A deep reinforcement learning assisted task offloading and resource allocation approach towards self-driving object detection.
Lili NieHuiqiang WangGuangsheng FengJiayu SunHongwu LvHang CuiPublished in: J. Cloud Comput. (2023)
Keyphrases
- resource allocation
- object detection
- reinforcement learning
- resource management
- resource allocation problems
- optimal resource allocation
- reinforcement learning algorithms
- state space
- function approximation
- temporal difference
- multi class
- game theory
- resource allocation and scheduling
- distributed resource allocation
- resource requirements
- model free
- optimal policy
- computer vision
- object recognition
- resource usage
- dynamic resource allocation
- allocation problems
- markov decision processes
- multi agent
- social welfare
- combinatorial auctions
- dynamic programming
- learning process
- resource allocation decisions
- grid environment
- decision making
- resource availability
- special case
- market equilibrium
- learning algorithm
- machine learning