up to 1.7% on Feb. 24. As of April 2, it is 3.8%.

If it hits the Moon, some ejected materials from this collision could reach the Earth. However, these materials would burn away when they enter the Earth’s thick atmosphere.

Impact probability

To see whether an approaching object could hit Earth, researchers find out what an asteroid’s orbit looks like using a technique called astrometry. This technique can accurately determine an object’s orbit, down to only a few kilometers of uncertainty. But astrometry needs accurate observational data taken for a long time.

If an asteroid might get close to Earth, astronomers take observational data to better track the object’s path and eliminate uncertainty.

Any uncertainty in the calculation of the object’s orbit causes variations in the predicted solution. Instead of one precise orbit, the calculation usually gives scientists a cloud of its possible orbits. The ellipse enclosing these locations is called an error ellipse.

The impact probability describes how many orbital predictions in this ellipse hit the Earth.

Without enough observational data, the orbital uncertainty is high, so the ellipse tends to be large. In a large ellipse, there’s a higher chance that the ellipse “accidentally” includes Earth – even if the center is off the planet. So, even if an asteroid ultimately won’t hit Earth, its error ellipse might still include the planet before scientists collect enough data to narrow down the uncertainty.

As the level of uncertainty goes down, the ellipse shrinks. So, when Earth is inside a small error ellipse, the impact probability may become higher than when it’s inside a large error ellipse. Once the error ellipse shrinks enough that it no longer includes Earth, the impact probability goes down significantly. That’s what happened to 2024 YR4.

A diagram showing impact probability on the y axis and time on the x axis, with three drawings of the Earth and an error ellipse. As time goes on, the ellipse shrinks and in the third drawing it isn't overlapping with the Earth.
As the error ellipse shrinks, the chance of the asteroid hitting Earth either goes down or goes way up, if it ends up overlapping with the Earth.
Toshi Hirabayashi

The impact probability is a single, practical value offering meaningful insight into an impact threat. However, just using the impact probability without any context may not provide meaningful guidelines to the public, as we saw with 2024 YR4.

Holding on and waiting for more data to refine a collision prediction, or introducing new metrics for assessing impacts on Earth, are alternative courses of action to provide people with better guidelines for future threats before adding confusion and fear.

The Conversation

I have been studying planetary defense, particularly being part of past, ongoing, and future small body missions. I was part of the NASA/DART mission. I am currently part of the NASA/Lucy mission and the ESA/Hera mission. I am also on the Hayabusa2# team, led by the Japanese Aerospace Exploration Agency (JAXA), as part of an international collaboration. I have no affiliation with JAXA.

ref. How do scientists calculate the probability that an asteroid could hit Earth? – https://theconversation.com/how-do-scientists-calculate-the-probability-that-an-asteroid-could-hit-earth-249834

Uranium enrichment: A chemist explains how the surprisingly common element is processed to power reactors and weapons

Source: The Conversation – USA (2) – By André O. Hudson, Dean of the College of Science, Professor of Biochemistry, Rochester Institute of Technology

Yellowcake is a concentrated form of mined and processed uranium. Nuclear Regulatory Commission, CC BY

When most people hear the word uranium, they think of mushroom clouds, Cold War standoffs or the glowing green rods from science fiction. But uranium isn’t just fuel for apocalyptic fears. It’s also a surprisingly common element that plays a crucial role in modern energy, medicine and geopolitics.

Uranium reentered the global spotlight in June 2025, when the U.S. launched military strikes on sites in Iran believed to be housing highly enriched uranium, a move that reignited urgent conversations around nuclear proliferation. Many headlines have mentioned Iran’s 60% enrichment of uranium, but what does that really mean?

As a biochemist, I’m interested in demystifying this often misunderstood element.

What is uranium?

Uranium holds the 92nd position on the periodic table, and it is a radioactive, metallic element. Radioactivity is a natural process where some atoms – like uranium, thorium and radium – break down on their own, releasing energy.

The German chemist Martin Heinrich Klaproth initially identified uranium in 1789, and he named it after the newly discovered planet Uranus. However, its power was not unlocked until the 20th century, when scientists discovered that uranium atoms could split via a process known as nuclear fission. In fission, the nucleus of the atom splits into two or more nuclei, which releases large amounts of energy.

Uranium is found almost everywhere. It is in rocks, soil and water. There are even traces of uranium in plants and animals – albeit tiny amounts. Most of it is found in the Earth’s crust, where it is mined and concentrated to increase the amount of its most useful radioactive form, uranium-235.

The enrichment dilemma

Uranium-235 is an isotope of uranium, which is a version of an element that has the same basic identity but weighs a little more or less. Think about apples from the same tree. Some are big and some are small, but they are all apples – even though they have slightly different weights. Basically, an isotope is the same element but with a different mass.

Unprocessed uranium is mostly uranium-238. It only contains approximately 0.7% uranium-235, the isotope that allows the most nuclear fission to occur. So, the enrichment process concentrates uranium-235.

Enrichment can make uranium more useful for the development of nuclear weapons, since natural uranium doesn’t have enough uranium-235 to work well in reactors or weapons. The process usually contains three steps.

Centrifuges spin the uranium to separate out its isotopes.

The first step is to convert the uranium into a gas, called uranium hexafluoride. In the second step, the gas gets funneled into a machine called a centrifuge that spins very fast. Because uranium-235 is a little lighter than uranium-238, it moves outward more slowly when spun, and the two isotopes separate.

It’s sort of like how a salad spinner separates water from lettuce. One spin doesn’t make much of a difference, so the gas is spun through many centrifuges in a row until the uranium-235 is concentrated.

Uranium can typically power nuclear plants and generate electricity when it is 3%-5% enriched, meaning 3%-5% of the uranium is uranium-235. At 20% enriched, uranium-235 is considered highly enriched uranium, and 90% or higher is known as weapons-grade uranium.

Three pie charts showing the proportion of isotopes in each type of uranium. Natural uranium is almost all U238, low-enriched uranium is 3%-20% U235, highly enriched uranium is mostly U235
The enrichment level depends on the proportion of uranium-235 to uranium-238.
Wikimedia Commons

This high grade works in nuclear weapons because it can sustain a fast, uncontrolled chain reaction, which releases a large amount of energy compared with the other isotopes.

Uranium’s varied powers

While many headlines focus on uranium’s military potential, this element also plays a vital role in modern life. At low enrichment levels, uranium powers nearly 10% of the world’s electricity.

In the U.S., many nuclear power plants run on uranium fuel, producing carbon-free energy. In addition, some cancer therapies and diagnostic imaging technologies harness uranium to treat diseases.

The smoking stacks of a nuclear power plant
Enriched uranium is used for nuclear power.
Raimond Spekking/Wikimedia Commons, CC BY-SA

In naval technology, nuclear-powered submarines and aircraft carriers rely on enriched uranium to operate silently and efficiently for years.

Uranium is a story of duality. It is a mineral pulled from ancient rocks that can light up a city or wipe one off the map. It’s not just a relic of the Cold War or science fiction. It’s real, it’s powerful, and it’s shaping our world – from global conflicts to cancer clinics, from the energy grid to international diplomacy.

