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Optical ISAC: Fundamental Performance Limits and Transceiver Design

arXiv 2408.11792 ↗First posted 21 Aug 2024cs.IT cs.LG math.ITcited by 0

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Abstract (arXiv)

This paper characterizes the optimal capacity-distortion (C-D) tradeoff in an optical point-to-point system with single-input single-output (SISO) for communication and single-input multiple-output (SIMO) for sensing within an integrated sensing and communication (ISAC) framework. We consider the optimal rate-distortion (R-D) region and explore several inner (IB) and outer bounds (OB). We introduce practical, asymptotically optimal maximum a posteriori (MAP) and maximum likelihood estimators (MLE) for target distance, addressing nonlinear measurement-to-state relationships and non-conjugate priors. As the number of sensing antennas increases, these estimators converge to the Bayesian Cram'er-Rao bound (BCRB). We also establish that the achievable rate-Cram'er-Rao bound (R-CRB) serves as an OB for the optimal C-D region, valid for both unbiased estimators and asymptotically large numbers of receive antennas. To clarify that the input distribution determines the tradeoff across the Pareto boundary of the C-D region, we propose two algorithms: i) an iterative Blahut-Arimoto algorithm (BAA)-type method, and ii) a memory-efficient closed-form (CF) approach. The CF approach includes a CF optimal distribution for high optical signal-to-noise ratio (O-SNR) conditions. Additionally, we adapt and refine the deterministic-random tradeoff (DRT) to this optical ISAC context.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 7 of its 35 references that are in the map. First posted on arXiv 21 Aug 2024.

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References · 7

  1. 2021Convex optimizationcited by 2,479
  2. 2022Seventy Years of Radar and Communications: The Road from Separation to Integrationcited by 4
  3. 2023Fundamental CRB-Rate Tradeoff in Multi-Antenna ISAC Systems with Information Multicasting and Multi-Target Sensingcited by 4
  4. 2023Outage Tradeoff Analysis in a Downlink Integrated Sensing and Communication Networkcited by 1
  5. 2023Joint User Association and UAV Location Optimization for Two-Tired Visible Light Communication Networkscited by 1
  6. 2023Optical Integrated Sensing and Communication: Architectures, Potentials and Challengescited by 1
  7. 2024Probabilistic Constellation Shaping for Enhancing Spectral Efficiency in NOMA VLC Systemscited by 1

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