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A Modular and Scalable Software Reference Architecture for Decentralized Real-Time Execution on Edge Computing

Volkan Gezer

Series: Informatik/ Kommunikation

Volume 874 2021

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Software Reference Architecture S. 65-82

„… which server to be used for offloading. Once the task request is offloaded, if the chosen server is busy …” „… , which consists of End Devices and Edge Servers. Services define how tasks behave when run and tasks are …” „… , mobile phone, smart glasses, or more. In this thesis, its role is to request tasks from Edge Servers …”

Introduction S. 1-10

„… transferring (offloading) the tasks to other available servers. The load balancers also perform the same when a …” „… decentralized Edge Network that allows task offloading between Edge Servers? The questions above also raise the …” „… throttle the CPU usage of the tasks down to avoid pre‐ emption, or to schedule to avoid offloading — all to …”

Titelei/Inhaltsverzeichnis S. I-XIV

„… – real-time scheduling – fog computing – task offloading – edge in manufacturing – edge server – software …” „… . . . . . . . . . . . . . . . . . . . . . . 68 4.2 Service and Task . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 72 4.2.1 …” „… Requesting Tasks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 98 5.5 Topology Designer …”

State of the Art S. 11-54

„… offloading. They act as gateways to forward the task to the Cloud and return the response back to the …” „… , neither it deals with resource‐intensive tasks nor offers offloading between servers. Cozzolino et al …” „… . [CDO17] introduced an Edge offloading architecture to run tasks at the edge of the network. They used …”

Scheduling and Decision Making Methodology S. 55-64

„… an example of offloading problem of multiple periodic tasks. To address this problem, the following …” „… distribution of resources among all tasks on an Edge Server. The orchestrator that prevents resource starvation …” „… , enables fair resource usage, and switches the turn of the tasks is called scheduler (See Sec. 2.2.2). In …”

Bibliography S. 129-152

„… Approximability of Scheduling Multiprocessor Tasks with Time‐dependent Processor and Time Requirements. In …” „… Hosts – Communication Layers, In‐ ternet Standard, [retrieved: Jan 2021], Internet Engineering Task …” „… Oh; Son, S. H.: New strategies for assigning real‐time tasks to multiprocessor systems. IEEE …”

Implementation and Validation S. 83-115

„… there are no services available for the requested task, then the task fails to execute. Offloadingmeans …” „… Computing domain. The presented architecture enables execution of real‐time tasks in a scalable, extensible …” „… exchange information in case an offloading is necessary. Automation during communication requires them to …”

Conclusion and Outlook S. 116-128

„… requesters. Offloading is performed when an Edge Server is expected tomiss the deadline of a real‐time task …” „… architecture for the Edge Servers in the Edge Computing domain, to handle real‐time task requests, and execute …” „… these tasks on‐time in a decentralized environment. The thesis began with an introduction to Edge …”

doi.org/10.51202/9783186874108

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Distributed Edge Intelligence Enabled Wireless Communication Systems Serving Industrial Applications

Sun Danfeng

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1278 2022

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Related Work S. 6-23

„… CloudInference on EdgeHorizontal CollaborationPartial OffloadingIntegral OffloadingModel-split ModeCloud …” „… the Bidirectional Encoder Representations from Transformers(BERT) [27], it can handle various tasks of …” „… prediction tasks which is animportant branch of generation. On the other hand, in 2014, Goodfellow et al. [63 …”

Bibliography S. 87-108

„… . Nature,588:60–609, 2020.[78] Yu Zhang and Qiang Yang. A survey on multi-task learning. IEEE Transactions …” „… model based transfer and multi-task learning for biological image analysis. IEEEtransactions on Big Data …” „… , 6(2):322–333, 2016.[81] Wu Liu, Tao Mei, Yongdong Zhang, Cherry Che, and Jiebo Luo. Multi-task deep …”

doi.org/10.51202/9783186278081

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Electrics / Electronics for Mobile Machines

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2442 2024

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A. R. M. Wagner, P. Pickel, A. Locatelli Novel Connectivity Solutions for Edge-Cloud Continuum Applications in Rural Agricultural Machinery Operations S. 41-52

„… enhanced automated task execution in the field. HPCP is planned to support the offloading of tasks from …” „… offloading some computational tasks from the slave vehicles. However, the master vehicle remains a single …” „… . This paper explores a novel approach for the strategic distribution of computing tasks across the …”

P. Aguirre, S. A. Lang, S. Schätzle Automation Levels for Mobile Working Machines S. 1-14

„… environments and tasks. Our framework addresses these limitations and offers a tailored approach. Crucially …” „… development of regulations. The paper explains that automation utilizes machines to carry out tasks …” „… driving the machine, while WPA highlights how automation contributes to the specific tasks the machine is …”

doi.org/10.51202/9783181024423

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Commercial Vehicles 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2417 2023

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M. Sommer, E. Sax, T. Rösch Fleet data used for self-learning functions in commercial vehicles S. 81-92

„… . The cloud connectivity enables the offloading of vehicle functions and thereby the usage of computing …” „… functions are regulation, control, or monitoring tasks that use the computing and storage capacities of the …” „… function is feasible for offloading as it is a non-safety critical function with no hard-real-time …”

doi.org/10.51202/9783181024171

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Automation 2019

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2351 2019

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J. Ohms, M. Böhm, D. Wermser, M. Meier, D. Schulze, M. Riedl Flexible Konfiguration von TSN für industrielle Kommunikationsnetze S. 1013-1024

„… networks reaches its limits when production tasks can be flexibly adapted and communication requirements …” „… Bridging Task Group entstandene Time-Sensitive Networking Task Group (IEEE 802.1 [1]) entwickelt Standards …” „… ) Task Group. [Online]. Available: https://1.ieee802.org/tsn/ [2] IEEE Std 802.1Q-2018: IEEE Standard …”

doi.org/10.51202/9783181023518

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LAND.TECHNIK AgEng 2019

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2361 2019

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D. Smart, V. Brill High Speed ISOBUS, an AEF Project for next generation Ag networking S. 91-106

„… ) [2004], Tractor ECU (ISO11783-9), Task Controller (ISO11783-10) [2009], Diagnostics (ISO11783- 12 …” „… bigger, better, and faster combination of tractor, implements, and integrated functionalities. Task …” „… Task Controller would be able to control each row’s seed-rate, and manage the target seed spacing far …”

doi.org/10.51202/9783181023617

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ELIV 2024

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2441 2024

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F. Ozog Bring TSN cloud native support to SDV architectures S. 179-212

„… 1831.1.2 Virtual network port To fulfil the needs of offloading tasks such as IPSec termination, simplify …” „… to the possibility of offloading almost everything on a SmartNIC (SoC block or PCIe attached) where …” „… orchestration will be discussed. Suffice to say that there are several options to organize this task, the most …”

doi.org/10.51202/9783181024416

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ELIV 2023

VDI Wissensforum GmbH (ed.)

Series: VDI-Berichte

Volume 2423 2023

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T. Huck, A. Achtzehn Towards the next step in vehicle E/E architectures S. 185-198

„… a distributed setup. Cross-coordination tasks between propulsion, braking, steering, and active …” „… communication technologies such as 6G. Besides this technology enables functional offloading, means shift of …”

doi.org/10.51202/9783181024232

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