Joint Source-Channel Coding System for 6G Communication: Design, Prototype and Future Directions
The goal of semantic communication is to surpass optimal Shannon's criterion regarding a notable problem for future communication which lies in the integration of collaborative efforts between the intelligence of the transmission source and the joint design of source coding and channel coding....
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Zusammenfassung: | The goal of semantic communication is to surpass optimal Shannon's criterion
regarding a notable problem for future communication which lies in the
integration of collaborative efforts between the intelligence of the
transmission source and the joint design of source coding and channel coding.
The convergence of scholarly investigation and applicable products in the field
of semantic communication is facilitated by the utilization of flexible
structural hardware design, which is constrained by the computational
capabilities of edge devices. This characteristic represents a significant
benefit of joint source-channel coding (JSCC), as it enables the generation of
source alphabets with diverse lengths and achieves a code rate of unity.
Moreover, JSCC exhibits near-capacity performance while maintaining low
complexity. Therefore, we leverage not only quasi-cyclic (QC) characteristics
to propose a QC-LDPC code-based JSCC scheme but also Unequal Error Protection
(UEP) to ensure the recovery of semantic importance. In this study, the
feasibility for using a semantic encoder/decoder that is aware of UEP can be
explored based on the existing JSCC system. This approach is aimed at
protecting the significance of semantic task-oriented information.
Additionally, the deployment of a JSCC system can be facilitated by employing
Low-Density Parity-Check (LDPC) codes on a reconfigurable device. This is
achieved by reconstructing the LDPC codes as QC-LDPC codes. The QC-LDPC layered
decoding technique, which has been specifically optimized for hardware
parallelism and tailored for channel decoding applications, can be suitably
adapted to accommodate the JSCC system. The performance of the proposed system
is evaluated by conducting BER measurements using both floating-point and 6-bit
quantization. |
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DOI: | 10.48550/arxiv.2310.01024 |