15+
Total Publications
4
First Author
3
Under Review
2
In Progress

2025 (6 publications)

Against the Current: Self-Organized Upstream Undulatory Swimming Via Multisensory Feedback In Progress
Junzhe Hu, Jungha Lee, Zherong Temel, Carmel Majidi, Zachary Manchester
In Preparation (2025)
We present a bio-inspired control framework that enables autonomous upstream swimming in robotic fish through multisensory feedback integration. By combining flow sensing, proprioception, and visual odometry, our system achieves self-organized rheotaxis behavior without explicit flow models.
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🔬 In Progress
Vortex-Induced Propulsion: Revealing Physical Intelligence in Upstream Robotic Swimming Under Review
Jungha Lee*, Junzhe Hu*, Sarvesh Kazi, Carmel Majidi, Mitul Luhar, Zachary Manchester (*equal contribution)
PNAS (Under Review, 2025)
This work uncovers the mechanism of vortex-induced propulsion in upstream swimming, demonstrating how robots can exploit environmental flow structures for energy-efficient locomotion. We show that physical intelligence emerges from morphological computation without explicit control strategies.
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⏳ Under Review
Aquarium 2.0: High-Fidelity Differentiable Fluid-Structure Interaction for Aquatic Robotics Preprint
Junzhe Hu, Zherong Temel, Carmel Majidi, Zachary Manchester
arXiv Preprint (Oct 2025)
We introduce Aquarium 2.0, a differentiable simulation framework that enables gradient-based optimization of aquatic robot designs. The simulator combines high-fidelity fluid dynamics with soft body mechanics, enabling co-design of morphology and control.
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A Novel Aerial-Aquatic Locomotion Robot with Variable Stiffness Propulsion Module Published
Junzhe Hu, Peng Chen, Tianyi Feng, Yizhou Wen, Kunyang Wu, Jie Dong
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2025)
We present a hybrid aerial-aquatic robot capable of seamless transition between flight and swimming. The key innovation is a variable stiffness propulsion module that adapts to different fluid environments, enabling efficient locomotion in both air and water.
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Reduced-Mode Cosserat Rod Model for Real-Time Soft Robot Simulation Preprint
Junzhe Hu, Zherong Temel, Zachary Manchester
arXiv Preprint (Feb 2025)
We develop a reduced-order Cosserat rod model that achieves real-time simulation of soft continuum robots. By exploiting geometric structure and modal decomposition, our method enables interactive control and planning for soft manipulators.
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GelSight-Inspired Tactile Flow Sensing for Underwater Robots In Progress
Junzhe Hu, Edward Adelson, Carmel Majidi
In Preparation (2025)
We develop a vision-based tactile sensor for measuring fluid flow patterns on robot surfaces. Inspired by GelSight technology, our sensor provides high-resolution flow velocity fields that enable reactive swimming control.
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🔬 In Progress

2024 (4 publications)

Spatiotemporal Stiffness Modulation for Efficient Aquatic Robot Locomotion Published
Junzhe Hu, Peng Chen, Jie Dong
IEEE Robotics and Automation Letters (RA-L), 2024
This paper presents a novel control strategy for soft aquatic robots that modulates material stiffness both spatially and temporally. We demonstrate significant improvements in swimming efficiency through synchronized stiffness variation with undulatory motion.
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Bio-Inspired Variable Stiffness Mechanisms for Soft Robotics Published
Peng Chen, Junzhe Hu, Tianyi Feng, Jie Dong
Soft Robotics Journal, 2024
We survey and categorize bio-inspired variable stiffness mechanisms across multiple biological systems, providing design principles for soft robotic applications. The work includes experimental characterization of several novel stiffness modulation approaches.
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Multi-Joint Propulsion Dynamics in Undulatory Swimming Published
Junzhe Hu, Yizhou Wen, Jie Dong
Bioinspiration & Biomimetics, 2024
This work analyzes the hydrodynamics of multi-joint undulatory propulsion using both computational fluid dynamics and experimental validation. We identify optimal joint configurations for maximizing thrust generation in BCF swimming.
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Best Capstone Project: Autonomous Surface Vehicle with Variable Stiffness Propulsion Award
Junzhe Hu (Team Lead), UC Capstone Team
University of Cincinnati, Best Capstone Award 2024
Award-winning senior design project developing an autonomous surface vehicle with bio-inspired variable stiffness propulsion. The system integrates perception, planning, and adaptive control for efficient marine navigation.
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🏆 Best Project 📊 Poster

2023 (3 publications)

Flexible Appendage Dynamics in Fluid-Structure Interaction Published
Junzhe Hu, Auke Ijspeert
International Journal of Robotics Research (IJRR), 2023
We develop a computational framework for simulating flexible appendages in fluid environments using discrete variational integrators. The method preserves geometric structure and energy conservation properties, enabling long-time stable simulations.
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Hydrodynamic Modeling of BCF Swimming Using Discrete Variational Integrators Published
Junzhe Hu, Jean-Baptiste Mouret
Robotics: Science and Systems (RSS), 2023
This paper introduces a novel approach to modeling body-caudal fin (BCF) swimming using structure-preserving numerical methods. We demonstrate improved accuracy and computational efficiency compared to traditional finite element approaches.
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Salamander-Inspired Amphibious Robot with Adaptive Gait Control Published
Peng Chen, Junzhe Hu, Auke Ijspeert
IEEE International Conference on Robotics and Automation (ICRA), 2023
We present a salamander-inspired robot capable of seamless transition between terrestrial and aquatic locomotion. Central pattern generators (CPGs) enable adaptive gait modulation based on environmental feedback.
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2022 & Earlier (2 publications)

Soft Robotic Gripper with Variable Stiffness for Underwater Grasping Published
Junzhe Hu, Li Wen, SIAT Research Team
IEEE Robotics and Automation Letters (RA-L), 2022
We develop a pneumatically-actuated soft gripper with variable stiffness capabilities for underwater manipulation. The gripper adapts its compliance to handle fragile marine organisms and rigid objects with equal dexterity.
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Design and Control of a Biomimetic Robotic Fish with C-Start Escape Response Published
Tianyi Feng, Junzhe Hu, Jie Dong
Bioinspiration & Biomimetics, 2021
This work implements the C-start escape response observed in fish using a biomimetic robotic platform. We demonstrate high-acceleration maneuvers achieving performance comparable to biological systems.
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