Multiobjective Deep Reinforcement Learning Assisted Resource Allocation for MEC-Caching-Coexist System.
Zan LiZhongling ZhaoJia ShiJiangbo SiPei XiaoRahim TafazolliHang HuPublished in: IEEE Internet Things J. (2024)
Keyphrases
- resource allocation
- multi objective
- reinforcement learning
- multiobjective optimization
- evolutionary algorithm
- multi objective optimization
- resource management
- genetic algorithm
- resource allocation problems
- multiple objectives
- optimal resource allocation
- state space
- objective function
- resource allocation and scheduling
- reinforcement learning algorithms
- allocate resources
- game theory
- allocation problems
- query processing
- resource consumption
- markov decision processes
- pareto optimal
- access patterns
- scarce resources
- learning algorithm
- data access
- allocation strategies
- dynamic resource allocation
- market equilibrium
- resource availability
- learning process
- resource requirements
- grid environment
- model free
- nsga ii
- optimal policy
- multi agent
- learning capabilities
- temporal difference
- grid computing
- dynamic programming
- resource allocation decisions
- distributed resource allocation
- machine learning