Essays about: "AlphaZero"

Showing result 1 - 5 of 10 essays containing the word AlphaZero.

  1. 1. Using search based methods for beamforming

    University essay from Uppsala universitet/Avdelningen för systemteknik

    Author : Adam Bergman Karlsson; [2024]
    Keywords : Beamforming; Artificial Intelligence; AlphaZero; Radio Resource Management; Monte Carlo Tree Search;

    Abstract : In accommodating the growing global demand for wireless, Multi-User Multiple-Input and Multiple-Output (MU-MIMO) systems have been identified as the key technology. In such systems, a transmitting basestation serves several users simultaneously, increasing the network capacity. READ MORE

  3. 2. Exploring Game Balance and Tactics with AI in the Educational Wargame Counter-Air

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Lucas Pelz; Melker Bengtsson; [2023]
    Keywords : ;

    Abstract : This report describes a study of the game balance of the wargame Counter-Air,using the artificial intelligence model AlphaZero. The project also analyzed the most effectivestrategies in the game regarding allocation of pieces to a set number of roles. Counter-Air is a board game being developed for use in tactical training of military officers. READ MORE

  4. 3. Aerial Combat in the Educational Wargame Counter Air With AlphaZero

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Casper Matthäi; Isak Sundholm; [2023]
    Keywords : ;

    Abstract : This report investigates the game balance of Philip Sabin's educational wargameCounter Air using AlphaZero and MCTS. The results show that the attacking side has theadvantage and finds a better strategy faster than the defender. READ MORE

  5. 4. Exploring the effects of state-action space complexity on training time for AlphaZero agents

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Tobias Glimmerfors; [2022]
    Keywords : Deep learning; Reinforcement learning; AlphaZero; Monte-Carlo tree search; Environment complexity; Djupinlärning; Förstärkande inlärning; AlphaZero; Monte-Carlo tree search; spelkomplexitet;

    Abstract : DeepMind’s development of AlphaGo took the world by storm in 2016 when it became the first computer program to defeat a world champion at the game of Go. Through further development, DeepMind showed that the underlying algorithm could be made more general, and applied to a large set of problems. READ MORE

  6. 5. Deep Reinforcement LearningA case study of AlphaZero

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Fredrik Mattisson; [2021]
    Keywords : ;

    Abstract : Using deep neural networks for reinforcement learning has proven very successful, as demonstrated by the AlphaZero algorithm developed by DeepMind in 2018. This algorithm is capable of mastering two-player zero-sum board games entirely by playing against itself. READ MORE