In the end, the real power is not just in the energy released from the element. It is in how people choose to use it.

The Conversation

André O. Hudson receives funding from the National Institutes of Health.

ref. Uranium enrichment: A chemist explains how the surprisingly common element is processed to power reactors and weapons – https://theconversation.com/uranium-enrichment-a-chemist-explains-how-the-surprisingly-common-element-is-processed-to-power-reactors-and-weapons-259646

Grover Norquist’s lasting influence on the GOP and US economic policy

Source: The Conversation – USA (2) – By Gibbs Knotts, Professor of Political Science, Coastal Carolina University

Grover Norquist, president of Americans for Tax Reform, speaks on Capitol Hill on Nov. 7, 2017. Alex Wong/Getty Images

In the “one, big, beautiful bill,” President Donald Trump has called for substantial decreases in federal domestic spending. However, a schism emerged between Republican lawmakers during the budget debates in Congress.

Some Republicans in blue states called for a tax increase for the wealthiest Americans, prompting longtime anti-tax advocate Grover Norquist to call the increase an “incredibly destructive idea economically, and very foolish politically.”

As he has done since the 1980s, Norquist demonstrated his influence over the GOP. Since Trump’s second inauguration, he has appeared in several high-profile news stories about the budget, including a Washington Post article where he said, “Tax cuts are income to Americans and a loss to the bureaucracy.”

Ultimately, the tax increase was defeated, and the Trump budget proposal passed the House on May 22, 2025.

Norquist praised the leadership from Speaker Mike Johnson and Majority Leader Steve Scalise, saying taxpayers owe them “bigly for managing a narrow Republican House Majority that was united and committed to reducing taxes on the American people.”

As scholars of U.S. politics, we examined Norquist’s emergence, traced debates about the scope and size of the American government and assessed Norquist’s relevance in the Donald Trump era, where he continues to wield considerable sway in the Republican Party.

The conscience of a conservative

In 1960, a slim, 123-page book changed the trajectory of American conservative thought.

The Conscience of a Conservative,” written by Barry Goldwater, laid out the premise that an expansive federal bureaucracy was the root evil of government.

Four years later, Ronald Reagan launched his political career with a speech supporting Goldwater. His words echoed Goldwater: “No government ever voluntarily reduces itself in size … a government bureau is the nearest thing to eternal life we’ll ever see on this earth.”

Reagan ended the speech by noting, “You and I have a rendezvous with destiny.” Goldwater wouldn’t manifest that destiny, but Reagan, 16 years later, took this vision of fiscal conservatism to the White House.

By the 1980s, Goldwater’s limited government creed had become part of Republican dogma. Government wasn’t just bloated, according to Reagan. It was, as he noted, the problem. The Reagan presidency ushered in the doctrine of supply-side economics, which rests on the premise that tax cuts are key to stimulating economic growth.

Norquist’s emergence

Into this landscape stepped a young Norquist.

He had cut his teeth at the National Taxpayer’s Union, a fiscally conservative taxpayer advocacy group. Then, in 1981, he became the executive director of the College Republican National Committee.

In the first issue of CR Report, a college Republican newsletter, Norquist’s position as executive director was announced, and he provided a list of suggested readings. Among the titles he recommended were Goldwater’s “Conscience,” Milton Friedman’s “Capitalism and Freedom” and Friedrich Hayek’s “The Road to Serfdom.”

In 1985, Norquist founded Americans for Tax Reform to support his tax reduction efforts. As Norquist noted, “The tax issue is one thing everyone agrees on.”

He and his organization effectively institutionalized a permanent tax revolt in Congress supported by his “Taxpayer Protection Pledge,” a promise made starting in 1986 to oppose all efforts to increase marginal tax rates or reduce deductions or credits.

The pledge became a litmus test for fiscally conservative GOP candidates and cemented the party’s anti-tax stance.

Feeling this pressure, GOP nominee George H.W. Bush delivered his famous line, “read my lips, no new taxes,” at the 1988 Republican National Convention. Those six words were repeatedly used by primary challenger Pat Buchanan and Bush’s opponent in the general election, Bill Clinton, to raise questions about Bush’s honesty – since he made a pledge that he was unable to keep.

A man dressed in a suit and holding a book speaks in front on an outdoor lectern as other men stand behind him.
Newt Gingrich, speaker of the House of Representatives, holds up a copy of the ‘Contract With America’ during a speech on the steps of the U.S. Capitol in April 1995.
Richard Ellis/AFP via Getty Images

With Clinton in the White House in 1994, Norquist helped House Minority Whip Newt Gingrich write the “Contract with America” to legislate fiscal conservatism. Weaponizing government shutdowns and setting a more confrontational tone, congressional Republicans successfully rolled back welfare programs, reduced the size of government and cut taxes.

In 1995, they came two votes shy in the Senate of approving an amendment to the Constitution that would have required the federal budget to be balanced – with no borrowing – every year.

Anti-tax conservatism in the 21st century

In 2001, Norquist told a reporter at The Nation: “My goal is to cut government in half in twenty-five years to get it down to the size where we can drown it in the bathtub.”

This objective would have to wait during the George W. Bush presidency. Resulting in part from the Sept. 11 terrorist attacks, the Bush administration saw dramatic expansions of federal power and spending in homeland security, defense and Medicare, as well as a large increase in the budget deficit.

The tea party movement, a fiscally conservative political group, was formed in response to these Bush-era increases and two signature programs of the Barack Obama administration: the massive stimulus package, the American Recovery and Reinvestment Act, and his signature health care reform, the Affordable Care Act.

Norquist reveled in renewed attention to tax policies and the size of government, urging readers of The Guardian to “join the Tea Party movement.”

Norquist’s continuing legacy

For more than four decades, Norquist has been a relentless advocate for fiscal conservatism. He is the living embodiment of an ideological thread that stretches from Goldwater to Reagan to Gingrich to current GOP leadership.

A man in a suit and wearing glasses looks down, as another man, his back to the camera, stands in front of him.
Grover Norquist waits for the arrival of President Donald Trump in the East Room of the White House on March 21, 2019.
AP Photo/Evan Vucci

The ongoing debates about the Trump budget are just the latest example of Norquist’s influence. He continues to play an active role in debates about the federal budget and still has considerable sway with Republicans.

However, Norquist’s uncompromising stance on taxes has coincided with increases in federal spending, surging budget deficits and increased national debt.

That additional debt is accumulating because many Republicans have adopted his anti-tax position while simultaneously increasing defense budgets, maintaining or expanding entitlement spending and lowering taxes on the wealthiest Americans.

Nevertheless, Norquist continues to be the fiscal conscience of the Republican Party. Politicians come and go. Powerful ideas, and those who champion them, endure.

