Computing Community Consortium Blog

The goal of the Computing Community Consortium (CCC) is to catalyze the computing research community to debate longer range, more audacious research challenges; to build consensus around research visions; to evolve the most promising visions toward clearly defined initiatives; and to work with the funding organizations to move challenges and visions toward funding initiatives. The purpose of this blog is to provide a more immediate, online mechanism for dissemination of visioning concepts and community discussion/debate about them.

Great Innovative Idea- Materials that Couple Sensing, Actuation, Computation, and Communication

November 2nd, 2015 / in Great Innovative Idea, Research News, robotics / by Helen Wright

Nikolaus Correll PictureThe following Great Innovative Idea is from Nikolaus Correll, Assistant Professor in the Department of Computer Science at the University of Colorado at Boulder, about his paper with University of Colorado at Boulder doctoral student Andy McEvoy on Materials that couple sensing, actuation, computation, and communication

The Innovative Idea

Advances in polymers and miniaturization of computing devices allow us to tightly integrate sensing, actuation, computation and communication into composite materials. Such “robotic materials” can sense their environment at high-bandwidth, implement high-speed feedback control to change their shape or appearance, and solve tough computing problems using distributed algorithms. Examples of such materials include a skin that triangulates and classifies textures rubbed against it, smart glass that can change its opacity and color, and that classifies letters drawn onto it, a beam that can change its shape, a dress that can localize sound, smart particles that allow to 3D print functional mechatronic objects, and large-scale art installations that use swarming to create the illusion of aliveness.


With computation shrinking at exponential pace and improving manufacturing techniques, we will be able to design smart composites that exhibit the camouflage abilities of the cuttlefish, provide load rebalancing like the banyan tree, change their shape like a bird wing, or provide high dynamic range, high bandwidth tactile sensing like the human skin. Lending autonomy to the systems they are integrated in, such smart composites can lead to robotic systems with the dexterity, agility, and smarts of a human, airplane wings that self-diagnose and adopt their aerodynamic profile to reduce noise and save fuel, or interactive buildings that conserve energy and allow users to customize their geometry and appearance.

Other Research

As such materials are not just incremental from the state of the art, but simply don’t exist yet, my group is bootstrapping robotic materials by addressing the problem from all angles: their design, their control, distributed algorithms that drive them, the applications they enable ranging from engineering to the arts, and their manufacturing. We seek answers to questions such as: how can we predict the resulting collective behavior given knowledge on individual interactions? How can we describe a desired global behavior using appropriate programming languages? What computational processes can be replaced with physical ones and vice versa? And, can we distribute extensive neural networks across the distributed computing architecture of a robotic material for pattern recognition and generation?

Researcher’s Background

I’m curious about the phenomenon of swarm intelligence. I’m interested in (1) what the underlying mechanisms of intriguing collective behaviors are and (2) how to leverage swarm intelligence for engineering autonomous systems. Starting my academic journey in swarm robotics and social insects, I realized that swarm intelligence is a scale-free phenomenon extending from molecules, cells, social insects, to the brain, and people. As such, improving our understanding in swarm intelligence might be key in creating systems that are truly autonomous.


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Great Innovative Idea- Materials that Couple Sensing, Actuation, Computation, and Communication