Cargando…

Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future

The Artificial Intelligence (AI) revolution foretold of during the 1960s is well underway in the second decade of the twenty first century. Its period of phenomenal growth likely lies ahead. AI-operated machines and technologies will extend the reach of Homo sapiens far beyond the biological constra...

Descripción completa

Detalles Bibliográficos
Autores principales: Krichmar, Jeffrey L., Severa, William, Khan, Muhammad S., Olds, James L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6610536/
https://www.ncbi.nlm.nih.gov/pubmed/31316340
http://dx.doi.org/10.3389/fnins.2019.00666
_version_ 1783432528607051776
author Krichmar, Jeffrey L.
Severa, William
Khan, Muhammad S.
Olds, James L.
author_facet Krichmar, Jeffrey L.
Severa, William
Khan, Muhammad S.
Olds, James L.
author_sort Krichmar, Jeffrey L.
collection PubMed
description The Artificial Intelligence (AI) revolution foretold of during the 1960s is well underway in the second decade of the twenty first century. Its period of phenomenal growth likely lies ahead. AI-operated machines and technologies will extend the reach of Homo sapiens far beyond the biological constraints imposed by evolution: outwards further into deep space, as well as inwards into the nano-world of DNA sequences and relevant medical applications. And yet, we believe, there are crucial lessons that biology can offer that will enable a prosperous future for AI. For machines in general, and for AI's especially, operating over extended periods or in extreme environments will require energy usage orders of magnitudes more efficient than exists today. In many operational environments, energy sources will be constrained. The AI's design and function may be dependent upon the type of energy source, as well as its availability and accessibility. Any plans for AI devices operating in a challenging environment must begin with the question of how they are powered, where fuel is located, how energy is stored and made available to the machine, and how long the machine can operate on specific energy units. While one of the key advantages of AI use is to reduce the dimensionality of a complex problem, the fact remains that some energy is required for functionality. Hence, the materials and technologies that provide the needed energy represent a critical challenge toward future use scenarios of AI and should be integrated into their design. Here we look to the brain and other aspects of biology as inspiration for Biomimetic Research for Energy-efficient AI Designs (BREAD).
format Online
Article
Text
id pubmed-6610536
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-66105362019-07-17 Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future Krichmar, Jeffrey L. Severa, William Khan, Muhammad S. Olds, James L. Front Neurosci Neuroscience The Artificial Intelligence (AI) revolution foretold of during the 1960s is well underway in the second decade of the twenty first century. Its period of phenomenal growth likely lies ahead. AI-operated machines and technologies will extend the reach of Homo sapiens far beyond the biological constraints imposed by evolution: outwards further into deep space, as well as inwards into the nano-world of DNA sequences and relevant medical applications. And yet, we believe, there are crucial lessons that biology can offer that will enable a prosperous future for AI. For machines in general, and for AI's especially, operating over extended periods or in extreme environments will require energy usage orders of magnitudes more efficient than exists today. In many operational environments, energy sources will be constrained. The AI's design and function may be dependent upon the type of energy source, as well as its availability and accessibility. Any plans for AI devices operating in a challenging environment must begin with the question of how they are powered, where fuel is located, how energy is stored and made available to the machine, and how long the machine can operate on specific energy units. While one of the key advantages of AI use is to reduce the dimensionality of a complex problem, the fact remains that some energy is required for functionality. Hence, the materials and technologies that provide the needed energy represent a critical challenge toward future use scenarios of AI and should be integrated into their design. Here we look to the brain and other aspects of biology as inspiration for Biomimetic Research for Energy-efficient AI Designs (BREAD). Frontiers Media S.A. 2019-06-27 /pmc/articles/PMC6610536/ /pubmed/31316340 http://dx.doi.org/10.3389/fnins.2019.00666 Text en Copyright © 2019 Krichmar, Severa, Khan and Olds. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Krichmar, Jeffrey L.
Severa, William
Khan, Muhammad S.
Olds, James L.
Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future
title Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future
title_full Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future
title_fullStr Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future
title_full_unstemmed Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future
title_short Making BREAD: Biomimetic Strategies for Artificial Intelligence Now and in the Future
title_sort making bread: biomimetic strategies for artificial intelligence now and in the future
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6610536/
https://www.ncbi.nlm.nih.gov/pubmed/31316340
http://dx.doi.org/10.3389/fnins.2019.00666
work_keys_str_mv AT krichmarjeffreyl makingbreadbiomimeticstrategiesforartificialintelligencenowandinthefuture
AT severawilliam makingbreadbiomimeticstrategiesforartificialintelligencenowandinthefuture
AT khanmuhammads makingbreadbiomimeticstrategiesforartificialintelligencenowandinthefuture
AT oldsjamesl makingbreadbiomimeticstrategiesforartificialintelligencenowandinthefuture