- Cloud Computing and Resource Management
- Software System Performance and Reliability
- Software-Defined Networks and 5G
- Data Stream Mining Techniques
- Energy Load and Power Forecasting
- Financial Markets and Investment Strategies
- Stock Market Forecasting Methods
Beihang University
2022-2023
The rapid rise of microservice architecture poses severe challenges to workflow scheduling, resource allocation, and goal optimization. However, faults failures usually happen during running. To ensure the workflow's successful execution scheduling microservices, this article proposes a dynamic algorithm by integrating cognition cost reliability QoS for using reinforcement learning (WS-CCR). First, we explore 'restart policy' containers in Kubernetes architecture, which lays foundation our...
Workflow scheduling for microservice has become an important and challenging research topic. To design a high-performance reliable model, we propose dependable workflow algorithm quality of service (QoS) based on deep-Q-Network, namely the DWSM. Firstly, utilize redundancy strategy restart Kubernetes container to optimize dependability workflow. Then this paper quantifies indicator designs reward function three QoS attributes including execution time, resources consumption generate through...