SEOULTECH Researchers Develop Game-Changing Wireless Technology That Could Transform Mobile Communications
The revolutionary ConcreteSC technology achieves 39x speed boost for next-generation wireless networks
In recent decades, communication technology has advanced at unprecedented speed. A key breakthrough is semantic communications—a shift from transmitting raw data to conveying semantic meaning. For example, in image transmission, meaning takes priority over pixel-level accuracy. By integrating user tasks into the communication process, semantic communications improve both efficiency and user experience.
While deep learning has accelerated progress, a transition from analog to digital modulation is essential for compatibility with modern infrastructure. Yet, current digital semantic communication systems still lack an effective digitization mechanism.
Recently, a pair of researchers led by Dr.
The team carried out simulations on ImageNet under Rayleigh and Rician fading to test the performance of their innovation. They remarkably found that ConcreteSC consistently outperforms VQ-based baselines in terms of structural similarity index and peak signal-to-noise ratio parameters.
A key aspect of this research is that the proposed ConcreteSC can be seamlessly integrated into other semantic communication frameworks, effectively quantizing the codewords. It results in an overall better quantization quality while also decreasing the computational complexity greatly compared to conventional schemes. In ConcreteSC, computational complexity scales linearly with bit length, helping it mitigate the exponential complexity of codebooks.
In this way, ConcreteSC is robust and flexible, and also lowers overhead for semantic communication in next-generation wireless systems. "Sixth-generation wireless communication systems, where semantic communication technologies are expected to be one of the key enablers, are expected to be a major area of application for our technology. These include smart factories, where ultra-dense machine-type communications are prevalent," points out
Furthermore, a fully autonomous factory system that does not require communication cables to each piece of equipment but has AI built into every small component could be enabled by this technology. Lastly, an all-around lifecare system for seniors and toddlers alike, with low-power IoT devices that monitor the health of every individual around— all of these devices are expected to run on large AI models — a task that would be impossible without advanced semantic communication technologies like the one presented in this study.
Reference
Title of original paper: | Fully Learnable Multi-Rate Quantization for Digital Semantic Communication Systems |
Journal: | IEEE Wireless Communications Letters |
DOI: Published: |
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About the institute Seoul National University of Science and Technology (SEOULTECH)
Website: https://en.seoultech.ac.kr/
Contact:
822-970-9166 | |
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SOURCE Seoul National University of Science and Technology
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