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New Techniques in Galaxy Classification

A fresh approach helps us understand distant galaxies better.

Ananya Ganapathy, Michael S. Petersen, Rashid Yaaqib, Carrie Filion

― 7 min read


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Since the 17th century, people have been spotting these magnificent spiral shapes in the sky, which we now call galaxies. You might think they're like giant, twinkling pinwheels in the universe. Scientists have been trying to figure out how these galaxies change and what they look like, often using fancy classification systems. A well-known one is the Hubble Sequence, which helps to sort galaxies based on their appearance.

As technology has grown, so has our ability to study galaxies. The Hubble Space Telescope, or HST, has been a game-changer, allowing astronomers to look deeper into space than ever before. However, when they checked out very distant galaxies, things got a little tricky. These faraway galaxies can look oddly shaped and hard to classify. This problem has left scientists scratching their heads, trying to make sense of these weird shapes.

With the new James Webb Space Telescope (JWST) up and running, we are in for some exciting times in astronomy. This telescope offers sharper images and can look at different wavelengths of light, which gives us a better understanding of galaxy shapes and how they change over time. Thanks to modern advancements, we now have better data on high-Redshift galaxies, helping us to understand more about these ancient cosmic spirals.

The Challenges of Studying Galaxies

Galaxies can be tricky to classify, especially when they are far away. The HST primarily observes galaxies in visible light, which can lead to confusion, as these galaxies may appear distorted or peculiar. The JWST, on the other hand, offers better views and can study galaxies using longer wavelengths of light. This means we can get a clearer picture of what's really going on in these celestial objects.

While traditional methods often rely on human eyes to sort and classify galaxies, new projects are emerging that allow the public to lend a hand. By using artificial intelligence and machine learning, researchers are training computers to classify images, making the process more efficient.

A New Way to Classify Galaxies

In this exploration of galaxies, we introduce a new method that mixes two mathematical techniques: Fourier series and Laguerre polynomials. Now before you roll your eyes, don’t worry! This is just a fancy way of saying we found a smarter way to represent how galaxies look. By using this approach, we can summarize the shape of a galaxy in a way that makes it easier to understand.

Our new method is especially useful for distant galaxies where traditional ways of classifying might not work well. By focusing on key aspects of their shapes, we can accurately measure their Asymmetry, which is an important part of understanding how they evolve.

Measuring Asymmetry in Galaxies

Asymmetry in galaxies is a way of measuring how much one side of a galaxy differs from the other. This can be due to various factors, such as Star Formation or interactions with other galaxies. Our new approach allows us to measure this asymmetry through detailed imaging data, which helps us see how galaxies change over time.

We have looked at a bunch of Disc Galaxies and noted how their asymmetry varies depending on things like their mass and the wavelengths we are observing. Generally, we found that when we look at shorter wavelengths, galaxies appear more asymmetric, which makes sense since those areas are often rich in star formation.

The Connection Between Mass and Asymmetry

Interestingly, we also discovered that heavier galaxies tend to be less asymmetric, while lighter ones are often more irregular. This could be because lighter galaxies have more star formation happening, while heavier ones have less active star-making processes. The relationship between a galaxy's mass, its asymmetry, and how it forms stars tells us a lot about its history and evolution.

On the other hand, when we looked at the connection between redshift (which tells us how far away a galaxy is) and asymmetry, we didn’t find a strong relationship. It seems that the asymmetry of disc galaxies remains fairly stable, regardless of how far away they are.

Introducing FLEX: Our New Tool

To help in our quest, we created a new software tool called FLEX, which stands for Fourier-Laguerre Expansion. This tool is designed to provide clear measurements of galaxy asymmetry and characteristics in a way that traditional methods cannot.

FLEX takes snapshots of galaxies and calculates important coefficients that represent their shapes. This means we can gather more meaningful data without getting lost in the details. By offering a better understanding of a galaxy's structure, we can dive deeper into its dynamics and formation.

