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- Swarm intelligence is a technique that mimics the collective behavior of natural systems, such as ants, bees, or birds, to solve complex problems1234.Some applications of swarm intelligence are1234:
- Optimization of traditional problems, such as library acquisition, communications, medical data categorization, dynamic control, heating systems planning, etc.12
- Military services, such as controlling unmanned vehicles, drone swarms, reconnaissance, technology assessment, and war fighting234
- Space exploration, such as planetary mapping, orbital swarm, self-assembly, and interferometry23
- Nanomedicine, such as controlling nanobots to kill cancer tumors2
- Business, such as reaching better financial decisions2
Learn more:✕This summary was generated using AI based on multiple online sources. To view the original source information, use the "Learn more" links.Applications In addition to its use in traditional optimization issues, swarm intelligence has applications in the acquisition of library items, communications, the categorization of medical datasets, dynamic control, the planning of heating systems, and the tracking and prediction of moving objects.www.baeldung.com/cs/swarm-intelligenceApplications of Swarm Intelligence
- Used in military services.
- NASA is generating the idea to use swarm intelligence for planetary mapping.
- Used in Data Mining.
www.geeksforgeeks.org/introduction-to-swarm-intel…Swarm Intelligence-based techniques can be used in a number of applications. The U.S. military is investigating swarm techniques for controlling unmanned vehicles. The European Space Agency is thinking about an orbital swarm for self-assembly and interferometry. NASA is investigating the use of swarm technology for planetary mapping.en.wikipedia.org/wiki/Swarm_intelligenceThere are numerous potential applications for swarm intelligence in government, including within NASA and the DOD. Drone swarms can be used for reconnaissance, technology assessment and war fighting capabilities.fedtechmagazine.com/article/2022/02/swarm-intelli… - People also ask
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See all on WikipediaSwarm intelligence - Wikipedia
Swarm Intelligence-based techniques can be used in a number of applications. The U.S. military is investigating swarm techniques for controlling unmanned vehicles. The European Space Agency is thinking about an orbital swarm for self-assembly and interferometry. NASA is investigating the use of … See more
Swarm intelligence (SI) is the collective behavior of decentralized, self-organized systems, natural or artificial. The concept is employed in work on artificial intelligence. The expression was introduced by Gerardo Beni and … See more
Boids (Reynolds 1987)
Boids is an artificial life program, developed by Craig Reynolds in 1986, which simulates flocking. … See more• Marco Dorigo and Mauro Birattari (2007). "Swarm intelligence" in Scholarpedia
• Antoinette Brown. Swarm Intelligence See more1989Gerardo Beni and Jing Wang introduced the expression 'swarm intelligence' in the context of cellular robotic systems.1986Craig Reynolds developed Boids, an artificial life program that simulates flocking.1995Vicsek et al. introduced self-propelled particles (SPP), a special case of the boids model.1992Dorigo introduced ant colony optimization (ACO), a class of optimization algorithms modeled on the actions of an ant colony.1995Kennedy, Eberhart & Shi introduced particle swarm optimization (PSO), a global optimization algorithm for dealing with problems in which a best solution can be represented as a point or surface in an n-dimensional space.2015Artificial Swarm Intelligence (ASI) is method of amplifying the collective intelligence of networked human groups using control algorithms modeled after natural swarms.2018Stanford University School of Medicine published a study showing that groups of human doctors, when connected together by real-time swarming algorithms, could diagnose medical conditions with substantially higher accuracy than individual doctors or groups of doctors working together using traditional crowd-sourcing methods.2021The University of California San Francisco (UCSF) School of Medicine released a preprint about the diagnosis of MRI images by small groups of collaborating doctors. The study showed a 23% increase in diagnostic accuracy when using Artificial Swarm Intelligence (ASI) technology compared to majority voting.Evolutionary algorithms (EA), particle swarm optimization (PSO), differential evolution (DE), ant colony optimization (ACO) and their … See more
• Bonabeau, Eric; Dorigo, Marco; Theraulaz, Guy (1999). Swarm Intelligence: From Natural to Artificial Systems. Oup USA. ISBN 978-0-19-513159-8.
