Smart City Gnosys

Smart city article details

Title Lifespan And Energy-Oriented Load Balancing Algorithms Across Sets Of Nodes In Green Edge Computing
ID_Doc 35204
Authors Mattia G.P.; Beraldi R.
Year 2023
Published Proceedings - 2023 IEEE Cloud Summit, Cloud Summit 2023
DOI http://dx.doi.org/10.1109/CloudSummit57601.2023.00013
Abstract Green-powered edge computing architectures allow bringing computation in areas that are not reached by the power grids. More often, in applications for Precision Agriculture and Smart Cities, we could have a set of nodes that are coupled with an accumulator which is, during the day, re-charged by the energy harvested by small solar panels. With the latest advances in technology, the edge node is generally assimilated to be a low-power Single Board Computer (SBC), and it is able to carry out even relatively demanding tasks. For example, it can run deep learning models to images or video sequences captured in loco by cameras. However, due to the differences in terms of power consumption and weather conditions, each node experiences a different lifespan, some nodes may even shut down prematurely, causing the interruption of the portion of the deployed service. In this paper, we propose three decentralized algorithms that solve the problem by making the nodes cooperatively balance the traffic in order to level and maximize their lifespan. By comparing the approaches in two different experiments by using a cluster of Raspberry Pi 4 we show that our solutions allow to increase the lifespan of the service of 10% on average wrt the case in which no algorithm is applied. © 2023 IEEE.
Author Keywords Decentralization; Green Edge Computing; Lifespan; Load Balancing


Similar Articles


Id Similarity Authors Title Published
23505 View0.865Rey-Jouanchicot J.; Lorenzo Del Castillo J.A.; Zuckerman S.; Belmega E.V.Energy-Efficient Online Resource Provisioning For Cloud-Edge Platforms Via Multi-Armed BanditsProceedings - Symposium on Computer Architecture and High Performance Computing, 2022-November (2022)
42888 View0.865Perez S.; Perez J.; Arroba P.; Blanco R.; Ayala J.L.; Moya J.M.Predictive Gpu-Based Adas Management In Energy-Conscious Smart Cities5th IEEE International Smart Cities Conference, ISC2 2019 (2019)
23212 View0.862Holmes T.; McLarty C.; Shi Y.; Bobbie P.; Suo K.Energy Efficiency On Edge Computing: Challenges And VisionConference Proceedings of the IEEE International Performance, Computing, and Communications Conference, 2022-November (2022)
1005 View0.862Zhang Y.; Mao J.; Chen L.; Wang Y.; Yang Y.; Yu P.A Computation Offloading Mechanism For Multimedia Services In Green Smart CommunityIEEE International Symposium on Broadband Multimedia Systems and Broadcasting, BMSB, 2020-October (2020)
35387 View0.859Vohnout R.; Bukovsky I.; Chou S.-Y.; Geyer J.; Budik O.; Sharma R.; Prokysek M.; Horvath T.; Wyckmans A.Living Lab Long-Term Sustainability In Hybrid Access Positive Energy Districts - A Prosumager Smart Fog Computing PerspectiveIEEE Internet of Things Journal, 10, 21 (2023)
23430 View0.856Sellami B.; Hakiri A.; Yahia S.B.; Berthou P.Energy-Aware Task Scheduling And Offloading Using Deep Reinforcement Learning In Sdn-Enabled Iot NetworkComputer Networks, 210 (2022)
28400 View0.856Ananth K.R.; Punna H.S.; Selvaraj K.; Rajagopal K.; Mahajan V.; Sakthivel S.Green Iot Edge Computing Towards Sustainable And Distributed Data Processing2023 10th IEEE Uttar Pradesh Section International Conference on Electrical, Electronics and Computer Engineering, UPCON 2023 (2023)
23421 View0.853Zhu G.; Li Q.; Li W.; Lv D.; Guo Y.Energy-Aware Edge Computing Resource Scheduling MethodProceedings of SPIE - The International Society for Optical Engineering, 12941 (2023)
21086 View0.851Ren X.; Vashisht S.; Aujla G.S.; Zhang P.Drone-Edge Coalesce For Energy-Aware And Sustainable Service Delivery For Smart City ApplicationsSustainable Cities and Society, 77 (2022)
53956 View0.851Wang L.; Pang S.; Gui H.; He X.; Wang N.; Qiao S.; Zhao Z.Sustainable Energy-Efficient Multi-Objective Task Processing Based On Edge ComputingIEEE Transactions on Network and Service Management (2025)