A deep reinforcement learning based hyper-heuristic for combinatorial optimisation with uncertainties

Keyphrases

• 2D Strip Packing 20%
• Combinatorial Optimization 100%
• Combinatorial Optimization Problem 20%
• Computational Intelligence 20%
• Computational Operations 20%
• Container Terminal 20%
• Deep Reinforcement Learning (deep RL) 100%
• Deterministic Approach 20%
• Heuristic Selection 20%
• Hyper-heuristics 100%
• Intelligence Research 20%
• Learning-based 100%
• Low-level Heuristics 20%
• Operations Research 20%
• Optimization Approach 20%
• Optimization under Uncertainty 100%
• Problem Solving 20%
• Real-world Problems 20%
• Reinforcement Learning Algorithm 20%
• Routing Problem 20%
• Solution Method 20%
• Strip Packing Problem 20%
• Superior Performance 20%
• Truck Routes 20%
• Uncertain Service Time 20%
• Uncertainty Levels 20%

Computer Science

• Combinatorial Optimisation 100%
• Combinatorial Optimization Problem 20%
• Deep Reinforcement Learning 100%
• Deterministic Approach 20%
• Experimental Result 20%
• Hyper-Heuristic 100%
• Interpretability 20%
• Packing Problem 20%
• Real-World Problem 20%
• Routing Problem 20%
• Solution Method 20%
• Superior Performance 20%
• System Analysis 20%

Chemical Engineering

• Artificial Intelligence 20%
• Reinforcement Learning 100%