Cornell UniversitySibley School of Mechanical & Aerospace Engineering

Materials. Machines. Living systems.

The Science of Living and Artificial Robots for Precision Agriculture
and Ocean Health

We connect materials science, sensing, and actuation to develop biohybrid and artificial robots. Our research aims to learn from soil, interact precisely with plants, and monitor the health of rivers and oceans.

From fundamental science
to the field and the sea.
Living systems.Connected by robotics.
01 Precision agriculture 02 Living soil & sensing 03 Aquatic robotics 04 Manufacturing 05 Green energy

Our research vision

Sensing, acting,
and enduring.

We study how living and engineered systems sense, move, and exchange energy.

At Cornell’s Organic Robotics Lab, led by Rob Shepherd, we bring biology and materials science into robotics. Mycelium-based biohybrid robots provide a living interface, with the goal of learning about soil health. Soft robotic tools interact with plants, while aquatic machines open possibilities for observing rivers and oceans. Together, these efforts aim to guide precise agricultural inputs, reduce runoff, and understand waterway health.

Energy and manufacturing make these machines possible. Redox flow batteries integrate energy storage and actuation into soft bodies; wave-energy harvesters explore renewable power for marine systems. Our longer-term goal is enduring electric robots that make agricultural logistics and ocean-health monitoring more practical.

Volumetric additive manufacturing enables complex robotic structures and production on demand, with the potential to reduce overproduction and excess inventory. We translate discoveries through new ventures and the independent research programs of our alumni.

Five connected research directions

From soil to sea.

Sense living systems.
Build capable machines.
Extend their endurance.

A soft leaf gripper used for plant sensing research01

Above ground

Listen to the plant.

Soft robotic tools and optical phenotyping help us understand plant condition. We aim to inform more precise use of water and agricultural inputs, reducing waste at its source.

Crop phenotypingPrecision agriculture
Explore our leaf-gripper research
Conceptual cross-section of a soft robot measuring below the soil surfaceSUBSURFACE ROBOTICS / CONCEPT02

Living soil

Listen beneath the soil.

Soft robots can bring instruments below ground. Mycelium-based biohybrid robots offer a complementary living interface: our goal is to read fungal responses to soil conditions, learn about soil health, and inform agricultural decisions.

Soil healthFungal sensing
Explore our mycelium research
A lionfish-inspired soft aquatic robot developed in the lab03

Rivers to the sea

Learn from the water.

Soft aquatic robots and embodied energy offer a path toward sustained underwater surveying. Our vision is to monitor river and ocean health and connect those observations to decisions upstream.

Underwater surveyingWaterway health
Explore our aquatic robot research
Research images: Savan DeSouza / Cornell University; provided / Cornell Chronicle. Soil illustration is a conceptual research direction.
The lab’s soft walking robot with a fungal mycelium chamber and electrical interface mounted on its body
Mycelium-controlled soft robot · Mishra et al., 2024. Image source: Cornell Chronicle

Mycelium-based biohybrid robotics

A living interface
with the soil.

We are developing biohybrid robots that pair living fungal mycelium with engineered sensing and motion. Our goal is to use this interface in agriculture to learn about soil health and guide more precise use of agricultural inputs.

Our published robots use electrical signals from mycelia to control movement and respond to light. Building on that work, we aim to read soil chemistry through fungal responses—connecting conditions below ground to decisions above it.

Our agricultural goal

Soil conditions Fungal signals Agricultural insight

04 Volumetric additive manufacturing

Make what we need.
When we need it.

How we make a machine is part of its environmental story. Volumetric additive manufacturing forms three-dimensional structures with light, opening possibilities for complex geometries and integrated robotic components.

Producing parts on demand can reduce waste from overproduction and excess inventory. It also gives us a way to build the intricate soft machines needed to sense, move, and work in the world.

Less excess inventoryComplex machinesProduction on demand
Explore volumetric printing of soft robots
Volumetric additive manufacturing conceptProjected light patterns form a complex part in a rotating volume of resin. The diagram connects a digital design with production on demand.LIGHT → VOLUME → FORMLIGHT PATTERNSROTATING RESIN VOLUME04
A manufacturing concept: build complex forms with light.

05 Green energy & embodied energy

Energy for robots
that endure.

Harvest energy from the environment. Store it in the machine. Our aim is to keep electric robots working longer, from agricultural logistics to sustained ocean-health monitoring.

