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Keywords: self-organizing system
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Journal Articles

Impact of Task Constraint on Agent Team Size of Self-Organizing Systems Measured by Effective Entropy

Hao Ji, Yan Jin
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2024, 24(8): 081004.
Paper No: JCISE-23-1071
https://doi.org/10.1115/1.4065343
Published Online: May 31, 2024
...Hao Ji; Yan Jin Self-organizing systems can perform complex tasks in unpredictable situations with adaptability. Previous work has introduced a multiagent reinforcement learning-based model as a design approach to solving the rule generation problem with complex tasks. A deep multiagent...
View Article titled, Impact of Task Constraint on Agent Team Size of <span class="search-highlight">Self</span>-<span class="search-highlight">Organizing</span> <span class="search-highlight">Systems</span> Measured by Effective Entropy
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Topics: Entropy, Self-organization, Teams, Reinforcement learning
Journal Articles

Knowledge Acquisition of Self-Organizing Systems With Deep Multiagent Reinforcement Learning

Hao Ji, Yan Jin
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. April 2022, 22(2): 021010.
Paper No: JCISE-20-1328
https://doi.org/10.1115/1.4052800
Published Online: December 9, 2021
...Hao Ji; Yan Jin Self-organizing systems (SOS) can perform complex tasks in unforeseen situations with adaptability. Previous work has introduced field-based approaches and rule-based social structuring for individual agents to not only comprehend the task situations but also take advantage...
View Article titled, Knowledge Acquisition of <span class="search-highlight">Self</span>-<span class="search-highlight">Organizing</span> <span class="search-highlight">Systems</span> With Deep Multiagent Reinforcement Learning
Open the PDF for Knowledge Acquisition of <span class="search-highlight">Self</span>-<span class="search-highlight">Organizing</span> <span class="search-highlight">Systems</span> With Deep Multiagent Reinforcement Learning in another window
Topics: Algorithms, Artificial neural networks, Design, Reinforcement learning, Robustness, Self-organization, Simulation, Stability, Teams, Testing