TPTO: A Transformer-PPO based Task Offloading Solution for Edge Computing Environments

Keyphrases

• Application Graphs 33%
• Applications in Healthcare Systems 33%
• Autonomous Vehicles 33%
• Cloud Data Center 33%
• Data Analysis Service 33%
• Deep Reinforcement Learning (deep RL) 66%
• Dependent Tasks 33%
• Edge Computing 66%
• Edge Computing System 100%
• Edge Server 66%
• Evaluation Results 33%
• Greedy 33%
• IoT Applications 33%
• Latency 100%
• Low Latency 66%
• Network Edge 33%
• Offloading Computation 33%
• Optimization Approach 100%
• Performance Evaluation 33%
• Processing Task 33%
• Proximal Policy Optimization 100%
• Reinforcement Learning Approach 66%
• State-of-the-art Techniques 33%
• Task Offloading 100%
• Training Time 33%
• Transformer 100%
• Transformer Network 33%
• User Device 33%
• Wireless Channel 33%

Computer Science

• Analysis Service 33%
• Application Graph 33%
• Autonomous Vehicle 33%
• Computing Environment 100%
• Data Center 33%
• Deep Reinforcement Learning 66%
• Edge Computing 100%
• Edge Server 66%
• Emerging Application 33%
• Evaluation Result 33%
• Interactive 33%
• IoT Application 33%
• Learning Approach 66%
• Optimization Policy 100%
• Performance Evaluation 33%
• Processing Task 33%
• Reducing Latency 33%
• Task Offloading 100%
• Transformer Network 33%
• Wireless Channel 33%