Essays about: "RL network"

Showing result 21 - 25 of 49 essays containing the words RL network.

  1. 21. Future-proofing Video Game Agents with Reinforced Learning and Unity ML-Agents

    University essay from Luleå tekniska universitet/Institutionen för system- och rymdteknik

    Author : Pontus Andersson; [2021]
    Keywords : Reinforced Learning; Machine Learning; Unity; ML-Agents; Computer Agents; Agents; Behavior; Learning Environment; Machine Learning Toolkit; RL; ML; AI; Artificial Intelligence; Algorithm; förstärkningsinlärning; maskininlärning; Unity; ML-Agents; datoragenter; agent; beteende; inlärningsmiljö; ai; artificiell intelligens; algoritm;

    Abstract : In later years, a number of simulation platforms has utilized video games as training grounds for designing and experimenting with different Machine Learning algorithms. One issue for many is that video games usually do not provide any source code. READ MORE

  3. 22. A Graph Attention plus Reinforcement Learning Method for Antenna Tilt Optimization

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

    Author : Tengfei Ma; [2021]
    Keywords : Graph Attention; Reinforcement Learning; Antenna Tilt Optimization; 5G; Attention Mechanism; Graph; DQN; Back- Propagation; Gradient Descent;

    Abstract : Remote Electrical Tilt optimization is an effective method to obtain the optimal Key Performance Indicators (KPIs) by remotely controlling the base station antenna’s vertical tilt. To improve the KPIs aims to improve antennas’ cooperation effect since KPIs measure the quality of cooperation between the antenna to be optimized and its neighbor antennas. READ MORE

  4. 23. Reinforcement learning applied to MLC tracking

    University essay from KTH/Medicinteknik och hälsosystem

    Author : Adithya Raju Ganeshan; [2021]
    Keywords : Reinforcement Learning; Multileaf Collimator; Magnetic Resonance Imaging; Adaptive Radiotherapy;

    Abstract : Radiotherapy has become an ever more successful treatment option for cancer.Advances in imaging protocols combined with precise therapy devices suchas linear accelerators contribute towards millimeter precision of treatmentdelivery with far fewer side effects. READ MORE

  5. 24. Belief-aided Robust Control for Remote Electrical Tilt Optimization

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

    Author : Jack Jönsson; [2021]
    Keywords : Mobile Network Optimization; Remote Electrical Tilt; Robust Control; Reinforcement Learning; Partially Observable Markov Decision Process; Belief State Estimation; Bayesian Neural Network; Optimering av Mobilnätverk; Fjärrstyrning av Elektrisk Lutning; Robust Reglering; Delvis Observerbar Markovprocess; Tillståndsestimering; Bayesiskt Neuralt Nätverk;

    Abstract : Remote Electrical Tilt (RET) is a method for configuring antenna downtilt in base stations to optimize mobile network performance. Reinforcement Learning (RL) is an approach to automating the process by letting an agent learn an optimal control strategy and adapt to the dynamic environment. READ MORE

  6. 25. Reinforcement Learning-based Handover in Millimeter-wave Networks

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

    Author : Jiarui Yang; [2021]
    Keywords : Wireless communications; mmWave networks; reinforcement learning; handover; Trådlös kommunikation; mmWave-nätverk; Reinforcement Learning; överlämning;

    Abstract : Millimeter Wave (mmWave) is a key technology to meet the challenge of data rates and the lack of bandwidth in sub-6GHz networks. Due to a high operation frequency, the mmWave network has unique channel characteristics and a relatively high pathloss. READ MORE