Essays about: "policy gradient"

Showing result 1 - 5 of 18 essays containing the words policy gradient.

  1. 1. Domain Transfer for End-to-end Reinforcement Learning

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi; Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Anton Olsson; Felix Rosberg; [2020]
    Keywords : Reinforcement Learning; Domain Transfer; Deep Deterministic Policy Gradient; Reinforcement Learning in Real-time;

    Abstract : In this master thesis project a LiDAR-based, depth image-based and semantic segmentation image-based reinforcement learning agent is investigated and compared forlearning in simulation and performing in real-time. The project utilize the Deep Deterministic Policy Gradient architecture for learning continuous actions and was designed to control a RC car. READ MORE

  2. 2. Policy-based Reinforcement learning control for window opening and closing in an office building

    University essay from Högskolan Dalarna/Mikrodataanalys; Högskolan Dalarna/Mikrodataanalys

    Author : Gokul Kaisaravalli Bhojraj; Yeswanth Surya Achyut Markonda; [2020]
    Keywords : Markov decision processes; Policy-based Reinforcement learning; Value-based Reinforcement learning; Q-learning; REINFORCE; policy gradient; window control; indoor comfort level;

    Abstract : The level of indoor comfort can highly be influenced by window opening and closing behavior of the occupant in an office building. It will not only affect the comfort level but also affects the energy consumption, if not properly managed. This occupant behavior is not easy to predict and control in conventional way. READ MORE

  3. 3. Reinforcement Learning for Grid Voltage Stability with FACTS

    University essay from Uppsala universitet/Institutionen för informationsteknologi; Uppsala universitet/Institutionen för informationsteknologi

    Author : Joakim Oldeen; Vishnu Sharma; [2020]
    Keywords : Reinforcement learning; Machine learning; Q-learning; DQN; TD3; Electrical power systems; Voltage stability; Flexible alternating current transmission systems; FACTS;

    Abstract : With increased penetration of renewable energy sources, maintaining equilibrium between production and consumption in the world’s electrical power systems (EPS) becomes more and more challenging. One way to increase stability and efficiency in an EPS is to use flexible alternating current transmission systems (FACTS). READ MORE

  4. 4. Investigation of Different Observation and Action Spaces for Reinforcement Learning on Reaching Tasks

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

    Author : Ching-An Wu; [2019]
    Keywords : ;

    Abstract : Deep reinforcement learning has been shown to be a potential alternative to a traditional controller for robotic manipulation tasks. Most of modern deep reinforcement learning methods that are used on robotic control mostly fall in the so-called model-free paradigm. READ MORE

  5. 5. Reinforcement Learning for Real Time Bidding

    University essay from Lunds universitet/Institutionen för datavetenskap

    Author : Erik Smith; [2019]
    Keywords : Reinforcement learning; Markov decision process; value iteration; policy gradient; real time bidding; Technology and Engineering;

    Abstract : When an internet user opens a web page containing an advertising slot, how is it determined which ad is shown? Today, the most common software-based approach to trading advertising slots is real time bidding: as soon as the user begins to load the web page, an auction for the slot is held in real time, and the highest bidder gets to display their advertisement of choice. Auction bidding is performed by different demand side platforms (DSPs). READ MORE