Essays about: "large scale multi-objective optimization"

Found 3 essays containing the words large scale multi-objective optimization.

  1. 1. Investigating Multi-Objective Reinforcement Learning for Combinatorial Optimization and Scheduling Problems : Feature Identification for multi-objective Reinforcement Learning models

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

    Author : Rikard Fridsén Skogsberg; [2022]
    Keywords : Multi-Objective Reinforcement Learning; Radio Resource Scheduling; Deep Q-Networks; Single-policy; Multi-policy; Scalarization.; Flermåls förstärkningsinlärning; Radio resurs schemaläggning; Djupa Q-nätverk; Enskilt mål; Flermål;

    Abstract : Reinforcement Learning (RL) has in recent years become a core method for sequential decision making in complex dynamical systems, being of great interest to support improvements in scheduling problems. This could prove important to areas in the newer generation of cellular networks. READ MORE

  3. 2. Methods for optimizing large scale thermal imaging camera placement problems

    University essay from Linköpings universitet/Optimeringslära

    Author : Hugo Lindell; [2019]
    Keywords : Camera planning; camera placement; large scale multi-objective optimization; large neighbourhood search; SCP heuristics; Kameraplanering; kameraplacering; storskalig flermålsoptimering; lokalsökning; övertäckningsproblemsheuristiker;

    Abstract : The objective of this thesis is to model and solve the problem of placing thermal imaging camera for monitoring piles of combustible bio-fuels. The cameras, of different models, can be mounted at discrete heights on poles at fixed positions and at discrete angles, and one seeks camera model and mounting combinations that monitor as much of the piles as possible to as low cost as possible. READ MORE

  4. 3. EFFICIENT SCALES OF MICROSERVICE-ORIENTED SYSTEMS A comparison of evolutionary algorithms

    University essay from Umeå universitet/Institutionen för datavetenskap

    Author : Daniel Harr; [2019]
    Keywords : ;

    Abstract : Many modern soft‰ware systems are designed into a microservice-oriented architecture as they run into issues when a‹ttempting to scale. An issue with large and complex microservice-oriented systems is to know which scales of a system that are well-performing with regard to resource usage. READ MORE