Essays about: "Inlärningseffektivitet"

Found 2 essays containing the word Inlärningseffektivitet.

1. 1. An efficient deep reinforcement learning approach to the energy management for a parallel hybrid electric vehicle

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

   Author : Mingwei Liu; [2023]
   Keywords : HEV; EMS; Deep Reinforcement Learning; Learning Efficiency; Fuel Efficiency; HEV; EMS; Djup Förstärkningsinlärning; Inlärningseffektivitet; Bränsleeffektivitet;

   Abstract : In contemporary world, the global energy crisis and raise of greenhouse gas concentration in atmosphere necessitate the energy conservation and emission reduction. Hybrid electric vehicles (HEVs) can achieve great promise in reducing fuel consumption and greenhouse gas emissions by appropriate energy management strategies (EMSs). READ MORE

3. 2. A comparison of genetic algorithm and reinforcement learning for autonomous driving

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

   Author : Ziyi Xiang; [2019]
   Keywords : Thesis; Machine learning; Genetic algorithm; Deep reinforcement learning; Autonomous driving; Thesis; Maskininlärning; Genetisk algoritm; Djup förstärkning lärande; självkörandebilar;

   Abstract : This paper compares two different methods, reinforcement learning and genetic algorithm for designing autonomous cars’ control system in a dynamic environment. The research problem could be formulated as such: How is the learning efficiency compared between reinforcement learning and genetic algorithm on autonomous navigation through a dynamic environment? In conclusion, the genetic algorithm outperforms the reinforcement learning on mean learning time, despite the fact that the prior shows a large variance, i. READ MORE