Deep reinforcement learning for intractable routing & inverse problems

• Main Author: Zhang, Rongkai
• Other Authors: Wen Bihan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/164058
• Institution: Nanyang Technological University

Solving intractable problems with huge/infinite solution space is challenging and has motivated much research. Classical methods mainly focus on fast searching via either approximation or (meta)heuristics with the help of some regularizers. However, neither the solution quality nor inference time is...