The Conversation

The authors do not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and have disclosed no relevant affiliations beyond their academic appointment.

ref. Grover Norquist’s lasting influence on the GOP and US economic policy – https://theconversation.com/grover-norquists-lasting-influence-on-the-gop-and-us-economic-policy-256978

What happens next in US-Iran relations will be informed by the two countries’ shared history

Source: The Conversation – USA (2) – By Gregory F. Treverton, Professor of Practice in International Relations, USC Dornsife College of Letters, Arts and Sciences

Iranians protest the U.S. attacks on Iran’s nuclear facilities in Tehran on June 22, 2025. Morteza Nikoubazl/NurPhoto via Getty Images

The Trump administration’s decision to bomb Iran dramatically marks the now nearly half-century of hostility between the United States and Iran, which began in 1979 with Iran’s takeover of the U.S. Embassy in Tehran and the taking of 52 diplomatic hostages.

It remains uncertain whether the Iran-Israel ceasefire will hold, given President Donald Trump’s seemingly impulsive policy decisions and an Israeli leader who critics say pursues war to stay in power.

Additional unpredictability can be seen in a weakened Iran government that is unpopular with its own people but must also bet that standing up to the U.S. and Israel will induce its people to rally around the flag, even if they don’t like who holds that flag.

As a U.S. international relations scholar, I think whatever comes next will be well informed by what has already happened in U.S.-Iran history. That includes an offer from Trump – who considers himself the consummate negotiator – to Iran to return to the negotiating table.

The shah’s last visit to Washington

The opening bracket in modern U.S.-Iran relations was the 1979 Islamic Revolution that overthrew Shah Mohammad Reza Pahlavi,“ whom a CIA covert action had restored to leadership a quarter-century earlier.

As a young National Security Council staffer, I stood on the South Lawn of the White House as the shah’s helicopter landed in 1977 for a state visit to his close ally, the United States.

The episode was perhaps a metaphor for the two countries’ relationship. I stood next to a colleague who had written for President Jimmy Carter remarks that included fulsome praise of the shah, but his crack to me was: “You’ll recognize the shah. He’s the one with blood under his fingernails.” Beneath a formal alliance, there was a good deal of cynicism on the U.S. part about the shah’s repressive regime and use of secret police to suppress opposition.

Pro- and anti-shah protesters were demonstrating at the bottom of the Ellipse, the park south of the White House grounds. The U.S. Park Police, understandably but unwisely, sought to separate them with tear gas, which then wafted over the proceedings on the South Lawn.

A man in a blue suit speaks in front of a lectern as two women and one man stand behind him.
The Shah of Iran wipes tear gas from his eyes as President Jimmy Carter speaks on the South Lawn of the White House on Nov. 15, 1977.
AP Photo

The impact of the hostage crisis

It’s impossible to overstate the effect of the 1979 hostage crisis, when Iranian students seized the U.S. Embassy in Tehran, holding 62 American hostages for 444 days.

The Carter administration negotiated the Algiers Accords, which led to the release of the hostages in January 1981. There have been persistent accounts, none ever fully validated, that the incoming Reagan administration dealt with Iran to delay the release until after the new president’s inauguration.

The crisis not only cost Carter his job, but it also cast an enduring shadow over the U.S.-Iran relationship, compounding Americans’ difficulty in understanding a regime that was not only theocratic but Muslim.

The 1980s witnessed a whipsaw of relations.

From 1980 to 1988, as Iran and Iraq fought a bloody war to a stalemate, the U.S. saw the power of both countries contained, but it did provide intelligence and logistical support to Iraq.

Then came the Iran-Contra Affair of 1985 to 1987. It was the Reagan administration’s most serious scandal, in which White House officials illegally sold sanctioned arms to Iran and secretly diverted the proceeds to the Nicaraguan Contras. In a moment straight out of comic opera, National Security Council aides brought a goodwill chocolate cake to Tehran during a secret diplomatic mission in May 1986.

Four men walk down aircraft stairs, with a sign on the airplane door that reads: 'welcome back to freedom.'
Unidentified U.S. hostages arrive on Jan. 21, 1981, at Rhein-Main U.S. Air Force base in Frankfurt, West Germany, one day after their release from Iran.
AP Photo

In 1988, a U.S. ship struck an Iranian mine in the Persian Gulf. The U.S. retaliated by destroying oil platforms and damaging Iranian ships in “Operation Praying Mantis,” and tragically – and mistakenly – shot down Iran Air Flight 655, killing 290 civilians.

The 1990s and 2000s again displayed the limits of the relationship.

In 1995, President Bill Clinton imposed an oil and trade embargo against Iran, and Congress passed the Iran–Libya Sanctions Act in 1996, which imposed economic sanctions on companies doing business with Iran and Libya.

In 1998, Iranian President Mohammad Khatami called for a “dialogue of civilizations,” prompting cautious U.S. signals of engagement.

Then, in 2002, President George W. Bush labeled Iran part of the “axis of evil,” a sharp rhetorical escalation. For its part, Iran alleged U.S. drone incursions and covert operations. Limited diplomatic back channels emerged, but to no outcome.

In 2009, President Barack Obama reached out to Tehran amid post-election unrest in Iran, but two years later Iran threatened to close the Strait of Hormuz, a crucial route for oil shipments to the West.

In 2015, the two countries were party to the Joint Comprehensive Plan of Action, with Iran agreeing to limit its nuclear program under international oversight.

Two years later, though, President Trump withdrew from the nuclear deal and reimposed sweeping sanctions in a “maximum pressure” campaign.

In 2019 and 2020, a series of tit-for-tat escalations culminated in the Jan. 3, 2020, U.S. drone strike that assassinated senior Iranian General Qassem Soleimani. Iran retaliated with missile strikes on U.S. bases in the region.

U.S. sanctions continued in the Biden administration as Iran pursued deeper ties with Russia, China and nonstate proxies, especially Hezbollah in Lebanon and the Houthis in Yemen.

What lessons?

What can be learned from this tangled history?

First, that negotiations are possible between the two countries, but they are neither easy nor likely to produce more than limited outcomes. Indeed, high-level indirect talks mediated by Oman began in April 2025, though they were in suspension when the U.S. bombers struck.

Second, despite the Iran regime’s unpopularity, regime change in Iran is unlikely. Assassinating Ayatollah Ali Khameini would likely abet the “rally ‘round the flag” effect, as did the assassination of Soleimani.

Third, Iran has been careful in its responses even to Israeli aggression but especially in engaging the U.S. in military conflict, a caution the American B-2 bombings on June 21 can only underscore.

Iran had to retaliate, so the attack on the U.S. base in Qatar came as no surprise. But Iran was careful in retaliating, even notifying the U.S. in advance.

The dropping of U.S. bombs, followed by Iran’s careful retaliation, was the opportunity for Trump to make an offer Iran couldn’t refuse.

