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Over-the-Air Computing with Imperfect CSI: Design and Performance Optimization
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Over-the-air computing (AirComp) has recently attracted considerable
attention as an efficient method of data fusion by integrating uncoded
communication transmissions with computation thanks to the signal
superposition offered by the multiple access channels. However,
appropriate processing is required to neutralize the wireless channel
effect. As, internet-of-things (IoT) applications through low-cost
devices is the main target of AirComp, perfect availability of channel
state information (CSI) is not always practical, there is the need to
investigate the effect of imperfect CSI on AirComp. Specifically, we
present novel closed-form expressions for tight approximations that can
be used to design and evaluate AirComp systems. Furthermore, we design a
general optimization framework that takes into account both magnitude
and phase errors in the CSI. Finally, a pilot retransmission policy is
designed, that offers trade-off between resources cost and the gain in
the accuracy of the computations. In order to validate its application,
a utility function of the cost of retransmission is introduced, namely,
Retransmission Policy Cost (RPC)
, which can incorporate the power
or throughput cost opposing to the expected gain of the selected policy.
Simulations show the deterioration caused by the imperfect CSI and
highlight the added value of the proposed policy under various system
conditions.Â
Institute of Electrical and Electronics Engineers (IEEE)
Title: Over-the-Air Computing with Imperfect CSI: Design and Performance Optimization
Description:
Over-the-air computing (AirComp) has recently attracted considerable
attention as an efficient method of data fusion by integrating uncoded
communication transmissions with computation thanks to the signal
superposition offered by the multiple access channels.
However,
appropriate processing is required to neutralize the wireless channel
effect.
As, internet-of-things (IoT) applications through low-cost
devices is the main target of AirComp, perfect availability of channel
state information (CSI) is not always practical, there is the need to
investigate the effect of imperfect CSI on AirComp.
Specifically, we
present novel closed-form expressions for tight approximations that can
be used to design and evaluate AirComp systems.
Furthermore, we design a
general optimization framework that takes into account both magnitude
and phase errors in the CSI.
Finally, a pilot retransmission policy is
designed, that offers trade-off between resources cost and the gain in
the accuracy of the computations.
In order to validate its application,
a utility function of the cost of retransmission is introduced, namely,
Retransmission Policy Cost (RPC)
, which can incorporate the power
or throughput cost opposing to the expected gain of the selected policy.
Simulations show the deterioration caused by the imperfect CSI and
highlight the added value of the proposed policy under various system
conditions.
Â.
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