System Model in Words
The BS transmits a known waveform carrying data. A user decodes that data; the BS or a separate sensing receiver processes target echoes. A RIS changes the effective channel for both tasks.
Specify the receiver first. A BS receiver using a reciprocal RIS path has a four-hop budget. A receiver mounted on the RIS does not have that same return route. Neither case should inherit the other’s path loss by assumption.
References for this section3
- M. A. Haider and Y. D. Zhang, "RIS-Aided Integrated Sensing and Communication: A Mini-Review", 2023.
- M. Rihan et al., "Passive vs. Active RIS for ISAC", IEEE Network, 2023.
- M. Rihan et al., "Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis", IEEE Transactions on Communications, 2024.
Communication Path
Let denote the complex direct channel and the complex RIS-assisted channel. A scalar user model is:
- : transmitted symbol.
- : received sample.
- : receiver noise sample.
- : transmit power.
- : interference power.
- : noise power.
- : signal-to-interference-plus-noise ratio.
Channels add as complex amplitudes: a reflected path can help or hurt depending on its phase.
Ideal spectral efficiency is in bit/s/Hz. Actual throughput also depends on bandwidth, coding, scheduling and overhead.
References for this section3
- M. A. Haider and Y. D. Zhang, "RIS-Aided Integrated Sensing and Communication: A Mini-Review", 2023.
- M. Rihan et al., "Passive vs. Active RIS for ISAC", IEEE Network, 2023.
- M. Rihan et al., "Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis", IEEE Transactions on Communications, 2024.
Sensing Path
- Direct echo: BS → target → BS.
- Reciprocal RIS echo: BS → RIS → target → RIS → BS.
- Mixed echo: only the outgoing or return route uses the RIS.
Separate these echoes by their expected delay and spatial response when possible. Unresolved paths can interfere. A communication SINR target does not establish a sensing detection probability.
References for this section3
- M. A. Haider and Y. D. Zhang, "RIS-Aided Integrated Sensing and Communication: A Mini-Review", 2023.
- M. Rihan et al., "Passive vs. Active RIS for ISAC", IEEE Network, 2023.
- M. Rihan et al., "Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis", IEEE Transactions on Communications, 2024.
Surface Partitioning
A simple baseline dedicates a fraction of the physical aperture to communication and to reciprocal sensing. Assume fixed illumination, coherent steering, independent subarrays and no useful cross-beams.
The squared communication factor comes from coherent one-way aperture gain. The fourth-power sensing factor comes from using the sensing subarray on both passes. At a 50/50 split the factors are 1/4 and 1/16. The lab fixes full-aperture user SNR at 100 (20 dB); it shows a baseline, not the best possible trade-off.
How much surface can each task afford?
1. Formula and symbols
- : surface fraction for communication
- : sensing fraction
- : full-surface linear communication SNR
- : bit/s/Hz
- : echo power
The fourth power follows two traversals of the sensing sub-aperture.
2. Work with the current inputs
3. Result
References for this section3
- M. A. Haider and Y. D. Zhang, "RIS-Aided Integrated Sensing and Communication: A Mini-Review", 2023.
- M. Rihan et al., "Passive vs. Active RIS for ISAC", IEEE Network, 2023.
- M. Rihan et al., "Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis", IEEE Transactions on Communications, 2024.
Joint Optimization
A joint design can instead choose all element phases and BS beams together. The variables are coupled: improving one beam can move energy away from another.
- Objective: for example, maximize echo SNR subject to minimum user SINR.
- Constraints: total BS power, surface losses, available phase states and, for active panels, amplifier power.
- Baseline: compare against partitioning using equal aperture, power, scan time and receiver assumptions.
A feasible algorithm is not automatically globally optimal. Report both the achieved sensing metric and communication metric, including their assumptions.
References for this section3
- M. A. Haider and Y. D. Zhang, "RIS-Aided Integrated Sensing and Communication: A Mini-Review", 2023.
- M. Rihan et al., "Passive vs. Active RIS for ISAC", IEEE Network, 2023.
- M. Rihan et al., "Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis", IEEE Transactions on Communications, 2024.
Takeaway
Use partitioning to understand the cost of sharing, then evaluate whether a joint design earns its additional complexity. Next, examine geometry and phase control, because a stronger echo is only one part of localisation.
References for this section3
- M. A. Haider and Y. D. Zhang, "RIS-Aided Integrated Sensing and Communication: A Mini-Review", 2023.
- M. Rihan et al., "Passive vs. Active RIS for ISAC", IEEE Network, 2023.
- M. Rihan et al., "Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis", IEEE Transactions on Communications, 2024.
Check your understanding
0 of 4 answered
At a 50/50 area split, what fraction of the full sensing-aperture echo remains?
Full-aperture user SNR is 100 in linear units. At α = 0.5, what is user SNR?
For linear user SNR γ = 15, what is ideal spectral efficiency log₂(1 + γ)?
What sensing area fraction gives 0.8⁴ = 40.96% of the full sensing echo?
Complete references and further reading
- M. A. Haider and Y. D. Zhang, "RIS-Aided Integrated Sensing and Communication: A Mini-Review", 2023.
- M. Rihan et al., "Passive vs. Active RIS for ISAC", IEEE Network, 2023.
- M. Rihan et al., "Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis", IEEE Transactions on Communications, 2024.