Neural Network-Based Single-Carrier Joint Communication and Sensing: Loss Design, Constellation Shaping and Precoding
Fuente:
arXiv
Saved in:
| Main Authors: | Muth, Charlotte, Geiger, Benedikt, Gaviria, Daniel Gil, Schmalen, Laurent |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Loss Design for Single-carrier Joint Communication and Neural Network-based Sensing
by: Muth, Charlotte, et al.
Published: (2024)
by: Muth, Charlotte, et al.
Published: (2024)
On the Sensing Performance of FMCW-based Integrated Sensing and Communications with Arbitrary Constellations
by: Gaviria, Daniel Gil, et al.
Published: (2025)
by: Gaviria, Daniel Gil, et al.
Published: (2025)
Precoding Design for Multi-User MIMO Joint Communications and Sensing
by: Muth, Charlotte, et al.
Published: (2026)
by: Muth, Charlotte, et al.
Published: (2026)
Constellation Shaping for OFDM-ISAC Systems: From Theoretical Bounds to Practical Implementation
by: Geiger, Benedikt, et al.
Published: (2025)
by: Geiger, Benedikt, et al.
Published: (2025)
Integrated Long-range Sensing and Communications in Multi Target Scenarios using CP-OFDM
by: Geiger, Benedikt, et al.
Published: (2025)
by: Geiger, Benedikt, et al.
Published: (2025)
Interference Mitigation for OFDM-based Integrated Sensing and Communications with Arbitrary Modulation Formats
by: Artmann, Felix, et al.
Published: (2025)
by: Artmann, Felix, et al.
Published: (2025)
Joint Optimization of Geometric and Probabilistic Constellation Shaping for OFDM-ISAC Systems
by: Geiger, Benedikt, et al.
Published: (2025)
by: Geiger, Benedikt, et al.
Published: (2025)
Improved Estimation Accuracy in OFDM-based Joint Communication and Sensing through Kalman Tracking and Interpolation
by: Muth, Charlotte, et al.
Published: (2024)
by: Muth, Charlotte, et al.
Published: (2024)
Uncertainty Propagation in the Fast Fourier Transform
by: Schmid, Luca, et al.
Published: (2025)
by: Schmid, Luca, et al.
Published: (2025)
A Novel Phenomenological Model of Equalization-enhanced Phase Noise
by: Geiger, Benedikt, et al.
Published: (2025)
by: Geiger, Benedikt, et al.
Published: (2025)
A Temporal Gaussian Noise Model for Equalization-enhanced Phase Noise
by: Geiger, Benedikt, et al.
Published: (2025)
by: Geiger, Benedikt, et al.
Published: (2025)
End-to-End Learning of Probabilistic Constellation Shaping through Importance Sampling
by: Chimmalgi, Shrinivas, et al.
Published: (2025)
by: Chimmalgi, Shrinivas, et al.
Published: (2025)
Single-Carrier Waveform Design for Joint Sensing and Communication
by: Boudjelal, Ayoub Ammar, et al.
Published: (2025)
by: Boudjelal, Ayoub Ammar, et al.
Published: (2025)
Joint Precoding and Probabilistic Constellation Shaping using Arithmetic Distribution Matching
by: Ramin, Babaee, et al.
Published: (2025)
by: Ramin, Babaee, et al.
Published: (2025)
On the Sensing Performance of OFDM-based ISAC under the Influence of Oscillator Phase Noise
by: de Oliveira, Lucas Giroto, et al.
Published: (2024)
by: de Oliveira, Lucas Giroto, et al.
Published: (2024)
Dynamic Joint Communications and Sensing Precoding Design: A Lyapunov Approach
by: Zakeri, Abolfazl, et al.
Published: (2025)
by: Zakeri, Abolfazl, et al.
Published: (2025)
Breaking the CP Limit: Robust Long-Range OFDM Sensing via Interference Cleaning
by: Erdem, Umut Utku, et al.
Published: (2026)
by: Erdem, Umut Utku, et al.
Published: (2026)
Region-Based Constellation Designs for Constructive Interference Precoding in MU-MIMO
by: Zheng, Yupeng, et al.
Published: (2026)
by: Zheng, Yupeng, et al.
Published: (2026)
Reliable Non-Line-of-Sight Intrusion Detection with Integrated Sensing and Communications Hardware
by: Tosi, Paolo, et al.
Published: (2026)
by: Tosi, Paolo, et al.
Published: (2026)
Integrated Radio Sensing Capabilities for 6G Networks: AI/ML Perspective
by: Shatov, Victor, et al.
Published: (2025)
by: Shatov, Victor, et al.
Published: (2025)
Joint Precoder and Reflector Design for RIS-assisted Multi-user OAM Communication Systems
by: Ma, Xiaoyan, et al.
Published: (2025)
by: Ma, Xiaoyan, et al.
Published: (2025)
Introducing RSESS: An Open Source Enumerative Sphere Shaping Implementation Coded in Rust
by: Ritter, Frederik, et al.