The Conversation

Gregory F. Treverton does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

ref. What happens next in US-Iran relations will be informed by the two countries’ shared history – https://theconversation.com/what-happens-next-in-us-iran-relations-will-be-informed-by-the-two-countries-shared-history-259607

Israel-Iran war recalls the 2003 US invasion of Iraq – a war my undergraduate students see as a relic of the past

Source: The Conversation – USA (2) – By Andrea Stanton, Associate Professor of Islamic Studies & Faculty Affiliate, Center for Middle East Studies, University of Denver

American troops topple a statue of Saddam Hussein on April 9, 2003, in Baghdad. Gilles Bassignac/Gamma-Rapho via Getty Images

After 12 days of trading deadly airstrikes, Israel and Iran confirmed on June 24, 2025, that a ceasefire is in effect, one day after President Donald Trump proclaimed the countries reached a deal to end fighting. Experts are wondering how long the ceasefire, which does not contain any specific conditions, will hold.

Meanwhile, Republicans and Democrats alike have debated whether the Trump administration’s decision to bomb Iran’s three nuclear facilities on June 22 constituted an unofficial declaration of war – since Trump has not asked Congress to formally declare war against Iran.

The United States’ involvement in the fighting between Iran and Israel, which Israel started on June 12, has also sparked concerned comparisons with the eight-year war the U.S. waged in Iraq, another Middle Eastern country.

The U.S. invaded Iraq more than 20 years ago in March 2003, claiming it had to disarm the Iraqi government of weapons of mass destruction and end the dictatorial rule of President Saddam Hussein. U.S. soldiers captured Saddam in December 2003, but the war dragged on through 2011.

A 15-month search by U.S. and United Nations inspectors revealed in 2004 that Iraq had no weapons of mass destruction to seize.

The Trump administration, bolstered by the Israeli government, has claimed that Iran’s development of nuclear weapons represents an imminent, dangerous threat to Western countries and the rest of the world. Iran says that its nuclear development program is for civilian use. While the International Atomic Energy Agency, an independent organization that is part of the United Nations, monitors Iran and other countries’ nuclear development work, Iran has not complied with recent IAEA requests for information about its nuclear program.

Trump has also called for regime change in Iran, writing on his Truth Social media platform on June 22 that he wants to “Make Iran Great Again”, though he has since walked back that plan. The case of U.S. involvement in Iraq might offer some lessons in this current moment.

The start and cost of the Iraq War

The conflict between Western powers and Iraq dragged on until 2011. More than 4,600 American soldiers died in combat – and thousands more died by suicide after they returned home.

More than 288,000 Iraqis, including fighters and civilians, have died from war-related violence since the invasion.

The war cost the U.S. over $2 trillion.

And Iraq is still dealing with widespread political violence between rival religious-political groups and an unstable government.

Most of these problems stem directly or indirectly from the war. The 2003 U.S. invasion of Iraq and the war that followed are defining events in the histories of both countries – and the region. Yet, for many young people in the United States, drawing a connection between the war and its present-day impact is becoming more difficult. For them, the war is an artifact of the past.

I am a Middle East historian and an Islamic studies scholar who teaches two undergraduate courses that cover the 2003 invasion and the Iraq War. My courses attract students who hope to work in politics, law, government and nonprofit groups, and whose personal backgrounds include a range of religious traditions, immigration histories and racial identities.

The stories of the invasion and subsequent war resonate with them in the same way that stories of other past events do – they’re eager to learn from them, but don’t see them as directly connected to their lives.

A white man with grey hair wears a dark suit and red tie and is seated at a table with an American flag behind him.
Former President George W. Bush formally declared war on Iraq in a televised address on March 19, 2003.
Brooks Kraft LLC/Corbis via Getty Images

A generational shift

Since I started teaching courses related to the Iraq War in 2010, my students have shifted from millennials to Generation Z. The latter were born between the mid-1990s and early 2010s. There has also been a change in how these students understand major early 21st-century events, including the U.S. invasion of Iraq.

I teach this event by showing things like former President George W. Bush’s March 19, 2003, televised announcement of the invasion.

I also teach it through the flow of my lived experience. That includes remembering the Feb. 15, 2003, anti-war protests that took place in over 600 cities around the world as an effort to prevent what appeared to be an inevitable war. And I show students aspects of material culture, like the “Iraqi most wanted” deck of playing cards, distributed to deployed U.S. military personnel in Iraq, who used the cards for games and to help them identify key figures in the Iraq government.

The millennial students I taught around 2010 recalled the U.S. invasion of Iraq from their early teen years – a confusing but foundational moment in their personal timelines.

But for the Gen-Z students I teach today, the invasion sits firmly in the past, as a part of history.

Why this matters

Since the mid-2010s, I have not been able to expect students to enroll in my course with personal prior knowledge about the invasion and war that followed. In 2013, my students would tell me that their childhoods had been defined by a United States at war – even if those wars happened far from U.S. soil.

Millennial students considered the trifecta of 9/11, the war in Afghanistan and the war in Iraq to be defining events in their lives. The U.S. and its allies launched airstrikes against al-Qaida and Taliban targets in Afghanistan on Oct. 7, 2001, less than a month after the Sept. 11 terrorist attacks. This followed the Taliban refusing to hand over Osama bin Laden, the architect of 9/11.

By 2021, my students considered Bush’s actions with the same level of abstract curiosity that they had brought to the class’s earlier examination of the 1957 Eisenhower Doctrine, which said that a country could request help from U.S. military forces if it was being threatened by another country, and was used to justify U.S. military involvement in Lebanon in 1958.

On an educational level, this means that I now provide much more background information on the first the Gulf War, the 2000 presidential elections, the Bush presidency, the immediate U.S. responses to 9/11 and the Afghanistan invasion than I had to do before. All of these events help students better understand why the U.S. invaded Iraq and why Americans felt so strongly about the military action – whether they were for or against the invasion.

The Iraq invasion lost popularity among Americans within two years. In March 2003, 71% of Americans said that the U.S. made the right decision to use military force in Iraq.

That percentage dropped to 47% in 2005, following the revelation that there were no weapons of mass destruction. Yet those supporters continued to strongly endorse the invasion in later polls.

In 2018, just over half of Americans believed that the U.S. failed to achieve its goals, however those goals might have been defined in Iraq.

A man in white holds on to a woman covered in a black dress, while another man in white holds a baby and walks behind him. Smoke billows in the sky.
An Iraqi family flees past British tanks from the city of Basra in March 2003.
Odd Andersen/AFP via Getty Images

A new set of priorities

Older Americans age 65 and up are more likely than young people to prioritize foreign policy issues, including maintaining a U.S. military advantage.

Younger Americans – age 18 to 39 – say the top issues that require urgency are providing support to refugees and limiting U.S. military commitments abroad, according to a 2021 Pew research survey.

Generation Z members are also less likely than older Americans to think that the U.S. should act by itself in defending or protecting democracy around the world, according to a 2019 poll by the think tank Center for American Progress.

They also agree with the statement that the United States’ “wars in the Middle East and Afghanistan were a waste of time, lives, and taxpayer money and they did nothing to make us safer at home.” They prefer that the U.S. use economic and diplomatic means, rather than military intervention, to advance American interests around the world.

Israel’s conflict with Iran may not flare again and give way to more airstrikes and violence. If the countries resume fighting, however, their conflict threatens to draw in Lebanon, Qatar and other countries in the Middle East, as well as likely the U.S. – and to drag on for a long time.

