Essays about: "Multi-Objective Genetic Algorithm"

Showing result 11 - 15 of 33 essays containing the words Multi-Objective Genetic Algorithm.

  1. 11. MACHINE LEARNING-ASSISTED LOAD TESTING

    University essay from Mälardalens högskola/Akademin för innovation, design och teknik

    Author : Erblin Isaku; [2021]
    Keywords : Performance testing; load testing; search-based testing; workload generation; machine learning; evolutionary algorithms; reinforcement learning;

    Abstract : The increasing worldwide demand for software systems involved in society has led to the need where not only functionality is fundamental and addressed, but end-user satisfaction in terms of availability, throughput, and response time is essential and should be preserved. Thus, systems must be evaluated at preset load levels to assess the non-functional quality problems from the closest perspective of real application use. READ MORE

  2. 12. WSN Routing Schedule Based on Energy-aware Adaptation

    University essay from Mittuniversitetet/Institutionen för informationssystem och –teknologi

    Author : Tingqing Peng; [2020]
    Keywords : Multi-objective Optimization Problem; Routing schedule; KSP; Wireless sensor network;

    Abstract : In view of the problem of uneven load distribution and energy consumption among nodes in a multi-hop wireless sensor network, this research constructs the routing schedule problem as a MOP (Multi-objective Optimization Problem), and proposed an energy-aware routing optimization scheme RDSEGA based on multi-objective optimization. In this scheme, in order to avoid the searching space explosion problem caused by the increase of nodes, KSP Yen's algorithm was applied to prune the searching space, and the candidate paths selected after pruning are recoded based on priority. READ MORE

  3. 13. Solving Multiple Objective Optimization Problem using Multi-Agent Systems: A case in Logistics Management

    University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

    Author : Venkata Sai Teja Pennada; [2020]
    Keywords : Multiple Objective Optimization Problem; Non-dominated Sorting Genetic Algorithm-II; Multi-agent systems; Multi-objective optimization model; Single-objective optimization model.;

    Abstract : Background: Multiple Objective Optimization problems(MOOPs) are common and evident in every field. Container port terminals are one of the fields in which MOOP occurs. In this research, we have taken a case in logistics management and modelled Multi-agent systems to solve the MOOP using Non-dominated Sorting Genetic Algorithm-II (NSGA-II). READ MORE

  4. 14. Automated decision support for placing terrain observers

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

    Author : Gabriel Lördal Tigerström; [2019]
    Keywords : ;

    Abstract : Access to reliable information is key for military decision-making. Reconnaissance assets are used to gather information about the Operational Environment. These assets need to be placed within the terrain so that they can see as much of the area of interest as possible. The manual task of placing assets within the terrain is a time-consuming task. READ MORE

  5. 15. Applying Multi-objective Optimization to Thermography : using the NSGA-II genetic algorithm

    University essay from KTH/Maskinkonstruktion (Inst.)

    Author : Myles Syverud; [2018]
    Keywords : ;

    Abstract : In multi-objective system design there is rarely a clear path through the decisions an engineer hasto make since in practice, improving a single objective, or desired quality of the system, comes atthe cost of another objective. It is then the task of the engineer to match the requirements of thesystem to a balance in objective priority. READ MORE