Published: (2024)
by: Ritter, Frederik, et al.
Published: (2024)
Statistical Precoder Design in Multi-User Systems via Graph Neural Networks and Generative Modeling
by: Turan, Nurettin, et al.
Published: (2024)
by: Turan, Nurettin, et al.
Published: (2024)
Edge AI Inference in ISCC Networks: Sensing Accuracy Analysis and Precoding Design
by: Xu, Lingyun, et al.
Published: (2026)
by: Xu, Lingyun, et al.
Published: (2026)
Symbol-Level Precoding for Integrated Sensing and Covert Communication
by: Wang, Yufei, et al.
Published: (2025)
by: Wang, Yufei, et al.
Published: (2025)
Learning-Based Joint Antenna Selection and Precoding Design for Cell-Free MIMO Networks
by: Wang, Liangzhi, et al.
Published: (2024)
by: Wang, Liangzhi, et al.
Published: (2024)
MU-MIMO Symbol-Level Precoding for QAM Constellations with Maximum Likelihood Receivers
by: Tong, X., et al.
Published: (2024)
by: Tong, X., et al.
Published: (2024)
Design of APSK Constellations Approaching the Communication-Sensing Pareto Boundary for ISAC
by: Shao, Yujie, et al.
Published: (2026)
by: Shao, Yujie, et al.
Published: (2026)
Efficient Joint Precoding Design for Wideband Intelligent Reflecting Surface-Assisted Cell-Free Network
by: Wang, Yajun, et al.
Published: (2024)
by: Wang, Yajun, et al.
Published: (2024)
Fully-blind Neural Network Based Equalization for Severe Nonlinear Distortions in 112 Gbit/s Passive Optical Networks
by: Lauinger, Vincent, et al.
Published: (2024)
by: Lauinger, Vincent, et al.
Published: (2024)
Hybrid Constellation Modulation for Symbol-Level Precoding in RIS-Enhanced MU-MISO Systems
by: Zheng, Yupeng, et al.
Published: (2025)
by: Zheng, Yupeng, et al.
Published: (2025)
Encoding Optimization for Low-Complexity Spiking Neural Network Equalizers in IM/DD Systems
by: Edelmann, Eike-Manuel, et al.
Published: (2025)
by: Edelmann, Eike-Manuel, et al.
Published: (2025)
Distributed Integrated Sensing, Localization, and Communications over LEO Satellite Constellations
by: Zhang, Yuchen, et al.
Published: (2025)
by: Zhang, Yuchen, et al.
Published: (2025)
Mean Field Game-based Waveform Precoding Design for Mobile Crowd Integrated Sensing, Communication, and Computation Systems
by: Wang, Dezhi, et al.
Published: (2023)
by: Wang, Dezhi, et al.
Published: (2023)
CC-OTDR Sequence Shaping Enabling Joint Co-directional Sensing and Communication
by: Allousch, M. Ali, et al.
Published: (2025)
by: Allousch, M. Ali, et al.
Published: (2025)
Intensity Fluctuation Spectra as a Design Guide for Nonlinear-Tolerant Constellation Shaping
by: Prasad, Ravneel, et al.
Published: (2026)
by: Prasad, Ravneel, et al.
Published: (2026)
Geometry Aware Meta-Learning Neural Network for Joint Phase and Precoder Optimization in RIS
by: Devapriya, Dahlia, et al.
Published: (2024)
by: Devapriya, Dahlia, et al.
Published: (2024)
Joint Discrete Precoding and RIS Optimization for RIS-Assisted MU-MIMO Communication Systems
by: Ramezani, Parisa, et al.
Published: (2024)
by: Ramezani, Parisa, et al.
Published: (2024)
Precoded Zak-OTFS for Per-Carrier Equalization
by: Mohammed, Saif Khan, et al.
Published: (2025)
by: Mohammed, Saif Khan, et al.
Published: (2025)
Hierarchical Distribution Matcher Design for Probabilistic Constellation Shaping Based on a Novel Semi-Analytical Optimization Approach
by: Goki, Pantea Nadimi, et al.
Published: (2026)
by: Goki, Pantea Nadimi, et al.
Published: (2026)
Similar Items
-
Loss Design for Single-carrier Joint Communication and Neural Network-based Sensing
by: Muth, Charlotte, et al.
Published: (2024) -
On the Sensing Performance of FMCW-based Integrated Sensing and Communications with Arbitrary Constellations
by: Gaviria, Daniel Gil, et al.
Published: (2025) -
Precoding Design for Multi-User MIMO Joint Communications and Sensing
by: Muth, Charlotte, et al.
Published: (2026) -
Constellation Shaping for OFDM-ISAC Systems: From Theoretical Bounds to Practical Implementation
by: Geiger, Benedikt, et al.
Published: (2025) -
Integrated Long-range Sensing and Communications in Multi Target Scenarios using CP-OFDM
by: Geiger, Benedikt, et al.
Published: (2025)