Essays about: "reward mechanism"

Showing result 1 - 5 of 15 essays containing the words reward mechanism.

  1. 1. Decentralized Validation of Reproducible Builds : A protocol for collaborative and decentralized validation of package reproducibility

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

    Author : Johan Moritz; [2023]
    Keywords : Blockchain; Reproducible builds; Collaborative intelligence; Model checking; Hyperledger Fabric; TLA ; Blockkedjor; Reproducerbara byggen; Kollaborativ intelligens; Modeltestning; Hyperledger Fabric; TLA ;

    Abstract : As the threat of supply-chain attacks grows, the need for techniques to protect software integrity likewise increases. The concept of reproducible builds is one such protection. READ MORE

  3. 2. Intelligent autoscaling in Kubernetes : the impact of container performance indicators in model-free DRL methods

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

    Author : Tommaso Praturlon; [2023]
    Keywords : Cloud computing; container autoscaling; resource optimisation; Deep Reinforcement Learning; Actor-Critic; Kubernetes; service mesh; Cloud computing; container autoscaling; Optimering av resurser; Deep Reinforcement Learning; Actor-Critic; Kubernetes; service mesh;

    Abstract : A key challenge in the field of cloud computing is to automatically scale software containers in a way that accurately matches the demand for the services they run. To manage such components, container orchestrator tools such as Kubernetes are employed, and in the past few years, researchers have attempted to optimise its autoscaling mechanism with different approaches. READ MORE

  4. 3. Energy Sustainable Reinforcement Learning-based Adaptive Duty-Cycling in Wireless Sensor Networks-based Internet of Things Networks

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

    Author : Nadia Charef; [2023]
    Keywords : Reinforcement Learning; Q-learning; Dynamic Energy Management; Energy Sustainabiltiy; IEEE802.15.4 MAC Protocol; Adaptive Duty Cycling; Wireless Sensors Networks; Internet of Things;

    Abstract : The Internet of Things (IoT) is widely adopted across various fields due to its flexibility and low cost. Energy-harvesting Wireless Sensor Networks (WSNs) are becoming a building block of many IoT applications and provide a perpetual source of energy to power energy-constrained IoT devices. READ MORE

  5. 4. A Generic Model of Motivation in Artificial Animals Based on Reinforcement Learning

    University essay from Göteborgs universitet/Institutionen för data- och informationsteknik

    Author : Birger Kleve; Pietro Ferrari; [2022-05-06]
    Keywords : reinforcement; learning; reward; shaping; animat; homeostasis; ecosystem; motivation;

    Abstract : This thesis is a part of a broader research project at Chalmers University of Technology focused on ecosystems’ simulations using reinforcement learning artificial animals, called animats. The scope of this project is to provide animats with a reward signal which should ultimately drive animats’ learning towards adaptation of their environment. READ MORE

  6. 5. Carrots, Sticks, and Other Tricks: Understanding the effectiveness and robustness of social mechanisms for encouraging cooperation in a complex adaptive system

    University essay from Handelshögskolan i Stockholm/Institutionen för nationalekonomi

    Author : Thomas Atherton; Andreas Bergström; [2022]
    Keywords : Agent-based modelling; Behavioural; Complexity; Cooperation; Evolutionary;

    Abstract : Cooperation is critical for success in many economic interactions, but social dilemmas between the best outcomes for society and for individual decision-makers often arise. This thesis adds to existing game-theoretic and behavioural studies by evaluating cooperation in the public goods game (a canonical social dilemma) in a more complex, realistic system. READ MORE