Sökning: "Peder Hårderup"

Hittade 2 uppsatser innehållade orden Peder Hårderup.

  1. 1. The Applicability and Scalability of Graph Neural Networks on Combinatorial Optimization

    Master-uppsats, KTH/Matematik (Avd.)

    Författare :Peder Hårderup; [2023]
    Nyckelord :applied mathematics; combinatorial optimization; machine learning; graph neural networks; scalability; tillämpad matematik; kombinatorisk optimering; maskininlärning; grafiska neurala nätverk; skalbarhet;

    Sammanfattning : This master's thesis investigates the application of Graph Neural Networks (GNNs) to address scalability challenges in combinatorial optimization, with a primary focus on the minimum Total Dominating set Problem (TDP) and additionally the related Carrier Scheduling Problem (CSP) in networks of Internet of Things. The research identifies the NP-hard nature of these problems as a fundamental challenge and addresses how to improve predictions on input graphs of sizes much larger than seen during training phase. LÄS MER

  2. 2. A Numerical and Analytical Investigation of The sine-Gordon Equation and Its Soliton Solutions

    Kandidat-uppsats, KTH/Skolan för teknikvetenskap (SCI)

    Författare :Peder Hårderup; William Brorsson; [2021]
    Nyckelord :;

    Sammanfattning : This thesis investigates the nonlinear partial differential equation known as sine-Gordon and its special soliton solutions.Simpler analytical results are derived and more advanced methods and their results are discussed. LÄS MER