This is an update from a story originally published on March 15, 2023.

The Conversation

Andrea Stanton does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

ref. Israel-Iran war recalls the 2003 US invasion of Iraq – a war my undergraduate students see as a relic of the past – https://theconversation.com/israel-iran-war-recalls-the-2003-us-invasion-of-iraq-a-war-my-undergraduate-students-see-as-a-relic-of-the-past-259652

Supreme Court rules Trump can rapidly deport immigrants to Libya, South Sudan and other countries they aren’t from

Source: The Conversation – USA (2) – By Eleanor Paynter, Assistant Professor of Italian, Migration, and Global Media Studies, University of Oregon

Internally displaced people walk along a street in Juba, South Sudan, on Feb. 13, 2025. Brian Inganga/AP Photos

For the past several months, the Trump administration has been trying to deport immigrants to countries they are not from – despite an April 2025 federal ruling that had blocked the White House from doing so.

A divided Supreme Court decided on June 23, in a brief emergency order, that the Trump administration can, for now, legally deport immigrants to countries they were not born in – known as “third countries” – without giving them time to contest their destination. The third countries that President Donald Trump has recently prioritized, including El Salvador, South Sudan and Libya, are known for being dangerous places with weak rule of law and routine human rights violations.

The 6-3 decision did not specify a legal rationale for the ruling. The court’s three liberal justices, Sonia Sotomayor, Elena Kagan and Ketanji Brown Jackson, all dissented.

“Apparently, the Court finds the idea that thousands will suffer violence in farflung locales more palatable than the remote possibility that a District Court exceeded its powers when it ordered the government provide notice to the targeted migrants,” Sotomayor wrote in a 19-page dissent, joined by Kagan and Brown Jackson.

Understanding this legal case

The Trump administration asked the Supreme Court at the end of May to allow the rapid deportation of eight men who were convicted of crimes to South Sudan. Only one of those immigrants is from South Sudan, a politically unstable country in northeastern Africa. The rest are from Cuba, Mexico, Laos, Myanmar and Vietnam.

Brian Murphy, a federal judge in Massachusetts, had blocked those immigrants’ deportation to South Sudan on May 21, saying that this move violated his April 2025 court order. In that ruling, he stated that people being deported to third countries should have time to contest their destination if it might put them in danger.

The flight to South Sudan was rerouted to an American military base in the East African country of Djibouti, where the men are reportedly living in a converted shipping container while they wait to hear whether they will be deported to South Sudan.

Murphy also ruled in April that the Trump administration cannot send other immigrants to Libya if they are not foreign nationals of that North African country.

I study how restrictive immigration policies make people’s journeys into a new country dangerous and can harm their well-being. In that research, I have interviewed African migrants who have traversed the Sahara Desert, Libya and the Mediterranean Sea to reach Europe, where they seek asylum.

The White House has not explained why it wants to send immigrants to South Sudan or Libya.

Libya’s government has denied any direct coordination with the U.S. on this issue, and South Sudan’s government has said that any immigrants deported there with criminal records would be sent to their own countries.

But a May federal court filing said that Trump administration officials have tried to negotiate deportation arrangements with Libya and South Sudan that give the governments money or other benefits for taking in immigrants from the U.S.

Two men in dark suits stand under a red, black and green canopy and look forward.
South Sudanese President Salva Kiir, right, meets with Abdel Fattah, a general from Sudan, at a September 2024 ceremony in Juba, South Sudan.
South Sudan Presidency/Anadolu via Getty Images

South Sudan’s shaky footing

Migrants can legally be deported to another nation when their country of origin refuses to repatriate them – though this practice is rare.

Former President Joe Biden, for example, deported Cubans, Haitians, Nicaraguans and Venezuelans to Mexico if it was politically or logistically difficult to repatriate them.

But the Trump administration is the first to insist on expedited removal of immigrants to countries outside of Latin America.

South Sudan became a country in 2011, when it split from Sudan after a decades-long war. Since then, South Sudan has been led by a single president – Salva Kiir – who has been described by international critics as authoritarian, meaning he tries to centralize his own power and limit other people’s political rights. In March 2025, Kiir oversaw the arrest of vice president and opposition leader Riek Machar.

Fighting between the government and opposition forces has prompted more than 2.3 million South Sudanese to flee to neighboring countries since 2013.

In 2025 alone, the country’s civil conflict has prompted more than 130,000 people to become internally displaced, meaning they were forced to leave their homes and live elsewhere within the country.

In March, Uganda deployed its troops to South Sudan to support the president, prompting concern of a full-scale civil war between forces backing Kiir and opposition forces. The United Nations then extended a U.S.-sponsored arms embargo in May to prevent weapons from reaching the region.

The conflict has also blocked the distribution of lifesaving aid, including food and other basic supplies, to reach people in South Sudan. About 57% of the country’s estimated 11 million people do not get enough food.

In March, the U.S. State Department ordered nonemergency U.S. government employees to leave South Sudan.

The State Department has also documented “significant human rights issues” in South Sudan, including threats to freedom of expression, as well as arbitrary arrests and detentions.

Libya’s danger for migrants

A large group of men stand in a crowd and hold up signs, with buildings seen in the background.
People demonstrate against the Government of National Unity in Tripoli, Libya, on June 20, 2025.
Mahmud Turkia/AFP via Getty Images

The Trump administration is also trying to send immigrants to Libya, which has not had a stable government since the U.S. and other countries supported the overthrow of dictator Muammar Gadhafi in 2011. Libya is currently ruled by two rival governments: the internationally recognized Government of National Unity in the country’s western region and the Government of National Stability in the east.

The U.S. has not had an embassy in Libya since 2014 due to unpredictable and unstable security there.

Armed militias control sections of Libya, and in some cases, they are also embedded as part of the governments.

Libya is a significant destination for migrants from countries throughout Africa and the Middle East who want to work in, or just pass through, Libya on their way north to Europe.

It is also a dangerous place for migrants. A 2023 U.N. fact-finding mission in Libya documented what migrants have long maintained in interviews with advocacy groups – they are regularly held for ransom by human traffickers, enslaved, and arrested and tortured in detention centers partly funded by Europe.

A mass grave found in 2021 near the village of Tarhouna contained the bodies of hundreds of locals who had disappeared under militia rule. In February 2025, the U.N. confirmed the discovery of mass migrant graves, with bodies showing signs of gunshot wounds.

In a May 2025 court declaration, Secretary of State Marco Rubio said that the injunction halting rapid third-country deportations threatens “a significant commercial deal to expand activities of a U.S. energy company in Libya.” In Libya, home to Africa’s largest oil reserves, U.S. companies are actively seeking to rekindle partnerships with the country’s national oil company.

In June, Trump included Libya on the list of countries banned from sending citizens to the U.S., citing the inability to “safely and reliably vet and screen” citizens from Libya and the other banned countries.

Other options for Trump administration

The U.S. is actively seeking additional countries it could send immigrants to in the future, even if they are not from those places.

