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    Wikipedia
    https://en.wikipedia.org/wiki/Swarm_intelligence

    Swarm 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

    Overview

    Swarm intelligence (SI) is the collective behavior of decentralized, self-organized systems, natural or artificial. The concept is employed in work on See more

    Models of swarm behavior

    Boids (Reynolds 1987)
    Boids is an artificial life program, developed by Craig Reynolds in 1986, which simulates See more

    Notable researchers

    • Maurice Clerc (mathematician)
    • Nikolaus Correll
    • Marco Dorigo See more

    Further reading

    • 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 more

    Timeline
    1989
    Gerardo Beni and Jing Wang introduced the expression 'swarm intelligence' in the context of cellular robotic systems.
    1986
    Craig Reynolds developed Boids, an artificial life program that simulates flocking.
    1995
    Vicsek et al. introduced self-propelled particles (SPP), a special case of the boids model.
    1992
    Dorigo introduced ant colony optimization (ACO), a class of optimization algorithms modeled on the actions of an ant colony.
    1995
    Kennedy, 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.
    2015
    Artificial Swarm Intelligence (ASI) is method of amplifying the collective intelligence of networked human groups using control algorithms modeled after natural swarms.
    2018
    Stanford 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.
    2021
    The 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.
    Metaheuristics

    Evolutionary algorithms (EA), particle swarm optimization (PSO), differential evolution (DE), ant colony optimization (ACO) and their … See more

    See also

    • Artificial immune systems
    • Collaborative intelligence
    • Collective effervescence See more

    External links

    • Marco Dorigo and Mauro Birattari (2007). "Swarm intelligence" in Scholarpedia
    • Antoinette Brown. Swarm Intelligence See more

     
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  3. Baeldung
    https://www.baeldung.com/cs/swarm-intelligence

    What Is Swarm Intelligence? | Baeldung on Computer …

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    (PDF) Swarm Intelligence: A Review of Algorithms - …
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    Swarm Intelligence Algorithms A Tutorial - Routledge & …
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  4. People also ask
    What are swarm intelligence-based techniques?Swarm intelligence-based techniques are recent computational tools for systems optimization. They are population-based stochastic methods used in combinatorial optimization problems. The main characteristic of SI algorithms is that they auto-matically evolve by stimulating the social behavior of organisms.

    Chapter 17: Swarm Intelligence - Springer

    link.springer.com
    What are swarm intelligence based algorithms?This chapter deals with the Swarm intelligence (SI) based algorithms or Swarm Optimization Algorithms, which are a subset of the greater Nature Inspired Optimization Algorithms (NIOAs). Swarm intelligence involves the collective study of individuals and their mutual interactions leading to intelligent behavior of the swarm.

    Introductory Review of Swarm Intelligence Techniques

    link.springer.com
    What are some examples of swarm intelligence?Other examples of systems studied by swarm intelligence are schools of fish, flocks of birds, and herds of land animals, among others, which inspired a number of algorithms: ant algorithms, particle swarm optimization (PSO), bee algorithm, genetic algorithm (GA), and others.

    Swarm Intelligence - an overview | ScienceDirect Topics

    sciencedirect.com
    Why do we need swarm intelligence?Improvements in algorithms coupled with advancements in computing technology have dramatically increased the size and complexity of discrete optimization problems that can be solved efficiently. With the introduction of Swarm Intelligence (SI), conventional methods are less frequently utilized. Still, we need better SI techniques.

    Introductory Review of Swarm Intelligence Techniques

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  5. GeeksForGeeks
    https://www.geeksforgeeks.org/introduction-t…

    Introduction to Swarm Intelligence - GeeksforGeeks

    WEBMay 15, 2021 · Introduction to Swarm Intelligence. Last Updated : 15 May, 2021. Swarm Intelligence (S.I.) was introduced by Gerardo Beni and Jing Wang in the year 1989. S.I. simply means using the knowledge of …

  6. ScienceDirect
    https://www.sciencedirect.com/topics/engineering/swarm-intelligence

    Swarm Intelligence - an overview | ScienceDirect Topics

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  7. Springer
    https://link.springer.com/chapter/10.1007/978-3-031-17929-7_1

    An Overview of Swarm Intelligence-Based Algorithms

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    Swarm Intelligence
  8. plos.org
    https://journals.plos.org/plosone/article?id=10...

