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  2. 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 Jing Wang in 1989, in the context of cellular robotic systems.
    en.wikipedia.org/wiki/Swarm_intelligence
    Swarm intelligence is a form of collective learning and decision-making based on decentralized, self-organized systems. Natural examples are commonplace—flocks of birds and schools of fish act and react as groups, without instruction or direction from any single leader.
    www.hpe.com/us/en/what-is/swarm-intelligence.html
    Swarm intelligence (SI) is a subfield of artificial intelligence (AI) that is concerned with the study of decentralized, self-organized systems, natural or artificial. SI systems are typically made up of a large number of simple agents that interact with each other and with their environment in order to accomplish a common goal.
    www.autoblocks.ai/glossary/swarm-intelligence
    Swarm intelligence is the discipline that deals with natural and artificial systems composed of many individuals that coordinate using decentralized control and self-organization. In particular, the discipline focuses on the collective behaviors that result from the local interactions of the individuals with each other and with their environment.
    www.scholarpedia.org/article/Swarm_intelligence
     
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    What is swarm intelligence?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 Jing Wang in 1989, in the context of cellular robotic systems.
    Where did swarm intelligence come from?Their inspiration usually comes from nature or biological systems. Swarm intelligence was introduced by Gerardo Beni and Jing Wang in 1989 with their study of cellular robotic systems. The scientific discipline was born from biological insights about the incredible abilities of social insects to solve their everyday-life problems.
    How difficult is swarm intelligence?Despite its benefits, implementing Swarm Intelligence poses a fair few challenges. These include: Difficulty in Predicting System Behavior: The emergent behavior of swarms can be unpredictable, making system design and control challenging.
    Is swarm intelligence a hot research field of artificial intelligence?Swarm intelligence has become a hot research field of artificial intelligence. Considering the importance of swarm intelligence for the future development of artificial intelligence, we discuss and analyze swarm intelligence from a broader and deeper perspective.
     
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    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 Jing Wang in 1989, in the context of cellular robotic systems. SI systems consist … See more

    Boids (Reynolds 1987)
    Boids is an artificial life program, developed by Craig Reynolds in 1986, which simulates flocking. It was published in 1987 in the … See more

    • Bonabeau, Eric; Dorigo, Marco; Theraulaz, Guy (1999). Swarm Intelligence: From Natural to Artificial Systems. Oup USA. See more

    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.

    Swarm Intelligence-based techniques can be used in a number of applications. The U.S. military is investigating swarm techniques for … See more

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

     
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  5. Studies of swarm intelligence in it
  6. Swarm Intelligence: What Is It and How Are Agencies …

    WebSwarm intelligence is a field of AI that focuses on the use of artificial intelligence software to enable individual units — drones, satellites or spacecraft — to act in a coordinated way using decentralized control, …

  7. 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 …

  8. WebApr 23, 2020 · Swarm intelligence is a form of artificial intelligence (AI) inspired by the insect kingdom. In nature, it describes how honeybees migrate, how ants form perfect trails, and how birds flock.

  9. Swarm Intelligence - an overview | ScienceDirect Topics

  10. Swarm intelligence - Scholarpedia

  11. (PDF) Swarm Intelligence: Concepts, Models and Applications

  12. Swarm Intelligence in Data Science: Applications, Opportunities …

  13. How swarming animals can help humans and AI make better …

  14. What is Swarm Intelligence? - All About AI

  15. The Collective Power Of Swarm Intelligence In AI And Robotics

  16. Swarm Intelligence Research: From Bio-inspired Single …

  17. What is Swarm Intelligence? | Glossary | HPE - Hewlett Packard …

  18. Overview of swarm intelligence | IEEE Conference Publication

  19. Swarm intelligence: A survey of model classification and applications

  20. Piranha Optimization Algorithm: A novel swarm intelligent …

  21. Home | Swarm Intelligence - Springer

  22. Swarm Intelligence | ScienceDirect

  23. California teenager arrested after violent swarm pounded and …

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