Concept of a robot’s circulating fluid combining energy storage and actuationSTOREPOWER + MOVEROBOTIC CIRCULATION / CONCEPT

Redox flow batteries

Energy that moves
with the robot.

Our robotic circulatory systems use liquid electrolytes to combine electrical energy storage with hydraulic force transmission and actuation. Integrating these functions throughout a soft body opens a path toward longer operation and more adaptable machines.

Building on our aquatic robots, we are working toward enduring electric platforms that could simplify agricultural logistics and make ocean monitoring more continuous.

Read the redox-flow robotics paper
Concept of ocean waves driving a soft pump to generate electricityWAVE → SOFT PUMP → ELECTRICITYTURBINE + GENERATOR

Wave-energy harvesting · Device, 2026

Power from
the motion of the sea.

Our soft wave-energy harvester uses an origami-inspired elastomeric pump that stretches and compresses with passing waves. Pumped seawater drives a turbine to generate electricity, while the compliant design accommodates large motions.

Led by Ofek Peretz, this work was demonstrated in ocean tests and published in Device. It advances our longer-term vision of renewable power supporting persistent marine systems.

Read the wave-energy paper

The longer-term vision

Renewable energy + enduring electric robots smoother agricultural logistics and sustained ocean-health monitoring.

Illustrations show research concepts. Energy storage and wave harvesting are complementary research efforts; the combined field and ocean applications are future goals.

One connected research framework

Fundamental science.
Living and artificial robots.

Different machines.
Shared foundations.

01 The challenge
At the sourceAgricultural inputsUse resources precisely
Along the wayRunoff transportUnderstand what moves
DownstreamWaterway healthObserve ecosystem response
02 Robotic systems
Crop phenotyping
Soil sensing & biohybrids
Underwater surveying
03 Enabling science

Explore the technologies behind the systems.

Give soft machines a sense of their surroundings.

Optical and tactile sensors measure how soft materials deform and interact with their environment. They connect contact and motion to useful information for robotic systems.

Stretchable distributed fiber-optic sensors

Selected work

Science behind the vision.

Full publication list
6 selected papers

Research into practice

From inventions
to everyday impact.

Translation is part of our approach. Two companies co-founded by Rob Shepherd bring advances in soft sensing and volumetric manufacturing into practical use.

Optical sensing → Plant & human interactions

Organic Robotics
Corporation

First product: LLume

Organic Robotics Corporation is commercializing our sensing technology, with plant interactions as a focus. Its first product, LLume, applies this technology to biometric monitoring of humans—bringing soft sensing into practical use.

Explore Organic Robotics Corporation

Volumetric printing → Production on demand

MAV Unlimited

A new way to make

Volumetric additive manufacturing brings complex parts and integrated components closer to production on demand. MAV Unlimited is translating this approach into manufacturing technology, with the aim of reducing overproduction and excess inventory.

Explore MAV Unlimited

Our current group

The people
behind the work.

At Cornell’s Organic Robotics Lab, we connect materials, machines, and environmental systems through shared research.

Principal investigator

Rob Shepherd

Contact Rob
  • Hayden Webb
  • Jeff Kagle
  • Chongchan Kim
  • Daniel Garcia
  • Douglas Palumbo
  • Batist Geldhof
  • Young Seong Kim
  • Youngjune Park
  • Terrence Pierce
  • Yuto Haba

Group meetings · Together in the lab

Ideas worth
gathering around.

Wednesdays · 9:00 a.m.

Upson Hall 531 · Ithaca time

Open the source schedule

Choose a date to see the presenter and presentation title. The schedule updates from our Google Sheet every five minutes while this page is open. Concept illustrations follow the title’s topic; untitled talks retain an imagined research sketch.

Portrait of Yuto Haba

Group meeting ·

Yuto Haba

Wednesday, 9:00 a.m. · Upson Hall 531

An imagined soft robot that changes its shape and movement through coordinated fluidic actuation.

Imagined research theme

Soft machines, smarter movement

An imagined soft robot that changes its shape and movement through coordinated fluidic actuation.

Sep 30, 2026: IROS – NO meeting.

Saved schedule from September 19, 2026. Enable JavaScript for automatic updates.

Our alumni, their next chapters

A lab’s impact grows
through its people.

