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Joint Radio and Computational Resource Allocation in IoT Fog Computing IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, VOL. 67, NO. 8, AUGUST 2018 Yunan Gu , Zheng Chang , Miao Pan , Lingyang Song , and Zhu Han 1
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Joint Radio and Computational Resource Allocation in IoT ...

Dec 28, 2021

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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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Page 4: Joint Radio and Computational Resource Allocation in IoT ...

SP Revenue

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

• Total revenue for each SP:

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Page 5: Joint Radio and Computational Resource Allocation in IoT ...

Problem Formulation

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Delayrequirement

SINRrequirement

Capacityconstraintforchannel

Capacityconstraintforfognode

CapacityconstraintforSP

Overallcostperformanceforusers

Page 6: Joint Radio and Computational Resource Allocation in IoT ...

SPA Algorithm

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Page 7: Joint Radio and Computational Resource Allocation in IoT ...

User-Oriented Cooperation Strategy

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Page 8: Joint Radio and Computational Resource Allocation in IoT ...

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

Page 9: Joint Radio and Computational Resource Allocation in IoT ...

Performance Evaluation

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Page 10: Joint Radio and Computational Resource Allocation in IoT ...

Performance Evaluation

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Page 11: Joint Radio and Computational Resource Allocation in IoT ...

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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