• Kennedy, James; Eberhart, Russell C. (2001-04-09). Swarm … See moreWikipedia text under CC-BY-SA license (PDF) Swarm Intelligence: Concepts, Models and …
WEBFeb 1, 2012 · Swarm Intelligence (SI) is a relatively new and potentially promising branch of Artificial Intelligence that is used to model the …
- Estimated Reading Time: 3 mins
Swarm Intelligence in Data Science: Applications, Opportunities …
WEBJul 13, 2020 · Swarm intelligence has made a lot of successful applications in data relevant applications. Meanwhile, with the increasing dynamics, noises, and complexity of tasks, …
- Author: Jian Yang, Liang Qu, Yang Shen, Yuhui Shi, Shi Cheng, Junfeng Zhao, Xiaolong Shen
- Publish Year: 2020
What Is Swarm Intelligence? | Baeldung on Computer Science
WEBDec 22, 2023 · In addition to its use in traditional optimization issues, swarm intelligence has applications in the acquisition of library items, communications, the categorization …
Swarm intelligence - Collective motions from biology to robotic
WEBIn this collection, we aim to shed light on the mechanism of swarm intelligence, Modeling and theory, Collective behaviors in biology and its application in the design of Swarm …
Theory and applications of swarm intelligence | Neural ... - Springer
WEBJan 29, 2011 · The most well-known examples of systems studied by swarm intelligence are particle swarm optimization (PSO) and ant colony optimization (ACO). Particle …
Swarm Intelligence: Introduction and Applications | SpringerLink
WEBCombines an overview of swarm intelligence with an up-to-date treatment of the advances in the field. Includes supplementary material: sn.pub/extras. Part of the book series: …
Swarm Intelligence in Data Science: Applications, Opportunities …
WEBPages 3–14. Abstract. References. Cited By. Index Terms. Recommendations. Comments. Abstract. The Swarm Intelligence (SI) algorithms have been proved to be a …
Swarm Intelligence: Introduction and Applications | Guide books
WEBA new branch of artificial intelligence, called swarm intelligence, has been developed to transfer these principles to new contexts, such as robotics; optimization and mobile …
Swarm intelligence for next-generation networks: Recent …
WEBOct 1, 2021 · Besides convex optimization and game theory, swarm intelligence (SI) has recently appeared as a promising optimization tool for wireless networks. As a new …
Swarm Intelligence - Recent Advances, New …
WEBDec 4, 2019 · Swarm Intelligence has emerged as one of the most studied artificial intelligence branches during the last decade, constituting the fastest growing stream in the bio-inspired computation community.
Swarm Intelligence and its applications towards Various …
WEBIn this paper we have given a comprehensive review on various swarm intelligence algorithms that prove to be efficient in multiple fields. The main focus is given to Bat …
What is Swarm Intelligence? - All About AI
WEBJanuary 19, 2024. Updated. What is Swarm Intelligence (SI)? It is a revolutionary concept in artificial intelligence that mimics the collective behavior of decentralized, self …
Swarm intelligence: A survey of model classification and applications
WEBMar 20, 2024 · Swarm Intelligence (SI) is a collective behavior that emerges from interaction between individuals in a group. Typical SI includes fish schooling, ant foraging, bird …
Swarm Intelligence: Principles, Advances, and Applications
WEBSwarm Intelligence: Principles, Advances, and Applications delivers in-depth coverage of bat, artificial fish swarm, firefly, cuckoo search, flower pollination, artificial bee colony, …
Swarm Intelligence: Concepts, Models and …
WEBSwarm Intelligence (SI) can therefore be defined as a relatively new branch of Artificial Intelligence that is used to model the collective behaviour of social swarms in nature, such as ant colonies, honey bees, …
Swarm Intelligence | SpringerLink
WEBAug 21, 2020 · Some current, proposed, and/or potential applications are in defense and space technologies (e.g., control of groups of unmanned vehicles in land, water, or air), …
Swarm Intelligence: Foundation, Principles, and Engineering …
WEBPDF | On Dec 13, 2021, Abhishek Sharma and others published Swarm Intelligence: Foundation, Principles, and Engineering Applications | Find, read and cite all the …
Overview of swarm intelligence | IEEE Conference Publication
WEBOct 24, 2010 · Abstract: This paper gives a broad overview of swarm intelligence in three parts: biological basis, artificial literature and swarm engineering. In biological basis …
Swarm Intelligence in Data Science: Challenges, Opportunities …
WEBJan 1, 2022 · In Data Science, Swarm Intelligence is mainly used for optimization of Data or tuning the parameter that may involve certain statistics or machine learning …
Swarm Intelligence and Its Applications - Hindawi
WEBOct 10, 2013 · Besides the applications to conventional optimization problems, SI can be employed in library materials acquisition, communications, medical dataset …
Dynamic Multi-Objective Lion Swarm Optimization with Multi …
WEB6 days ago · The advancement of industrialization has fostered innovative swarm intelligence algorithms, with Lion Swarm Optimization (LSO) being notable for its …
Applied Sciences | Free Full-Text | Application Strategy of …
WEBApr 18, 2024 · Unmanned aerial vehicle (UAV) swarm intelligence technology has shown unique advantages in agricultural and forestry disaster detection, early warning, and …
Special issue on swarm intelligence and its applications to …
WEBAug 3, 2021 · Over the last 25 years, swarm intelligence has shown its potential in solving complex engineering optimization problems. This special issue of the journal …
Swarm Intelligence: What Is It and How Are Agencies Using It?
WEBThere are numerous potential applications for swarm intelligence in government, including within NASA and the DOD. Drone swarms can be used for reconnaissance, technology …
A Comprehensive Survey on the Applications of Swarm …
WEBJul 24, 2020 · A Comprehensive Survey on the Applications of Swarm Intelligence and Bio-Inspired Evolutionary Strategies. Chapter. First Online: 24 July 2020. pp 337–378. …
Application of Particle Swarm Optimization Algorithm in the …
WEBMay 30, 2024 · Particle swarm optimization (PSO) is a swarm intelligence algorithm, has been successfully applied to many engineering optimization problems and shown its …
CMEFS: chaotic mapping-based mayfly optimization with fuzzy
WEB1 day ago · Swarm intelligence algorithms availably settle the issue of feature selection for classification, whereas the Mayfly Optimization Algorithm (MOA) proposed in recent …
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