Former doctoral researchers and postdocs carry ideas into independent research and teaching—from soft sensing and renewable energy to medicine, manufacturing, and planetary exploration.

Meet the current group
Concept illustration: Parallel soft muscle fibers stretch and bend between anchors.
ConceptArtificial muscle actuation

Artificial muscles & soft robotics

Huichan Zhao

Tsinghua University

Artificial muscles, stretchable sensors, and soft machines that reach into confined environments.

Explore her research
Concept illustration: A soft robotic body integrates circulating energy stores and compliant limbs.
ConceptEnergy within the machine

Embodied energy & autonomy

Cameron Aubin

University of Michigan

Bioinspired robots, actuators, and autonomous materials that integrate novel energy systems into the machine.

Explore his research
Concept illustration: An electrode system and a porous three-dimensional lattice suggest multifunctional energy materials.
ConceptElectrochemistry meets architecture

Energy storage & multifunctional materials

James Pikul

University of Wisconsin–Madison

Electrochemical energy storage, energy conversion, and soft materials that expand what robots can do.

Explore his research
Concept illustration: A compliant sensor mesh follows a stylized heart and connects to an electrical readout.
ConceptSoft interfaces for the heart

Soft robotics for medicine

Simon Dunham

Weill Cornell Medicine

Soft materials, flexible electronics, and patient-specific 3D printing for cardiac sensing and other biomedical tools.

Explore his research
Concept illustration: A broken sensing ribbon reconnects within a circular material-use motif.
ConceptMaterials that come full circle

Sustainable robotic materials

Hedan Bai

ETH Zurich

Robotic materials and sensing systems designed to resist damage, self-heal, and support recycling or reprocessing.

Explore her research
Concept illustration: Layered fabrication connects a printed structure to a flexible wearable sensing band.
ConceptFrom polymer to wearable

Soft devices & advanced manufacturing

T. J. Wallin

Massachusetts Institute of Technology

Polymer chemistry, additive manufacturing, and soft wearable devices for human–computer interaction.

Explore his research
Concept illustration: A muscle-like bundle drives a mechanism beside an array of tactile pins.
ConceptLiving actuation, tactile interaction

Biohybrid actuation & assistive technology

Ronald Heisser

Nanyang Technological University

Incoming assistant professor

Materials, design, and fabrication for bioinspired actuation, including muscle-powered systems and tactile interfaces.

Explore his publications
Concept illustration: A rover with articulated wheels and an excavation tool traverses uneven planetary terrain.
ConceptMachines beyond Earth

Planetary robotics & terrain interaction

Chris Skonieczny

Concordia University · Canada

Robotic mobility, excavation, and construction on planetary surfaces, with a focus on terrain and reduced gravity.

Explore his research
Concept illustration: Ocean waves drive a compliant pump connected to a turbine and generator.
ConceptHarvesting the motion of the sea

Energy harvesting & autonomous systems

Ofek Peretz

Technion – Israel Institute of Technology

Joining October 2026

Wave-energy harvesting, propulsion, and embodied energy for autonomous systems in water and underground.

Explore his wave-energy work
Concept illustration: An adaptive gripper surrounds an object while a serpentine sensing trace stretches across its base.
ConceptSoft grip, stretchable sense

Stretchable sensing & adaptive robotics

Anastasia Koivikko

University of Turku · Finland

Soft robotics, stretchable electronics, and bioinspired structures for responsive grippers and industrial or biomedical tools.

Explore her research
Concept illustration: A soft gripper touches a leaf alongside a computational mesh representing simulation and machine intelligence.
ConceptPlant interaction meets computation

Soft robotics & machine intelligence

Mehmet Mert İlman

Manisa Celal Bayar University

Soft robotic systems, machine intelligence, and simulation, including robotic tools for plant interactions.

Explore his research
Concept illustration: A sketchbook, truss model, and articulated mechanism represent engineering education and design.
ConceptDesign through discovery

Engineering education & design

Autumn Pratt

Northwest Nazarene University

Educating the next generation of engineers, with teaching that connects scientific investigation, design, and the foundations of science.

Explore her teaching

Let’s connect the dots.

A shared future.
A collective effort.

Interested in soft robotics, precision agriculture, waterway health, green energy, or new ways to manufacture? Connect with the Organic Robotics Lab to explore research and translation.

Get in touch Meet our people