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June 27, 2025

Long-held belief about shape of fish schools overturned—fish swim in 3D 'ladder' formation, not flat diamonds

Example video of fish school tracked for 2 minutes. Credit: Ko et al. Fish schools adopt 3D formations both in nature and in the laboratory. Schools of (A) bluefin tuna and (B) pacific herring in 3D formations. (C–D) A small school of three giant danios with a pair (red and yellow dots) in an apparent (C) inline and (D) staggered formation when viewed from above. However, both had a significant vertical separation. Credit: Scientific Reports (2025). DOI: 10.1038/s41598-025-06150-2
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Example video of fish school tracked for 2 minutes. Credit: Ko et al. Fish schools adopt 3D formations both in nature and in the laboratory. Schools of (A) bluefin tuna and (B) pacific herring in 3D formations. (C–D) A small school of three giant danios with a pair (red and yellow dots) in an apparent (C) inline and (D) staggered formation when viewed from above. However, both had a significant vertical separation. Credit: Scientific Reports (2025). DOI: 10.1038/s41598-025-06150-2

For 50 years, scientists believed that schools of fish would save the most energy by swimming in flat diamond formations. Recently, a team of researchers at Princeton and Harvard ran an experiment to check this assumption.

It turns out that, contrary to what models predicted, fish don't swim in diamonds. They swim in a dynamic pattern that the researchers call a ladder, where they're staggered in three dimensions like an echelon of fighter jets.

The research team, led by Radhika Nagpal, professor of robotics at Princeton, adapted computer vision software originally developed to track individual animal movements to collect the first 3D data on fish formation. Working with Harvard University biologist George Lauder, the researchers analyzed a group of six giant danios swimming for 10 hours in a tank with recirculating flow. They found that the fish almost never formed a diamond, instead swimming in a ladder shape 79% of the time.

The paper is in the journal Scientific Reports.

"When swimming, fish on average generate a jet going backward, like the jet engine of a plane," said Hungtang Ko, postdoctoral researcher at Princeton and lead author on the study.

A machine vision pipeline for tracking fish schools in 3D. (A) A photo and (B) a schematic of the experimental setup. Note that the danio schools swam within a mesh chamber suspended within a recirculating flow tank that greatly reduced boundary layer effects (see Methods and Supplemental Information). (C) Histograms of both yaw 𝜙 and pitch 𝛼 , centering around zero, i.e. aligning with the flow. (D) A diagram of the video-processing pipeline. (E) a two-minute sequence of the coordinates for the nose of all six fish within a school. Different colors represent different individuals. Credit: Scientific Reports (2025). DOI: 10.1038/s41598-025-06150-2
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A machine vision pipeline for tracking fish schools in 3D. (A) A photo and (B) a schematic of the experimental setup. Note that the danio schools swam within a mesh chamber suspended within a recirculating flow tank that greatly reduced boundary layer effects (see Methods and Supplemental Information). (C) Histograms of both yaw 𝜙 and pitch 𝛼 , centering around zero, i.e. aligning with the flow. (D) A diagram of the video-processing pipeline. (E) a two-minute sequence of the coordinates for the nose of all six fish within a school. Different colors represent different individuals. Credit: Scientific Reports (2025). DOI: 10.1038/s41598-025-06150-2

Because of this, it's beneficial to avoid being directly behind one another. Ko said the ladder formation provides similar hydrodynamic benefits as in the diamond shape, but the fish don't have to work as hard to synchronize because they can stagger in multiple planes instead of just one.

The diamond formation was first proposed as the most hydrodynamically efficient in the 1970s, and has since been reinforced by models and experiments that were limited to a 2D view. Models of fish schools have generally been limited to flat planes because it's difficult to capture accurate 3D movement from multiple camera angles. The new software adaptation solved that problem, laying a foundation for future studies to examine fish schools in 3D.

Example video of fish school tracked for 2 minutes. Credit: Ko et al.

The researchers said this work has interesting applications in robotics. The Nagpal lab is working on fish-inspired underwater that in the future could move in similar dynamic ladder formations and gain energetic benefits. Understanding schools will help engineers design more efficient underwater robots for tasks like monitoring reefs and kelp forests.

"The collaboration is a two-way street," said Ko. "We can use computer vision to discover how and why animal groups do things together. And then we can ask, what kind of real-world robotic system could this biological insight be applied to?"

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More information: Hungtang Ko et al, Beyond planar: fish schools adopt ladder formations in 3D, Scientific Reports (2025).

Journal information: Scientific Reports

Provided by Princeton University

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Fish schools predominantly swim in a three-dimensional ladder formation rather than the previously assumed flat diamond pattern. This ladder arrangement allows individuals to stagger in multiple planes, reducing the need for precise synchronization while maintaining hydrodynamic benefits. These findings, enabled by advanced 3D tracking, may inform the design of efficient underwater robot swarms.

This summary was automatically generated using LLM.