Essays about: "Multi-objective Optimization"

Showing result 11 - 15 of 92 essays containing the words Multi-objective Optimization.

  1. 11. Deep Reinforcement Learning and Simulation for the Optimization of Production Systems

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Siyuan Chen; [2022]
    Keywords : ;

    Abstract : The main objective of this master thesis project is to use the deep reinforcement learning (DRL) and simulation method for optimization of production systems. In this project, the Deep Q-learning Networks (DQN) algorithm is first used to optimize seven decision variables in Averill Law’s production system to find the best profit, with 99. READ MORE

  3. 12. Models for solid waste and its management in Stockholm metropolitan area

    University essay from KTH/Skolan för industriell teknik och management (ITM)

    Author : Lars Arvidsson; Kasper Nordenram; [2022]
    Keywords : ;

    Abstract : In the transition from a linear economy to a sustainable circular economy, waste management is critical. This thesis approaches the management of Municipal Solid Waste (MSW) from the perspective of a mathematical modelling. Within the scope of the thesis, three mathematical models were developed. READ MORE

  4. 13. 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

  5. 14. The economic and environmental impacts of transportation decisions : A multi-objective optimization

    University essay from Umeå universitet/Institutionen för matematik och matematisk statistik

    Author : Joel Eliasson; Arvid Segevall; [2022]
    Keywords : Multi-objective optimization; Pareto optimal solutions; Semi-structured interviews; Outbound logistics; Scope 3; EU ETS; Mulitobjektiv optimering; Pareto optimala lösningar; Semi-strukturerade intervjuer; Utgående logistik; Scope 3; EU ETS;

    Abstract : Getinge AB is a global medical technology company. This master’s thesis is based on the outflow of capital equipments from Getinge’s factory in Växjö to four different sales and service units. READ MORE

  6. 15. A Genetic Algorithm for Personnel Scheduling in Vacation Seasons

    University essay from Linköpings universitet/Tillämpad matematik; Linköpings universitet/Tekniska fakulteten

    Author : Martin Fakt; [2022]
    Keywords : Personnel scheduling; Personnel rostering; Vacation; Optimization; Genetic Algorithm; Personalschemaläggning; Semester; Optimeringslära; Optimering; Genetisk Algoritm;

    Abstract : For workplaces with a preference or need for staffing around the clock, employees commonly work in shifts, which are work sessions that span different parts of the day. The scheduling of these shifts is a multi-objective optimization problem with both hard and soft constraints. READ MORE