    A Comprehensive Review of Swarm Optimization …

    WEBMay 18, 2015 · Abstract. Many swarm optimization algorithms have been introduced since the early 60’s, Evolutionary Programming to the most recent, Grey Wolf Optimization. All of these algorithms have …

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    Swarm Algorithms
    Machine Learning
    Optimization Algorithm Review
  9. Springer
    https://link.springer.com/chapter/10.1007/978-3-031-09835-2_2

    Introductory Review of Swarm Intelligence Techniques

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    Review of Swarm Intelligence Techniques
  10. Springer
    https://link.springer.com/chapter/10.1007/978-3-319-12883-2_9

    Swarm Intelligence Techniques and Their Adaptive …

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    Swarm Based Techniques
    Publish Year:2015
  11. ResearchGate
    https://www.researchgate.net/publication/26445…

    (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 collective intelligent behavior of social swarms in nature.

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  12. ScienceDirect
    https://www.sciencedirect.com/science/article/pii/S1000936124000931

    Swarm intelligence: A survey of model classification and …

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    Swarm Behavior
    Applications of Swarm Intelligence
  13. Wiley Online Library
    https://onlinelibrary.wiley.com/doi/book/10.1002/9781119865575

    Swarm Intelligence | Wiley Online Books

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  14. National Center for Biotechnology Information
    https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7354777

    Swarm Intelligence in Data Science: Applications, Opportunities …

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  15. ScienceDirect
    https://www.sciencedirect.com/science/article/pii/S1084804521001582

    Swarm intelligence for next-generation networks: Recent …

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    Swarm Intelligence Applications
    Swarm Optimization
  16. ResearchGate
    https://www.researchgate.net/publication/357005467...

    (PDF) Swarm Intelligence: Foundation, Principles, and …

  17. IET Digital Library
    https://digital-library.theiet.org/content/books/ce/pbce119f

    IET Digital Library: Swarm Intelligence - Volume 1: Principles, …

  18. Springer
    https://link.springer.com/chapter/10.1007/978-3-030-77584-1_17

    Swarm Intelligence | SpringerLink

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    Swarm Intelligence
  19. Taylor & Francis Online
    https://www.tandfonline.com/doi/full/10.1080/10494821003714681

    Swarm intelligence: new techniques for adaptive systems to …

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    Swarm Intelligence Techniques
    Swarm Algorithms
    Publish Year:2012
  20. ScienceDirect
    https://www.sciencedirect.com/topics/computer-science/swarm-intelligence

    Swarm Intelligence - an overview | ScienceDirect Topics

    Tags:
    Artificial Intelligence
    Swarm Behavior
    Swarm Intelligence in Machine Learning
  21. arXiv.org
    https://arxiv.org/abs/2209.12823

    Introductory Review of Swarm Intelligence Techniques

    Tags:
    Artificial Intelligence
    Swarm Behavior
    Swarm Algorithms
    Machine Learning
  22. IEEE Xplore
    https://ieeexplore.ieee.org/abstract/document/4160239

    Swarms and Swarm Intelligence | IEEE Journals & Magazine

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    Swarm Intelligence
    M.G. Hinchey, R. Sterritt, C. Rouff
    Publish Year:2007
  23. ResearchGate
    https://www.researchgate.net/publication/265383800...

    (PDF) Swarm Intelligence Techniques and Their Adaptive Nature …

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    Machine Learning
  24. Semantic Scholar
    https://www.semanticscholar.org/paper/Optimization...

    Optimization of Neural Networks using Swarm Intelligence …

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  25. Springer
    https://link.springer.com/content/pdf/10.1007/978-3-030-77584-1_17.pdf
    [PDF]

    Chapter 17: Swarm Intelligence - Springer

  26. MDPI
    https://www.mdpi.com/1424-8220/24/11/3418

    Sensors | Free Full-Text | Coverage Planning for UVC Irradiation …

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  27. Springer
    https://link.springer.com/article/10.1007/s10825-020-01567-6

    A survey of the state-of-the-art swarm intelligence techniques and ...

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    Swarm Intelligence Techniques
    Talha Ali Khan, Sai Ho Ling
    Publish Year:2020
  28. Springer
    https://link.springer.com/article/10.1007/s11831-024-10139-x

    Particle Swarm Optimization in 3D Medical Image Registration: A ...

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    Swarm Based Techniques
    Review of Swarm Intelligence Techniques
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