Al-Naday, Mays and Goethals, Tom and Volckaert, Bruno (2022) Intent-based Decentralized Orchestration for Green Energy-aware Provisioning of Fog-native Workflows. In: 18th International Conference on Network and Service Management, 2022-10-31 - 2022-11-04, Thessaloniki, Greece. (In Press)
Al-Naday, Mays and Goethals, Tom and Volckaert, Bruno (2022) Intent-based Decentralized Orchestration for Green Energy-aware Provisioning of Fog-native Workflows. In: 18th International Conference on Network and Service Management, 2022-10-31 - 2022-11-04, Thessaloniki, Greece. (In Press)
Al-Naday, Mays and Goethals, Tom and Volckaert, Bruno (2022) Intent-based Decentralized Orchestration for Green Energy-aware Provisioning of Fog-native Workflows. In: 18th International Conference on Network and Service Management, 2022-10-31 - 2022-11-04, Thessaloniki, Greece. (In Press)
Abstract
The cloud native paradigm is emerging as a pathway to developing applications for intrinsic operation on the cloud. This prompted application modularity, leveraging the adoption of the microservices architecture. Meanwhile, fog computing is emerging as a geo-dispersed cloud, bringing services closer to the end-user for localization and improved responsiveness. Transitioning to fog-native applications, i.e. managing microservice workflows over the fog, is a non-trivial challenge. On one hand, engineering workflows require awareness of the dependencies across microservices, as they impact the perceived quality of service. On the other hand, the heterogeneity of capacities, energy prices and supply, introduce challenges that can negate the sought advantages of the fog. This work proposes a novel algorithm based on Alternating Direction Method of Multipliers for intent-based workflow mapping and admission, iADMM. The performance of the algorithm is evaluated analytically and experimentally and compared to a baseline compute-network cost minimization alternative. Evaluation results show that iADMM achieves near optimal decisions in minimizing operational costs without violating workflow intents.
Item Type: | Conference or Workshop Item (Paper) |
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Additional Information: | Published proceedings: _not provided_ |
Uncontrolled Keywords: | cloud-native applications; fog networks; microservices; resource optimization; intent-based allocation; green fog ecosystem |
Divisions: | Faculty of Science and Health Faculty of Science and Health > Computer Science and Electronic Engineering, School of |
SWORD Depositor: | Unnamed user with email elements@essex.ac.uk |
Depositing User: | Unnamed user with email elements@essex.ac.uk |
Date Deposited: | 06 Dec 2022 11:24 |
Last Modified: | 06 Nov 2024 06:10 |
URI: | http://repository.essex.ac.uk/id/eprint/33720 |
Available files
Filename: wf_distribution-3.pdf