Optimal Stochastic Coded Computation Offloading in Unmanned Aerial Vehicles Network Article Swipe

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Wei Chong Ng , Wei Yang Bryan Lim , Jer Shyuan Ng , Suttinee Sawadsitang , Zehui Xiong , Dusit Niyato ·

YOU? · · 2021 · Open Access · · DOI: https://doi.org/10.1109/globecom46510.2021.9685988

Today, modern unmanned aerial vehicles (UAVs) are equipped with increasingly advanced capabilities that can run applications enabled by machine learning techniques, which require computationally intensive operations such as matrix multiplications. Due to computation constraints, the UAVs can offload their computation tasks to edge servers. To mitigate stragglers, coded distributed computing (CDC) based offloading can be adopted. In this paper, we propose an Optimal Task Allocation Scheme (OTAS) based on Stochastic Integer Programming with the objective to minimize energy consumption during computation offloading. The simulation results show that amid uncertainty of task completion, the energy consumption in the UAV network is minimized.

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Computer Science

Edge Computing

Enhanced Data Rates For Gsm Evolution

Artificial Intelligence

Algorithm

Engineering

Mathematics

Mathematical Analysis

Systems Engineering

Electrical Engineering

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Computation offloading Computer science Computation Server Task (project management) Energy consumption Distributed computing Scheme (mathematics) Integer programming Edge computing Enhanced Data Rates for GSM Evolution Real-time computing Computer network Artificial intelligence Algorithm Engineering Mathematics Mathematical analysis Systems engineering Electrical engineering

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Type: preprint
Language: en
Landing Page: https://doi.org/10.1109/globecom46510.2021.9685988
OA Status: green
Cited By: 2
References: 25
Related Works: 20
OpenAlex ID: https://openalex.org/W3210375726

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DOI: https://doi.org/10.1109/globecom46510.2021.9685988

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Title: Optimal Stochastic Coded Computation Offloading in Unmanned Aerial Vehicles Network

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Type: preprint

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Language: en

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Publication year: 2021

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Publication date: 2021-12-01

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Authors: Wei Chong Ng, Wei Yang Bryan Lim, Jer Shyuan Ng, Suttinee Sawadsitang, Zehui Xiong, Dusit Niyato

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Landing page: https://doi.org/10.1109/globecom46510.2021.9685988

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OA URL: https://arxiv.org/pdf/2110.14873.pdf

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Concepts: Computation offloading, Computer science, Computation, Server, Task (project management), Energy consumption, Distributed computing, Scheme (mathematics), Integer programming, Edge computing, Enhanced Data Rates for GSM Evolution, Real-time computing, Computer network, Artificial intelligence, Algorithm, Engineering, Mathematics, Mathematical analysis, Systems engineering, Electrical engineering

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Cited by: 2

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Citations by year (recent): 2023: 1, 2022: 1

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abstract_inverted_index.machine	18
abstract_inverted_index.network	98
abstract_inverted_index.offload	37
abstract_inverted_index.propose	60
abstract_inverted_index.require	22
abstract_inverted_index.results	84
abstract_inverted_index.adopted.	55
abstract_inverted_index.advanced	10
abstract_inverted_index.equipped	7
abstract_inverted_index.learning	19
abstract_inverted_index.minimize	76
abstract_inverted_index.mitigate	45
abstract_inverted_index.servers.	43
abstract_inverted_index.unmanned	2
abstract_inverted_index.vehicles	4
abstract_inverted_index.computing	49
abstract_inverted_index.intensive	24
abstract_inverted_index.objective	74
abstract_inverted_index.Allocation	64
abstract_inverted_index.Stochastic	69
abstract_inverted_index.minimized.	100
abstract_inverted_index.offloading	52
abstract_inverted_index.operations	25
abstract_inverted_index.simulation	83
abstract_inverted_index.Programming	71
abstract_inverted_index.completion,	91
abstract_inverted_index.computation	32, 39, 80
abstract_inverted_index.consumption	78, 94
abstract_inverted_index.distributed	48
abstract_inverted_index.offloading.	81
abstract_inverted_index.stragglers,	46
abstract_inverted_index.techniques,	20
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abstract_inverted_index.applications	15
abstract_inverted_index.capabilities	11
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abstract_inverted_index.increasingly	9
abstract_inverted_index.computationally	23
abstract_inverted_index.multiplications.	29
cited_by_percentile_year.max	94
cited_by_percentile_year.min	89
countries_distinct_count	0
institutions_distinct_count	6
sustainable_development_goals[0].id	https://metadata.un.org/sdg/7
sustainable_development_goals[0].score	0.9100000262260437
sustainable_development_goals[0].display_name	Affordable and clean energy
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