Mashable 13小时前
How AI helped astronomers uncover one truly weird supernova
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天文学家利用一种新的人工智能算法,能够实时扫描异常的超新星爆发,从而发现了一颗名为SN 2023zkd的奇特超新星。该事件位于7.3亿光年外,其特点是间隔约八个月出现两次光爆发,并且在爆发前亮度逐渐增加,这与常规超新星爆发模式不同。研究人员推测,这颗超新星可能源于一颗富含氦的巨大恒星与一颗黑洞的近距离轨道合并,黑洞的引力作用触发了恒星的爆炸。AI工具在早期阶段就标记了这一异常事件,为后续的大型望远镜观测争取了宝贵时间,支持了并非所有大质量恒星的爆炸都源于自然衰老的观点,也揭示了宇宙中可能存在由天体碰撞引发的剧烈事件。

🌟 **AI驱动的异常事件发现:** 天文学家部署了一种名为“光变曲线异常识别与相似性搜索”(LAISS)的新型AI算法,该算法通过Slack机器人实时监测宇宙中的异常爆炸事件。这种AI能够分析超新星的颜色、持续时间和峰值亮度等特征,并将其与宿主星系的特性进行比对,从而筛选出统计学上异常的事件,极大地提高了发现罕见天象的效率,为后续观测赢得了宝贵时间。

💥 **SN 2023zkd的独特表现:** 这颗距离地球约7.3亿光年的超新星,其爆发模式异常复杂。它并非一次性爆发,而是出现了两次间隔约八个月的光爆发。更令人惊讶的是,在爆发之前,该天体的亮度一直在稳步增加,这种“预热”现象与传统超新星的爆发模式显著不同,暗示其成因可能更为复杂。

🌌 **恒星与黑洞的宇宙级“碰撞”:** 研究人员提出的最简便解释是,这颗超新星是由一颗富含氦的巨大恒星与一颗质量约为太阳十倍的黑洞近距离合并所触发。在合并过程中,黑洞的强大引力可能撕裂了恒星,并将其物质卷入,引发了剧烈的超新星爆发。这支持了“宇宙碰撞”可能引发恒星爆炸的理论,而非仅仅是恒星自然衰老的结果。

💡 **AI在天文学研究中的日益重要:** 随着机器人望远镜技术的进步,天文学家每天都会处理海量数据。AI工具,特别是生成式AI,正变得越来越重要,它们能够学习数据并从中提取信息,帮助研究人员进行恒星爆炸分类、快速推断恒星物理性质,并发现新的天体系统。研究团队强调,在整合AI工具时,结合天体物理知识进行审慎的检查至关重要。

Scientists have discovered a peculiar supernova that may have resulted from a star's misguided attempt to swallow a black hole.

The new case, soon to be published in The Astrophysical Journal, supports the idea that massive stars don't just explode when they get old. Dramatic space collisions may trigger at least some of these fatal blasts, too. 

To find the exotic supernova, dubbed SN 2023zkd, astronomers used a new artificial intelligence algorithm tied to a Slack bot to scan for unusual explosions in real time. Called the Light curve Anomaly Identification and Similarity Search, the tool's prompt notification gave them enough of a lead to plan and execute large telescope observations before the explosion faded out. 

Scientists have used classic AI methods like this for decades to help sift through heaps of data, said V. Ashley Villar, an assistant professor of astronomy at Harvard, especially in the age of robotic telescopes, which spot thousands of flickering lights nightly. But nowadays, generative AI, which can learn from data, is becoming increasingly helpful, said Villar, an author of the paper. 

"Our research group has embraced these new technologies to help us in our daily tasks: classifying stellar explosions, inferring physical properties of stars quickly, and even identifying exciting new systems like 2023zkd," she told Mashable. "We do this by carefully integrating our astrophysical knowledge and sanity-checking responses from AI systems."

The explosion, about 730 million light-years away from Earth, was first detected in July 2023 by the Zwicky Transient Facility, a robotic telescope partly funded by the U.S. National Science Foundation in California.

What made this event unusual was that it didn't have just one burst of light, but two, spaced about eight months apart. And that wasn't the only surprise. After digging through the archives, researchers found that the source had been gradually increasing in brightness before it detonated. That kind of ramp-up to a supernova is not the status quo, the researchers said.

Half a century ago, black holes were an idea on paper that even leading scientists doubted. Now they’re firmly established in astronomy. The most common type, stellar black holes, form when a massive star ends its life in a supernova, collapsing its remaining material into a dense, compact object, from which no light escapes.

Unlike planets or stars, black holes don't have a surface. Instead, they’re surrounded by an "event horizon," the ultimate point of no return, where anything crossing it is trapped forever by gravity.

Scientists think a star's attempt to swallow a black hole triggered a strange supernova, according to a new study by the Harvard & Smithsonian Center for Astrophysics and MIT. Credit: Melissa Weiss / CfA illustration

What makes it a weird supernova

It's possible the black hole ravaged the star before it could blast apart. If that were the case, the black hole might have reeled in the stellar material, causing the debris to smash into surrounding gas, which then sparked a supernova emission. 

But the simplest explanation for what happened is that a massive helium-rich star was in a close orbit with a companion black hole, each perhaps 10 times more massive than the sun. When they began to merge, the event triggered the supernova, according to The Harvard & Smithsonian Center for Astrophysics and MIT, who led the study as part of the Young Supernova Experiment. That project is a sky survey to catch the explosions immediately after their onset. 

The AI tool flagged the event months before its most unusual behavior, said Alexander Gagliano, another author of the upcoming paper. 

"Both the star and the black hole 'feel' one another's gravitational pull. In one sense, the black hole is 'swallowed' by the hot gas of the star, which is sloshing around the system," Gagliano told Mashable. "But in another sense, the black hole is responsible for the ultimate destruction of the star." 

How artificial intelligence tools helped

Here's how the LAISS AI tool worked: Each supernova source is broken down by its features, such as its color, duration, and peak brightness, as well as by its host galaxy's characteristics. Those components go into a database for an algorithm to review for events that are statistically abnormal. 

About half of the supernovas it flags are genuinely weird. Another roughly 25 percent turn out to be active supermassive black holes at the centers of galaxies, which are not what the researchers are looking for. Though the tool turns up a lot of events they don't want, it at least narrows them down to a more manageable list for further vetting, said Gagliano, an Institute for Artificial Intelligence and Fundamental Interactions fellow.  

That being said, the new Vera C. Rubin Observatory, which scientists expect will exponentially increase the number of supernova detections, will require even more creative and selective solutions for sorting through the data. 

"More recently, we've been moving to more 'modern' AI methods to extract less interpretable but more flexible features from images of the supernova galaxies," Villar said. 

Fun fact: The LAISS tool also has the capability to find and group similar supernovas. To do this, it relies on ANNOY, an open-source Spotify algorithm — except instead of recommending songs with similar vibes, it suggests astronomical events. 

Now you might be wondering: When a massive star goes supernova, it typically collapses into a black hole. But what happens when a star goes supernova because of its interaction with a black hole? 

"A larger black hole is what remains," Gagliano said.

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超新星 人工智能 天文学 黑洞 宇宙碰撞
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