Towards Hybrid Classical-Quantum Computation Structures in Wirelessly-Networked Systems
arXiv:2010.00682 · doi:10.1145/3422604.3425924
Abstract
With unprecedented increases in traffic load in today's wireless networks, design challenges shift from the wireless network itself to the computational support behind the wireless network. In this vein, there is new interest in quantum-compute approaches because of their potential to substantially speed up processing, and so improve network throughput. However, quantum hardware that actually exists today is much more susceptible to computational errors than silicon-based hardware, due to the physical phenomena of decoherence and noise. This paper explores the boundary between the two types of computation---classical-quantum hybrid processing for optimization problems in wireless systems---envisioning how wireless can simultaneously leverage the benefit of both approaches. We explore the feasibility of a hybrid system with a real hardware prototype using one of the most advanced experimentally available techniques today, reverse quantum annealing. Preliminary results on a low-latency, large MIMO system envisioned in the 5G New Radio roadmap are encouraging, showing approximately 2--10X better performance in terms of processing time than prior published results.
HotNets 2020: Nineteenth ACM Workshop on Hot Topics in Networks (https://doi.org/10.1145/3422604.3425924)
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Cited by in corpus (5)
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- Physics-Inspired Heuristics for Soft MIMO Detection in 5G New Radio and Beyond
- Uplink MIMO Detection using Ising Machines: A Multi-Stage Ising Approach
- A Finite-Range Search Formulation of Maximum Likelihood MIMO Detection for Coherent Ising Machines
- Bit-Vector Abstractions to Formally Verify Quantum Error Detection & Entanglement