Rubio issued a memo on June 14, about expanding the list of countries in the current travel ban against foreign nationals from 12 countries, including Libya. He noted that the 36 additional countries – mostly in Africa and including South Sudan – could mitigate the harsh policy by agreeing to accept immigrants from other countries who are deported from the U.S.

The Conversation

Eleanor Paynter does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

ref. Supreme Court rules Trump can rapidly deport immigrants to Libya, South Sudan and other countries they aren’t from – https://theconversation.com/supreme-court-rules-trump-can-rapidly-deport-immigrants-to-libya-south-sudan-and-other-countries-they-arent-from-258155

Ceasefires like the one between Iran and Israel often fail – but an agreement with specific conditions is more likely to hold

Source: The Conversation – USA (2) – By Donald Heflin, Executive Director of the Edward R. Murrow Center and Senior Fellow of Diplomatic Practice, The Fletcher School, Tufts University

President Donald Trump speaks to reporters outside the White House on June 24, 2025, in Washington, less than 12 hours after announcing a ceasefire between Israel and Iran. Chip Somodevilla/Getty Images

Within hours of President Donald Trump unexpectedly announcing an upcoming ceasefire between Israel and Iran on June 23, 2025, both countries launched airstrikes against the other.

“We basically have two countries that have been fighting so long and so hard that they don’t know what the f–k they’re doing,” an angry and frustrated Trump told reporters outside the White House on June 24.

While Iran and Israel have tentatively agreed to the truce – and Trump reiterated on June 24 that the “ceasefire is in effect” – it is not clear whether this deal can hold. Some research shows that an estimated 80% of ceasefire deals worldwide fail.

Amy Lieberman, a politics and society editor at The Conversation U.S., spoke with former Ambassador Donald Heflin, an American career diplomat who serves as the executive director of the Edward R. Murrow Center at the Fletcher School, Tufts University, to understand how ceasefires typically work – and how the Israel-Iran deal stacks up against other agreements to end wars.

A collapsed building is seen on a street next to others that are standing.
An excavator removes debris from a residential building that was destroyed in Israel’s June 13, 2025, airstrike on Tehran, Iran.
Majid Saeedi/Getty Images

How do ceasefire deals typically happen?

There are classes taught on how to negotiate ceasefires, but it is ad hoc with each situation.

For example, in one scenario, one of the warring parties wants a ceasefire and has decided that the conflict isn’t going well. The second party might not want a ceasefire, but could agree that it is getting tired or the risks are too high, and agrees to work something out.

The next scenario, which leads to more success, is when both parties want a ceasefire. They decide that the loss of life and money has gone too far for both sides. One of the parties approaches the other through intermediaries to say it wants a ceasefire, and the other warring party agrees.

In a third situation – which is what we are seeing with the Iran-Israel deal – the outside world imposes a ceasefire. Trump likely told both Israel and Iran: Look, it’s enough. This is too dangerous for the rest of the world. We don’t care what you think. Time for a ceasefire.“

The U.S. has done this in the Middle East before, like after the Yom Kippur War in 1973 between Israel and a coalition of Arab countries led by Egypt and Syria. Israel was achieving big military victories, but the risk was pretty great for the world. The U.S. came in and said, “That’s enough, stop it now.” And it worked.

Does the US bring the warring parties to a table in this kind of situation, or simply pressure the countries to stop fighting?

It is more of the U.S. saying, “We are done.” When the U.S. does something like this, it is often going to have backup from the European Union and other countries like Qatar, saying, “The Americans are right. It is time for a ceasefire.”

It appears that this Israel-Iran deal does not have specific conditions attached to it. Is that typical of a ceasefire deal?

This deal doesn’t seem to have any specific details attached to it. Ceasefires work better when they have that. Lasting ceasefires need to address the concerns of the warring parties and give each side some of what it wants.

For instance, in the Ukraine and Russia war, we have not seen either one of those countries push for a ceasefire. Part of the problem is Crimea and eastern Ukraine, sections of land in Ukraine that Russia has annexed and claims as its own. Russia would be happy with a deal that puts it in charge of Crimea and Ukraine, but Ukraine won’t agree to that. The question of who controls specific areas of land has to be addressed in this conflict; otherwise, the ceasefire isn’t going to last.

Two men in uniforms and helmets walking amid the rubble of a bombed building.
Search and rescue efforts continue in a building in Beersheba, Israel, hit by a ballistic missile fired from Iran shortly before the ceasefire announced by U.S. President Donald Trump came into effect on June 24, 2025.
Mostafa Alkharouf/Anadolu via Getty Images)

Who is responsible for ensuring that both sides uphold a ceasefire?

Security guarantees are an important part of negotiating and maintaining long-term ceasefires. Big countries like the U.S. could say that if a warring party violates a ceasefire agreement, they are going to punish them.

In the 1990s, the U.S. and Europe assured Ukraine that if it gave up its nuclear arsenal, the U.S. would defend Ukraine if Russia ever invaded it. Russia has invaded Ukraine twice since then, in 2014 and 2022. The U.S. gave a more substantial response in the form of sending weapons and other war materials to Ukraine after the 2022 invasion, but there have been no real consequences for Russia.

That has created a problem for ceasefires in the future, because the U.S. didn’t deliver on its past security guarantees.

The further away you get from Europe, the less interested the West is in wars. But in those kinds of disputes, United Nations and other international peacekeeping troops can be sent in. Sometimes, that can work brilliantly in one place, like with the example of international peacekeeping troops called the multilateral Observer Mission stationed between Israel and Egypt helping maintain peace between those countries. But you can copy it to another place and it just doesn’t work as well.

How does this ceasefire fit within the history of other ceasefires?

It’s too early to tell. What matters is how the details get fleshed out.

Ideally, you can get representatives of the Israeli and Iranian governments to sit around a conference table to reach a detailed agreement. The Israelis might say, “We have got to have some kind of assurances that Iran is not going to use a nuclear weapon.” And the Iranians could say, “Assassinations of our military generals and scientists has got to stop.” That kind of conversation and agreement is what is missing, thus far, in this process.

Why is it so common for ceasefire deals to fail?

Some ceasefire deals don’t get to the underlying conditions of what really caused the problem and what made people start shooting this time around. If you don’t get to the core issues of a conflict, you are putting a Band-Aid on the situation. Putting a Band-Aid on someone when they are bleeding is a good move, but you ultimately might need more than that to stop the bleeding.

The outside world might be pretty happy with a ceasefire deal that seems to stop the fighting, but if the details are not ironed out, the experts would say, “This isn’t going to last.”

The Conversation

Donald Heflin does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

ref. Ceasefires like the one between Iran and Israel often fail – but an agreement with specific conditions is more likely to hold – https://theconversation.com/ceasefires-like-the-one-between-iran-and-israel-often-fail-but-an-agreement-with-specific-conditions-is-more-likely-to-hold-259739

AI helps tell snow leopards apart, improving population counts for these majestic mountain predators

Source: – By Eve Bohnett, Assistant Scholar, Center for Landscape Conservation Planning, University of Florida

Snow leopards are hard to find and count, which makes protecting them difficult. zahoor salmi/Moment via Getty Images

Snow leopards are known as the “ghosts of the mountains” for a reason. Imagine waiting for months in the harsh, rugged mountains of Asia, hoping to catch even a glimpse of one. These elusive big cats move silently across rocky slopes, their pale coats blending so seamlessly with snow and stone that even the most seasoned biologists seldom spot them in the wild.

