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Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems
The Natural Immune System (NIS) is a distributed system that solves challenging search and response problems while operating under constraints imposed by physical space and resource availability. Remarkably, NIS search and response times do not scale appreciably with the physical size of the animal...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7122117/ http://dx.doi.org/10.1007/978-3-642-14547-6_10 |
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author | Banerjee, Soumya Moses, Melanie |
author_facet | Banerjee, Soumya Moses, Melanie |
author_sort | Banerjee, Soumya |
collection | PubMed |
description | The Natural Immune System (NIS) is a distributed system that solves challenging search and response problems while operating under constraints imposed by physical space and resource availability. Remarkably, NIS search and response times do not scale appreciably with the physical size of the animal in which its search is conducted. Many distributed systems are engineered to solve analogous problems, and the NIS demonstrates how such engineered systems can achieve desirable scalability. We hypothesize that the architecture of the NIS, composed of a hierarchical decentralized detection network of lymph nodes (LN) facilitates efficient search and response. A sub-modular architecture in which LN numbers and size both scale with organism size is shown to efficiently balance tradeoffs between local antigen detection and global antibody production, leading to nearly scale-invariant detection and response. We characterize the tradeoffs as balancing local and global communication and show that similar tradeoffs exist in distributed systems like LN inspired artificial immune system (AIS) applications and peer-to-peer (P2P) systems. Taking inspiration from the architecture of the NIS, we propose a modular RADAR (Robust Adaptive Decentralized search with Automated Response) strategy for distributed systems. We demonstrate how two existing distributed systems (a LN inspired multi-robot control application and a P2P system) can be improved by a modular RADAR strategy. Such a sub-modular architecture is shown to balance the tradeoffs between local communication (within artificial LNs and P2P clusters) and global communication (between artificial LNs and P2P clusters), leading to efficient search and response. |
format | Online Article Text |
id | pubmed-7122117 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
record_format | MEDLINE/PubMed |
spelling | pubmed-71221172020-04-06 Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems Banerjee, Soumya Moses, Melanie Artificial Immune Systems Article The Natural Immune System (NIS) is a distributed system that solves challenging search and response problems while operating under constraints imposed by physical space and resource availability. Remarkably, NIS search and response times do not scale appreciably with the physical size of the animal in which its search is conducted. Many distributed systems are engineered to solve analogous problems, and the NIS demonstrates how such engineered systems can achieve desirable scalability. We hypothesize that the architecture of the NIS, composed of a hierarchical decentralized detection network of lymph nodes (LN) facilitates efficient search and response. A sub-modular architecture in which LN numbers and size both scale with organism size is shown to efficiently balance tradeoffs between local antigen detection and global antibody production, leading to nearly scale-invariant detection and response. We characterize the tradeoffs as balancing local and global communication and show that similar tradeoffs exist in distributed systems like LN inspired artificial immune system (AIS) applications and peer-to-peer (P2P) systems. Taking inspiration from the architecture of the NIS, we propose a modular RADAR (Robust Adaptive Decentralized search with Automated Response) strategy for distributed systems. We demonstrate how two existing distributed systems (a LN inspired multi-robot control application and a P2P system) can be improved by a modular RADAR strategy. Such a sub-modular architecture is shown to balance the tradeoffs between local communication (within artificial LNs and P2P clusters) and global communication (between artificial LNs and P2P clusters), leading to efficient search and response. 2010 /pmc/articles/PMC7122117/ http://dx.doi.org/10.1007/978-3-642-14547-6_10 Text en © Springer-Verlag Berlin Heidelberg 2010 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Banerjee, Soumya Moses, Melanie Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems |
title | Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems |
title_full | Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems |
title_fullStr | Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems |
title_full_unstemmed | Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems |
title_short | Modular RADAR: An Immune System Inspired Search and Response Strategy for Distributed Systems |
title_sort | modular radar: an immune system inspired search and response strategy for distributed systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7122117/ http://dx.doi.org/10.1007/978-3-642-14547-6_10 |
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