Introduction

I am a 2nd year PhD researcher in Aerospace Engineering at Georgia Tech, advised by Bolei Deng and Christos Athanasiou. I hold an M.Des. (Mediums/Technology track) from the Harvard Graduate School of Design with cross-registration at MIT Media Lab and CSAIL, with prior research experience at Harvard’s Microrobotics Lab (Robert Wood group), the HCIE group at MIT CSAIL (Stefanie Mueller group), and the Morphing Matter Lab at CMU (Lining Yao group).

News

Research Highlights

My research focuses on the design and fabrication of mechanically intelligent systems, asking how robotic functionality can be physically encoded into structure, material architecture, and dynamics. Rather than treating robots as bodies controlled only by electronics, I study how the body itself can filter information, route mechanical signals, switch states, respond to stimuli, and generate behavior.

Research Positioning

Toward robotics. I develop mechanically intelligent systems in which sensing, locomotion, manipulation, and coordination emerge from structure, dynamics, and material response, reducing reliance on electronic hardware, centralized control, or onboard power.

Toward materials. I use materials and architected matter as programmable physical substrates, where responsiveness, compliance, multistability, and designed frequency response can be encoded directly into structure.

Toward AI. I use AI to support mechanism discovery, surrogate modeling, inverse design, and closed-loop optimization, helping identify structure-function relationships and translate mechanical principles into realizable robotic systems.

At the core of this research is a mechanics-first framework for robotic intelligence. In a recent perspective, we identify three fundamental operations through which mechanical intelligence can be realized in the physical body: filtering (selective reshaping of inputs by frequency, direction, or magnitude), routing (geometry-defined propagation of mechanical signals), and switching (discrete state transitions through instability and multistability). These operations provide a basis for sensing, locomotion, manipulation, and coordination without relying exclusively on electronic control.

I approach this framework through two connected layers. The first concerns how mechanical operations produce robotic behavior. The second concerns how design, fabrication, and material architecture make such systems physically realizable.

Research Framework

1. Mechanisms and behaviors
I study how filtering, routing, and switching, realized through geometry, compliance, resonance, and energy landscapes, give rise to frequency-selective locomotion, resonance-driven crawling, wind-triggered deployment, remote disassembly, and collective behavior in particle robot swarms. These systems operate without conventional electronics, centralized control, or onboard power.

2. Design, fabrication, and architected materials
I investigate how fabrication can encode mechanical intelligence directly into physical structure: functional 3D printing with in-situ characterization, architected materials with designed dynamic response, and sustainable fabrication using biodegradable and recyclable materials. In this view, fabrication is not a downstream implementation step; it is where filtering, routing, switching, and responsiveness become physically programmed.

Selected Publications

Self-disassembly cube

Remote Disassembly of Electronics-Free Modular Structures

Xinyi Yang, Martin Nisser, Weijian Qian, Christos E Athanasiou*,Bolei Deng*

Nature Communications

DOI: 10.1038/s41467-026-72722-z

particle robots

Electronic-Free Particle Robots Communicate through Architected Tentacles

Xinyi Yang#, Bohan Wang#, Víctor Riera Naranjo, Minghao Guo, Olivia Rivera ,Leonid Sopizhenko, Shucong Li, William Freeman*, Wojciech Matusik*,Bolei Deng*

Advanced Intelligent Systems

DOI: 10.1002/aisy.202500151

pullup

PullupStructs: Digital Fabrication for Folding Structures via Pull-up Nets

Lauren Niu#, Xinyi Yang#, Martin Nisser, Stefanie Mueller*

International Conference on Tangible, Embedded, and Embodied Interaction

DOI: 10.1145/3569009.3573123

inerter

Observation of Sub-Hertz Band Gaps in Ultra-Lightweight Inerter-Based Metamaterials

Fei Chen#, Xinyi Yang#, Xiaochen Li, Jack R Platt, Michael Anthony Turja, Jan Luka Cas, Tyler S Silva, Chad Thomas Hickey, Jack Elliott Godfrey, Pai Wang*, Xuan Zhu*, Bolei Deng*

Physical Review Applied

DOI: 10.1103/nwvf-n7lg

CETI

Passive Vacuum Regeneration for Suction-Based Marine Adhesion Devices

Germain Meyer, Daniel M. Vogt, Xinyi Yang, Robert J. Wood*

IEEE Journal of Oceanic Engineering

DOI: 10.1109/JOE.2025.3595607

insitu

In-Situ Mechanical Property Characterization of 3D-Printed Materials Using FDM and High-Speed Imaging

Xiaochen Li#, Xinyi Yang#, Chuqi Sun#, Christos E Athanasiou*, Bolei Deng*

Under review

sensing

Sensing Intelligence as a Trainable Metamaterial Property

Kyungmi Na, Yifei Li, Xinyi Yang, Bolei Deng*

Under review

DOI: arxiv.org/abs/2605.23967

perspective

Toward Mechanical Intelligence in Robotics

Xinyi Yang, Xinyi Ding, Tianyu Wang, Daniel I. Goldman*, Shucong Li*, Bolei Deng*

Perspective paper

Under review

Selected Projects

Seed

Bioinspired, Wind-Triggered, Biodegradable Seed Carrier for Electronic-Free Precision Deployment

Xinyi Yang, Victor Riera Naranjo, Yiyuan Sun, Haocheng Yu, Martin Nisser, Bolei Deng

To be submitted

resonant

Frequency-Selective Control of Modular Structures: A Mechanical Phone Call

Xinyi Yang, Bolei Deng

To be submitted


# indicates co–first authors. * indicates corresponding authors.

Art Practice

Alongside my research, I maintain an independent art practice that treats mechanical structure as a medium for thought. The works are not illustrations of research — they are governed by a different standard: structural equivalence between a physical phenomenon and its conceptual meaning, not metaphorical analogy. Each piece begins with an engineering fact and asks what that fact already says, without narrative imposed from outside. Full portfolio at xinyiyang.space.

Mass Return

Mass Return

2025 — Installation, five balance scale assemblies

Five balance scales, each holding the same substance at two points in its life: unprocessed raw material on one side, an aerospace-grade fragment on the other. Every scale is perfectly balanced. The mass has not changed. But between the two sides lies the entirety of human technical ambition — extraction, smelting, manufacturing, launch, abandonment.

Singularity

Singularity

2025 — Kinetic installation, robotic arm and mirror

A single industrial robotic arm repeatedly approaches a flat mirror placed at its kinematic singularity — the exact configuration where the Jacobian matrix becomes singular and the arm loses a degree of freedom. As it nears, the arm trembles, deflects, retreats, and tries again. In the mirror: a valid kinematic solution it can never physically reach.

Earlier Foundations

Before my PhD, my work explored how material behavior, fabrication, and interaction design can turn physical structures into responsive systems.

Zero-Gravity Fashion
Zero-Gravity Fashion

MIT Media Lab · Parabolic flight tested · MIT News

Liquid Choreography
Liquid Choreography

MIT Media Lab, 2021 · Ferrofluid and violin

One Pull, Form Emerges
One Pull, Form Emerges

ACM TEI '23

When Geometry Meets Matter
When Geometry Meets Matter

Harvard GSD · Ceramics fabrication

FlexiMesh
FlexiMesh: Computational Textiles

MIT HCIE Group · 3D printed anisotropic lattice

Interactive Computing Fabric
Interactive Computing Fabric

MIT Mechanical Engineering · Conductive fiber sensing