Uncovering multifunctional mechano-intelligence in and through phononic metastructures harnessing physical reservoir computing

05/30/2023
by   Yuning Zhang, et al.
0

The recent advances in autonomous systems have prompted a strong demand for the next generation of adaptive structures and materials to possess more built-in intelligence in their mechanical domain, the so-called mechano-intelligence (MI). Previous MI attempts mainly focused on specific designs and case studies to realize limited aspects of MI, and there is a lack of a systematic foundation in constructing and integrating the different elements of intelligence in an effective and efficient manner. Here, we propose a new approach to create the needed foundation in realizing integrated multifunctional MI via a physical reservoir computing (PRC) framework. That is, to concurrently embody computing power and the various elements of intelligence, namely perception, decision-making, and commanding, directly in the mechanical domain, advancing from conventional adaptive structures that rely solely on add-on digital computers and massive electronics to achieve intelligence. As an exemplar platform, we construct a mechanically intelligent phononic metastructure with the integrated elements of MI by harnessing the PRC power hidden in their high-degree-of-freedom nonlinear dynamics. Through analyses and experimental investigations, we uncover multiple adaptive structural functions ranging from self-tuning wave controls to wave-based logic gates. This research will provide the basis for creating future new structures that would greatly surpass the state of the art - such as lower power consumption, more direct interactions, and much better survivability in harsh environment or under cyberattacks. Moreover, it will enable the addition of new functions and autonomy to systems without overburdening the onboard computers.

READ FULL TEXT

page 12

page 13

page 14

page 15

research
02/10/2023

Building Intelligence in the Mechanical Domain – Harvesting the Reservoir Computing Power in Origami to Achieve Information Perception Tasks

In this paper, we experimentally examine the cognitive capability of a s...
research
01/20/2021

Physical Reservoir Computing with Origami and its Application to Robotic Crawling

A new paradigm called physical reservoir computing has recently emerged,...
research
05/29/2023

Universal Mechanical Polycomputation in Granular Matter

Unconventional computing devices are increasingly of interest as they ca...
research
08/22/2022

An Entropy-based Measure of Intelligence Degree of System Structures

In this paper, we investigate how to measure the intelligence of systems...
research
01/10/2018

Mechanical Computing Systems Using Only Links and Rotary Joints

A new paradigm for mechanical computing is demonstrated that requires on...
research
09/06/2013

Nano-scale reservoir computing

This work describes preliminary steps towards nano-scale reservoir compu...
research
05/16/2015

Cognitive Development of the Web

The sociotechnological system is a system constituted of human individua...

Please sign up or login with your details

Forgot password? Click here to reset