Travel writer Peter Matthiessen spent two months in 1973 searching the Tibetan plateau for them and wrote a 300-page book about the effort. He never saw one. Forty years later, Peter’s son Alex retraced his father’s steps – and didn’t see one either.

Researchers have struggled to come up with a figure for the global population. In 2017, the International Union for Conservation of Nature reclassified the snow leopard from endangered to vulnerable, citing estimates of between 2,500 and 10,000 adults in the wild. However, the group also warned that numbers continue to decline in many areas due to habitat loss, poaching and human-wildlife conflict. Those who study these animals want to help protect the species and their habitat – if only we can determine exactly where they live and how many there are.

Traditional tracking methods – searching for footprints, droppings and other signs – have their limits. Instead of waiting for a lucky face-to-face encounter, conservationists from the Wildlife Conservation Society, led by experts including Stéphane Ostrowski and Sorosh Poya Faryabi, began deploying automated camera traps in Afghanistan. These devices snap photos whenever movement is detected, capturing thousands of images over months, all in hopes of obtaining a rare glimpse of a snow leopard.

But capturing images is only half the battle. The next, even harder task is telling one snow leopard apart from another.

Two images of snow leopards.
Are these the same animal or different ones? It’s really hard to tell.
Eve Bohnett, CC BY-ND

At first glance, it might sound simple: Each snow leopard has a unique pattern of black rosettes on its coat, like a fingerprint or a face in a crowd. Yet in practice, identifying individuals by these patterns is slow, subjective and prone to error. Photos may be taken at odd angles, under poor lighting, or with parts of the animal obscured – making matches tricky.

A common mistake happens when photos from different cameras are marked as depicting different animals when they actually show the same individual, inflating population estimates. Worse, camera trap images can get mixed up or misfiled, splitting encounters of one cat across multiple batches and identities.

I am a data analyst working with Wildlife Conservation Society and other partners at Wild Me. My work and others’ has found that even trained experts can misidentify animals, failing to recognize repeat visitors at locations monitored by motion-sensing cameras and counting the same animal more than once. One study found that the snow leopard population was overestimated by more than 30% because of these human errors.

To avoid these pitfalls, researchers follow camera sorting guidelines: At least three clear pattern differences or similarities must be confirmed between two images to declare them the same or different cats. Images too blurry, too dark or taken from difficult angles may have to be discarded. Identification efforts range from easy cases with clear, full-body shots to ambiguous ones needing collaboration and debate. Despite these efforts, variability remains, and more experienced observers tend to be more accurate.

Now people trying to count snow leopards are getting help from artificial intelligence systems, in two ways.

Spotting the spots

Modern AI tools are revolutionizing how we process these large photo libraries. First, AI can rapidly sort through thousands of images, flagging those that contain snow leopards and ignoring irrelevant ones such as those that depict blue sheep, gray-and-white mountain terrain, or shadows.

A snow leopard stands amid rocks.
Unique spots and spot patterns are key to telling snow leopards apart.
Eve Bohnett, CC BY-NC-ND

AI can identify individual snow leopards by analyzing their unique rosette patterns, even when poses or lighting vary. Each snow leopard encounter is compared with a catalog of previously identified photos and assigned a known ID if there is a match, or entered as a new individual if not.

In a recent study, several colleagues and I evaluated two AI algorithms, both separately and in tandem.

The first algorithm, called HotSpotter, identifies individual snow leopards by comparing key visual features such as coat patterns, highlighting distinctive “hot spots” with a yellow marker.

The second is a newer method called pose invariant embeddings, which operates similar to facial recognition technology: It recognizes layers of abstract features in the data, identifying the same animal regardless of how it is positioned in the photo or what kind of lighting there may be.

We trained these systems using a curated dataset of photos of snow leopards from zoos in the U.S., Europe and Tajikistan, and with images from the wild, including in Afghanistan.

Alone, each model worked about 74% of the time, correctly identifying the cat from a large photo library. But when combined, the two systems together were correct 85% of the time.

These algorithms were integrated into Wildbook, an open-source, web-based software platform developed by the nonprofit organization Wild Me and now adopted by ConservationX. We deployed the combined system on a free website, Whiskerbook.org, where researchers can upload images, seek matches using the algorithms, and confirm those matches with side-by-side comparisons. This site is among a growing family of AI-powered wildlife platforms that are helping conservation biologists work more efficiently and more effectively at protecting species and their habitats.

Two images of snow leopards, one in daylight and one in infrared light.
A view from an online wildlife-tracking system suggests a possible match for a snow leopard caught by a remote camera.
Wildbook/Eve Bohnett, CC BY-ND

Humans still needed

These AI systems aren’t error-proof. AI quickly narrows down candidates and flags likely matches, but expert validation ensures accuracy, especially with tricky or ambiguous photos.

Another study we conducted pitted AI-assisted groups of experts and novices against each other. Each was given a set of three to 10 images of 34 known captive snow leopards and asked to use the Whiskerbook platform to identify them. They were also asked to estimate how many individual animals were in the set of photos.

The experts accurately matched about 90% of the images and delivered population estimates within about 3% of the true number. In contrast, the novices identified only 73% of the cats and underestimated the total number, sometimes by 25% or more, incorrectly merging two individuals into one.

Both sets of results were better than when experts or novices did not use any software.

The takeaway is clear: Human expertise remains important, and combining it with AI support leads to the most accurate results. My colleagues and I hope that by using tools like Whiskerbook and the AI systems embedded in them, researchers will be able to more quickly and more confidently study these elusive animals.

With AI tools like Whiskerbook illuminating the mysteries of these mountain ghosts, we have another way to safeguard snow leopards – but success depends on continued commitment to protecting their fragile mountain homes.

The Conversation

Eve Bohnett receives funding from San Diego State Research Foundation and Wildlife Conservation Society. She is affiliated with University of Florida.

ref. AI helps tell snow leopards apart, improving population counts for these majestic mountain predators – https://theconversation.com/ai-helps-tell-snow-leopards-apart-improving-population-counts-for-these-majestic-mountain-predators-258154

At Antarctica’s midwinter, a look back at the frozen continent’s long history of dark behavior

Source: – By Daniella McCahey, Assistant Professor of History, Texas Tech University

Is this visitor to Antarctica going crazy or having a good time? Tim Bieber/Photodisc via Getty Images

As Midwinter Day approaches in Antarctica – the longest and darkest day of the year – those spending the winter on the frozen continent will follow a tradition dating back more than a century to the earliest days of Antarctic exploration: They will celebrate having made it through the growing darkness and into a time when they know the Sun is on its way back.

