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Beyond Fish in Formation: A Two-Tier Approach for Biomechanical Studies of Collective Movement
Yangfan Zhang1, Divya Ramesh1, George V Lauder1
1Museum of Comparative Zoology, Department of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA 02138, USA.
Integrative and Comparative Biology
|July 27, 2026
Summary
Fish schooling involves dynamic movements and energy savings. New research reveals that fish adjust their swimming based on fluid dynamics from neighbors, explaining this energy conservation during collective movement.
Area of Science:
- Animal behavior
- Fluid dynamics
- Biomechanics
Background:
- Fish schooling is often viewed as rigid, but real-world observations show frequent positional changes.
- Existing research confirms that fish conserve energy in schools compared to solitary swimming.
- This presents a paradox: how do dynamic interactions within schools lead to energy efficiency?
Purpose of the Study:
- To investigate the relationship between schooling dynamics and energy conservation.
- To test the hypothesis that fish modulate their movement in response to hydrodynamic cues from neighbors.
- To develop a methodology for analyzing kinematic modulation in fish schools.
Main Methods:
- Utilized artificial intelligence-enabled tracking and video processing to quantify individual movement variations within schools.
- Employed a mechanical flapping mechanism and controlled enclosures to isolate and study inter-individual hydrodynamic interactions.
- Assessed fish responses to fluid stimuli from robotic models and other fish.
Main Results:
- Fish within schools demonstrated significantly higher positional and kinematic modulation compared to solitary individuals.
- Fish in controlled environments showed a strong ability to respond to hydrodynamic stimuli from nearby fish or robotic models.
- The study successfully analyzed high-resolution kinematic modulation in schooling fish.
Conclusions:
- Schooling dynamics, characterized by positional and kinematic modulation, are driven by responses to fluid dynamic stimuli.
- This modulation is key to understanding how fish achieve energy savings through collective movement.
- The developed two-tier approach provides a robust framework for future studies on fish schooling behavior and energetics.

