tinyKube: a middleware for dynamic resource management in cloud-edge platforms for large-scale cloud roboticsShow others and affiliations
2025 (English)In: The 38th IEEE/IFIP Network Operations and Management Symposium (NOMS), 2025Conference paper, Oral presentation only (Refereed)
Abstract [en]
With the rise of ubiquitous networking and distributed computing, integrating robots with cloud-edge infrastructures offers significant potential. However, challenges remain in resource allocation and scheduling across distributed environments to meet robotics applications' performance demands.
This paper introduces tinyKube, a middleware tailored for dynamic resource management across the cloud-edge platform for large-scale cloud robotics deployments. Leveraging Kubernetes for orchestration and Prometheus for monitoring, tinyKube enables unified monitoring, task dispatching, and resource provisioning across cloud-edge infrastructures.
We evaluate tinyKube using a robotic gripper application on the CloudGripper testbed in a real-world cloud-edge setup. Results demonstrate its ability to automate task dispatching and resource allocation, dynamically adapting to QoS requirements and workload variations.By simplifying resource management, tinyKube accelerates the development, testing, and deployment of large-scale cloud robotics applications, facilitating more efficient real-world implementation.
Place, publisher, year, edition, pages
2025.
Keywords [en]
Cloud Robotics, Cloud-Edge Infrastructure, Resource Orchestration, Performance Monitoring, Middleware
National Category
Computer Vision and Robotics (Autonomous Systems) Computer Sciences Computer Systems
Research subject
Computer Science
Identifiers
URN: urn:nbn:se:umu:diva-234935OAI: oai:DiVA.org:umu-234935DiVA, id: diva2:1937925
Conference
IEEE/IFIP 2025, The 38th IEEE/IFIP Network Operations and Management Symposium (NOMS), Honolulu, HI, USA, May 12-16, 2025
Projects
NEST-project: Cloud-Robotics
Funder
Wallenberg AI, Autonomous Systems and Software Program (WASP)2025-02-162025-02-162025-02-17