Transcript
Page 1: Joint Radio and Computational Resource Allocation in IoT

Joint Radio and Computational Resource Allocation in IoT Fog

ComputingIEEE TRANSACTIONS ON VEHICULAR

TECHNOLOGY, VOL. 67, NO. 8, AUGUST 2018Yunan Gu , Zheng Chang , Miao Pan ,

Lingyang Song , and Zhu Han

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Page 2: Joint Radio and Computational Resource Allocation in IoT

Radio and Computational Resrouce Allocation Problem in IoT Fog Computing

• Goal: optimize the system performance and improve user satisfaction• Factors: service delay, link quality, mandatory benefit• Problem: maps user

and resource pair

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Page 3: Joint Radio and Computational Resource Allocation in IoT

User Satisfaction

• Service delay is used as satisfaction measurement• Transmit rate =• Service delay =

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SP Revenue

• Price offer is used as SP revenue measurement• Offer from each user:

• Total revenue for each SP:

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Problem Formulation

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Delayrequirement

SINRrequirement

Capacityconstraintforchannel

Capacityconstraintforfognode

CapacityconstraintforSP

Overallcostperformanceforusers

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SPA Algorithm

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User-Oriented Cooperation Strategy

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Performance Evaluation

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• Setup:• Each SP owns 5 channel with bandwidth 5MHz• Each fog node computation ability [5,6] ∗ 10)*𝑐𝑦𝑐𝑙𝑒𝑠/𝑠𝑒𝑐• Data size and delay requirement of each user [2,8]Mb, [6,7]sec

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Performance Evaluation

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Performance Evaluation

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Conclusion

• This article has seen the radio and computational resources as discrete value• Compare the QoS of our and their algorithm

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