Numerical analysis of geometric parameter effects on fish schooling hydrodynamics for bio-inspired applications

• A 3D MDF-IB-RLBM framework is proposed for multi-body fish hydrodynamics with second-order accuracy. • Lateral and longitudinal spacing play distinct roles in governing the intensity of hydrodynamic interactions. • Following fish achieve up to 22% peak thrust gain, which is highly sensitive to geometric spacing. • A staggered six-fish formation creates a stable low-velocity channel via a collective shielding effect. • The central channel provides energy-saving potential, reducing flow velocity by approximately 30%. Through the hydrodynamic analysis of fish schooling, important insights can be provided for the design of bionic underwater vehicles. Aiming at investigating the effects of geometric parameters on thrust and drag, this paper proposes a multi-direct forcing immersed boundary-regularized lattice Boltzmann method (MDF-IB-RLBM). This method achieves second-order spatial accuracy through a multi-iteration correction strategy. The regularized collision operator ensures numerical stability for high-Reynolds-number flows. Additionally, the computational complexity of this method increases only linearly with the number of fish bodies. A RoboTuna model is adopted for numerical experiments. The results show that when the lateral spacing between fish bodies increases from 0.3 to 0.375 body lengths, the peak drag increase of the trunk of the leading fish relative to a single fish decreases from approximately 17% to approximately 9.5%. The peak thrust gain of the trunk of the following fish relative to a single fish reduces from approximately 22% to approximately 15%. Simulations of the V-formation reveal the vortex ring compression effect and low-velocity channel characteristics in the central region. The shielding effect of the leading fish reduces the central flow velocity by approximately 30%.

Authors

Institutions

Publication Details

Journal
Ocean Engineering
Published
2026-03-03
DOI
https://doi.org/10.1016/j.oceaneng.2026.124871
Primary Topic
Lattice Boltzmann Simulation Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Numerical analysis of geometric parameter effects on fish schooling hydrodynamics for bio-inspired applications

Wenhao Zhu, Zhe Zhang, Jingxiang Xu
Ocean Engineering
Lattice Boltzmann Simulation Studies
article

Numerical analysis of geometric parameter effects on fish schooling hydrodynamics for bio-inspired applications

Wenhao Zhu, Zhe Zhang, Jingxiang Xu
article en

Abstract

• A 3D MDF-IB-RLBM framework is proposed for multi-body fish hydrodynamics with second-order accuracy. • Lateral and longitudinal spacing play distinct roles in governing the intensity of hydrodynamic interactions. • Following fish achieve up to 22% peak thrust gain, which is highly sensitive to geometric spacing. • A staggered six-fish formation creates a stable low-velocity channel via a collective shielding effect. • The central channel provides energy-saving potential, reducing flow velocity by approximately 30%. Through the hydrodynamic analysis of fish schooling, important insights can be provided for the design of bionic underwater vehicles. Aiming at investigating the effects of geometric parameters on thrust and drag, this paper proposes a multi-direct forcing immersed boundary-regularized lattice Boltzmann method (MDF-IB-RLBM). This method achieves second-order spatial accuracy through a multi-iteration correction strategy. The regularized collision operator ensures numerical stability for high-Reynolds-number flows. Additionally, the computational complexity of this method increases only linearly with the number of fish bodies. A RoboTuna model is adopted for numerical experiments. The results show that when the lateral spacing between fish bodies increases from 0.3 to 0.375 body lengths, the peak drag increase of the trunk of the leading fish relative to a single fish decreases from approximately 17% to approximately 9.5%. The peak thrust gain of the trunk of the following fish relative to a single fish reduces from approximately 22% to approximately 15%. Simulations of the V-formation reveal the vortex ring compression effect and low-velocity channel characteristics in the central region. The shielding effect of the leading fish reduces the central flow velocity by approximately 30%.

Ocean EngineeringVol. 354
Shanghai University of Engineering Science (CN), Shanghai Ocean University (CN)
Openalex Percentile: Top 34%
Lattice Boltzmann Simulation Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Numerical analysis of geometric parameter effects on fish schooling hydrodynamics for bio-inspired applications — Wenhao Zhu, Zhe Zhang, et al. · Ocean Engineering (2026) | TGRS Research Map | TGRS