The experience of spending a winter in Antarctica can be harrowing, even when living with modern conveniences such as hot running water and heated buildings. At the beginning of the current winter season, in March 2025, global news outlets reported that workers at the South African research station, SANAE IV, were “rocked” when one worker allegedly threatened and assaulted other members of the station’s nine-person winter crew. Psychologists intervened – remotely – and order was apparently restored.

The desolate and isolated environment of Antarctica can be hard on its inhabitants. As a historian of Antarctica, the events at SANAE IV represent a continuation of perceptions – and realities – that Antarctic environments can trigger deeply disturbing behavior and even drive people to madness.

A view of a small cluster of buildings below a cone-shaped hill, with a dark sky and the Moon shining.
Long hours of constant near-darkness take their toll in the Antarctic winter.
Andrew Smith, via Antarctic Sun, CC BY-ND

Early views

The very earliest examples of Antarctic literature depict the continent affecting both mind and body. In 1797, for instance, more than two decades before the continent was first sighted by Europeans, the English poet Samuel Taylor Coleridge wrote “The Rime of the Ancient Mariner.” It tells a tale of a ship blown by storms into an endless maze of Antarctic ice, which they escape by following an albatross. For unexplained reasons, one man killed the albatross and faced a lifetime’s torment for doing so.

In 1838, Edgar Allan Poe published the story of “Arthur Gordon Pym of Nantucket,” who journeyed into the Southern Ocean. Even before arriving in Antarctica, the tale involves mutiny, cannibalism and a ship crewed by dead men. As the story ends, Pym and two others drift southward, encountering an enormous, apparently endless cataract of mist that parts before their boat, revealing a large ghostly figure.

H.P. Lovecraft’s 1936 story “At the Mountains of Madness” was almost certainly based on real stories of polar exploration. In it, the men of a fictitious Antarctic expedition encounter circumstances that “made us wish only to escape from this austral world of desolation and brooding madness as swiftly as we could.” One man even experiences an unnamed “final horror” that causes a severe mental breakdown.

The 1982 John Carpenter film “The Thing” also involves these themes, when men trapped at an Antarctic research station are being hunted by an alien that perfectly impersonates the base members it has killed. Paranoia and anxiety abound, with team members frantically radioing for help, and men imprisoned, left outside or even killed for the sake of the others.

Whether to gird themselves for what may come or just as a fun tradition, the winter-over crew at the United States’ South Pole Station watches this film every year after the last flight leaves before winter sets in.

A trailer for the 1982 film ‘The Thing,’ set at an Antarctic research station.

Real tales

These stories of Antarctic “madness” have some basis in history. A long-told anecdote in modern Antarctic circles is of a man who stabbed, perhaps fatally, a colleague over a game of chess at Russia’s Vostok station in 1959.

More certain were reports in 2018, when Sergey Savitsky stabbed Oleg Beloguzov at the Russian Bellingshausen research station over multiple grievances, including the one most seized upon by the media: Beloguzov’s tendency to reveal the endings of books that Savitsky was reading. A criminal charge against him was dropped.

In 2017, staff at South Africa’s sub-Antarctic Marion Island station reported that a team member smashed up a colleague’s room with an ax over a romantic relationship.

Mental health

Concerns over mental health in Antarctica go much further back. In the so-called “Heroic Age” of Antarctic exploration, from about 1897 to about 1922, expedition leaders prioritized the mental health of the men on their expeditions. They knew their crews would be trapped inside with the same small group for months on end, in darkness and extreme cold.

American physician Frederick Cook, who accompanied the 1898-1899 Belgica expedition, the first group known to spend the winter within the Antarctic Circle, wrote in helpless terms of being “doomed” to the “mercy” of natural forces, and of his worries about the “unknowable cold and its soul-depressing effects” in the winter darkness. In his 2021 book about that expedition, writer Julian Sancton called the ship the “Madhouse at the End of the Earth.”

Cook’s fears became real. Most men complained of “general enfeeblement of strength, of insufficient heart action, of a mental lethargy, and of a universal feeling of discomfort.”

“When at all seriously afflicted,” Cook wrote, “the men felt that they would surely die” and exhibited a “spirit of abject hopelessness.”

And in the words of Australian physicist Louis Bernacchi, a member of the 1898-1900 Southern Cross expedition, “There is something particularly mystical and uncanny in the effect of the grey atmosphere of an Antarctic night, through whose uncertain medium the cold white landscape looms as impalpable as the frontiers of a demon world.”

Footage from 1913 shows the force of the wind at Cape Denison, which has been called ‘the home of the blizzard.’

A traumatic trip

A few years later, the Australasian Antarctic Expedition, which ran from 1911 to 1914, experienced several major tragedies, including two deaths during an exploring trip that left expedition leader Douglas Mawson starving and alone amid deeply crevassed terrain. The 100-mile walk to relative safety took him a month.

A lesser-known set of events on that same expedition involved wireless-telegraph operator Sidney Jeffryes, who arrived in Antarctica in 1913 on a resupply ship. Cape Denison, the expedition’s base, had some of the most severe environmental conditions anyone had encountered on the continent, including winds estimated at over 160 miles an hour.

Jeffryes, the only man in the crew who could operate the radio telegraph, began exhibiting signs of paranoia. He transmitted messages back to Australia saying that he was the only sane man in the group and claiming the others were plotting to kill him.

In Mawson’s account of the expedition, he blamed the conditions, writing:

(T)here is no doubt that the continual and acute strain of sending and receiving messages under unprecedented conditions was such that he eventually had a ‘nervous breakdown.’”

Mawson hoped that the coming of spring and the possibility of outdoor exercise would help, but it did not. Shortly after his return to Australia in February 1914, Jeffryes was found wandering in the Australian bush and institutionalized. For many years, his role in Antarctic exploration was ignored, seeming a blot or embarrassment on the masculine ideal of Antarctic explorers.

A group of people stand on a rocky shore waving at a small boat in the distance.
After five months of isolation in trying conditions on a remote Antarctic island, 22 men rejoice at their rescue in August 1916.
Frank Hurley, Underwood & Underwood, via Library of Congress

Wider problems

Unfortunately, the general widespread focus on Antarctica as a place that causes disturbing behavior makes it easy to gloss over larger and more systemic problems.

In 2022, the United States Antarctic Program as well as the Australian Antarctic Division released reports that sexual assault and harassment are common at Antarctic bases and in more remote field camps. Scholars have generally not linked those events to the specifics of the cold, darkness and isolation, but rather to a continental culture of heroic masculinity.

As humans look to live in other extreme environments, such as space, Antarctica represents not only a cooperative international scientific community but also a place where, cut off from society as a whole, human behavior changes. The celebrations of Midwinter Day honor survival in a place of wonder that is also a place of horror, where the greatest threat is not what is outside, but what is inside your mind.

The Conversation

Daniella McCahey does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

ref. At Antarctica’s midwinter, a look back at the frozen continent’s long history of dark behavior – https://theconversation.com/at-antarcticas-midwinter-a-look-back-at-the-frozen-continents-long-history-of-dark-behavior-253906