Litcius/Paper detail

Flowing the Information from Shannon to Fisher: Towards the Fundamental Tradeoff in ISAC

Yifeng Xiong, Fan Liu, Yuanhao Cui, Weijie Yuan, Tony Xiao Han

2022GLOBECOM 2022 - 2022 IEEE Global Communications Conference44 citationsDOI

Abstract

Integrated Sensing and Communication (ISAC) is recognized as a promising technology for the next-generation wireless networks. In this paper, we provide a general framework to reveal the fundamental tradeoff between sensing and communications (S&C), where a unified ISAC waveform is exploited to perform dual-functional tasks. In particular, we define the Cramér-Rao bound (CRB)-rate region to characterize the S&C tradeoff, and propose a pentagon inner bound of the region. We show that the two corner points of the CRB-rate region can be achieved by the conventional Gaussian waveform and a novel strategy corresponding to the uniform distribution over the Stiefel manifold, respectively. Moreover, we also offer our insights into transmission approaches achieving the boundary of the CRB-rate region, namely the Shannon-Fisher information flow.

Topics & Concepts

Computer scienceWaveformGaussianWirelessBoundary (topology)Information theoryAlgorithmUpper and lower boundsFisher informationTopology (electrical circuits)Theoretical computer scienceMathematicsTelecommunicationsStatisticsPhysicsCombinatoricsMachine learningRadarMathematical analysisQuantum mechanicsDistributed Sensor Networks and Detection AlgorithmsIndoor and Outdoor Localization TechnologiesSparse and Compressive Sensing Techniques