Essays about: "multi-objective evolutionary"

Showing result 1 - 5 of 15 essays containing the words multi-objective evolutionary.

1. 1. EMONAS : Evolutionary Multi-objective Neuron Architecture Search of Deep Neural Network

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

   Author : Jiayi Feng; [2023]
   Keywords : DNN Deep Neural Network ; NAS Neural Architecture Search ; EA Evolutionary Algorithm ; Multi-Objective Optimization; Binary One Optimization; Embedded Systems; DNN Deep Neural Network ; NAS Neural Architecture Search ; EA Evolutionary Algorithm ; Multi-Objective Optimization; Binary One Optimization; Inbyggda system;

   Abstract : Customized Deep Neural Network (DNN) accelerators have been increasingly popular in various applications, from autonomous driving and natural language processing to healthcare and finance, etc. However, deploying them directly on embedded system peripherals within real-time operating systems (RTOS) is not easy due to the paradox of the complexity of DNNs and the simplicity of embedded system devices. READ MORE

3. 2. Deployment planning of UAV Base Stations using Multi Objective Evolutionary Algorithms (MOEA)

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

   Author : Nadir Arfi; [2023]
   Keywords : Deployment planning; UAV-Base Stations; multi-objective; evolutionary algorithms; fitness approximation;

   Abstract : This research study focuses on solving the deployment planning problem for UAV-BSs using Multi-Objective Evolutionary Algorithms (MOEAs). The main research objectives encompass gridbased modelling of the target area, investigating evolution parameters, and evaluating algorithm performance in diverse deployment scenarios. READ MORE

4. 3. Capacitated Multi Depot Green Vehicle Routing for Transporting End-of-Life electrical waste : A practical study on environmental and social sustainability within the field of CMDGVRP with heterogeneous fleets

   University essay from Högskolan i Halmstad/Akademin för informationsteknologi

   Author : Karl-Johan Djervbrant; Andreas Häggström; [2021]
   Keywords : VRP; GVRP; CMDGVRP; Routing; Optimization; Environmental; Sustainability; Environmental sustainability; Social sustainability; Waste collection; Heterogeneous fleet;

   Abstract : A comprehensive study is presented of the Capacitated Multi DepotGreen Vehicle Routing Problem (CMDGVRP) applied to a heterogeneous fleet of electronic waste collecting vehicles with two objectives: to reduce the total fuel consumption of the vehicles (environmental sustainability) and to limit the continuous drive-time of the drivers (social sustainability). Research has been limited from this aspect, and in this study, the focus is on the practical application of pickup and delivery of electronic waste. READ MORE

5. 4. 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

6. 5. 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