Embracing complexity: Agent-based modeling for HetNets design and optimization via concurrent reinforcement learning algorithms

M Ibrahim, US Hashmi, M Nabeel… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
mix rule-based behaviors and machine learning (ML) based adaptive approaches for different
types of agents … ) time-frequency resource block numerology. The spatial distribution of the …

Dynamic Resource Allocation Using Deep Reinforcement Learning for 6G Metaverse

H Kim - 2024 International Conference on Artificial Intelligence …, 2024 - ieeexplore.ieee.org
… In [7], the authors formulated a stochastic mixed integer … The 3GPP 5G NR [10] supports
the numerology allowing us … of agent: Since we have a sparse reward function, the agent

[图书][B] The Complete Book of Numerology

J Keller - 2015 - books.google.com
… Do you have to spend years learning how to master numerology? Will people … of numerology
and another type of numerology, called “Gematria.” Gematria taught that if the numerology

Beyond 5G resource slicing with mixed-numerologies for mission critical URLLC and eMBB coexistence

A Esmaeily, HVK Mendis, T Mahmoodi… - IEEE Open Journal of …, 2023 - ieeexplore.ieee.org
… reinforcement learning INIaware agentnumerology and for every particular radio
resource allocated to each eMBB user. • We propose an optimization strategy called Mixednumerology

Numeracy and Number in the Book of Margery Kempe

C Cooper-Rompato - The Medieval Mystical Tradition in England …, 2013 - degruyter.com
… example) or numerological. It is not uncommon to find discussions of numerology in what we
… – a computus text calculating calendars, for example, may include a chapter on numerology.…

Optimal radio resource management in 5G NR featuring network slicing

K Boutiba, M Bagaa, A Ksentini - Computer Networks, 2023 - Elsevier
… Besides, the coexistence of mixed numerology in the same … and propose a Deep Reinforcement
Learning (DRL)-based … the single-agent MDP and the multi-agent MDP, respectively. …

Deep reinforcement learning for energy-efficient multi-channel transmissions in 5G cognitive hetnets: Centralized, decentralized and transfer learning based solutions

A Giannopoulos, S Spantideas, N Kapsalis… - IEEE …, 2021 - ieeexplore.ieee.org
… The authors formulate the EE optimization problem as a mixedlearning option across cognitive
agents (transfer learning), … In our simulations, we used the numerology 4 of standardized …

Numerology and Chaucer's" Troilus and Criseyde"

RA Peck - Mosaic, 1972 - search.proquest.com
… it becomes increasingly clear that numerology lies at the heart … Numerology is only one of
many tools for communication, … to explicate a text in which numerology may or may not occur. I …

Protocol Emergence with Multi-Agent Reinforcement Learning

MP Mota - 2024 - theses.hal.science
… , where agents have to carry out a cooperative task, learn what messages to send and whom
to address them to. An architecture to control when to communicate is proposed for mixed

[图书][B] Numerology: With Tantra, Ayurveda, and Astrology

H Johari - 1990 - books.google.com
Numerology is simple to learn and very engaging, like the … then to understand the “mixed
temperament” of double numbers. … In this book we are working with numbers as agents of the …