The FLEX Process

FLEX works by first identifying a galaxy and creating a postage stamp (essentially a small cutout) of it. This cutout is then processed to remove any noise that might interfere with our measurements. Once the data is cleaned up, FLEX calculates the expansion coefficients that describe the galaxy's surface brightness distribution.

Using these coefficients, we can then analyze the galaxy's asymmetry and other features without having to rely on visual classifications. The beauty of FLEX is that it can accurately describe a galaxy's structure while avoiding the complications that come with visual bias and varying resolutions.

What We Learned from Our Study

By applying FLEX to a selection of disc galaxies from the Extended Groth Strip, we’ve gathered a wealth of information about their properties. We examined a total of 271 disc galaxies, measuring their asymmetry, mass, and star formation rates.

Asymmetry and Star Formation

A key finding from our study was that galaxies with high asymmetry often have more active star formation. Essentially, when we see clumps of stars forming, it usually indicates that the galaxy is in a dynamic phase of its evolution. On the other hand, galaxies with less prominent star formation showed lower asymmetry. This means that overall, star formation is a good sign of a galaxy's ongoing activity.

The Role of Wavelengths

We also found that the wavelength we observe can significantly impact our measurements. At shorter wavelengths, we see more asymmetry due to the light emitted by young stars. In contrast, longer wavelengths provide insights into older stars and structural features like bars and spiral arms. This discovery helps us better understand what is happening inside these cosmic giants.

The Future of Galaxy Research

As we continue to tweak and enhance FLEX, we're optimistic about what it can offer for future research. Next, we plan to incorporate higher-order Fourier modes to investigate more details about features like bars and spirals in galaxies. We also hope to apply FLEX to more galaxies, making it possible to explore interactions between different galaxies and uncover how they influence one another.

With the JWST and tools like FLEX in our arsenal, we are more equipped than ever to study galaxies and their evolution. The universe has so much to offer, and we are excited to uncover its secrets, one galaxy at a time.

Wrapping Up

In summary, our exploration of disc galaxies through the lens of Fourier-Laguerre techniques has shed new light on their complex shapes and behaviors. By creating a cleaner, more efficient method for measuring galaxy properties, we can better understand how these majestic cosmic structures form and evolve.

So, next time you gaze at the night sky and spot a twinkling galaxy, remember that there's a whole lot happening out there, and thanks to advancements in science, we’re just getting started on this cosmic journey.

Original Source

Title: Disc asymmetry characterisation in JWST-observed galaxies at 1 < z < 4

Abstract: We present a novel technique using Fourier series and Laguerre polynomials to represent morphological features of disc galaxies. To demonstrate the utility of this technique, we study the evolution of asymmetry in a sample of disc galaxies drawn from the Extended Groth Strip and imaged by the JWST Cosmic Evolution Early Release Science Survey as well as archival HST observations. We measure disc asymmetry as the amplitude of the of the m = 1 Fourier harmonic for galaxies within redshift ranges of 1 < z < 4. We show that when viewed in shorter rest frame wavelengths, disc galaxies have a higher asymmetry as the flux is dominated by star forming regions. We find generally low asymmetry at rest frame infrared wavelengths, where our metric tracks asymmetry in morphological features such as bars and spiral arms. We show that higher mass galaxies have lower asymmetry and vice versa. Higher asymmetry in lower mass galaxies comes from lower mass galaxies (typically) having higher star formation rates. We measure the relation between disc galaxy asymmetry and redshift and find no conclusive relationship between them. We demonstrate the utility of the Fourier-Laguerre technique for recovering physically informative asymmetry measurements as compared to rotational asymmetry measurements. We also release the software pipeline and quantitative analysis for each galaxy.

Authors: Ananya Ganapathy, Michael S. Petersen, Rashid Yaaqib, Carrie Filion

Last Update: 2024-11-18 00:00:00

Language: English

Source URL: https://arxiv.org/abs/2411.11972

Source PDF: https://arxiv.org/pdf/2411.11972

Licence: https://creativecommons.org/licenses/by/4.0/

Changes: This summary was created with assistance from AI and may have inaccuracies. For accurate information, please refer to the original source documents linked here.

Thank you to arxiv for use of its open access interoperability.

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