Quantum version of MMSE-based massive MIMO uplink detection
Creators
- 1. Southeast University. Chien-Shiung Wu College (China)
- 2. Purple Mountain Laboratories (China)
- 3. Southeast University. National Mobile Communications Research Laboratory (China)
- 4. Lab of Efficient Architectures for Digital-Communication and Signal-Processing (LEADS), Southeast University (China)
- 5. Southeast University. State Key Lab of Millimeter Waves (China)
Description
Regarding the massive multiple-input multiple-output (MIMO) uplink, the quantum version detection based on the minimum mean square error criterion is developed for complexity consideration. Specifically, a comprehensive quantum algorithm for encoding the estimated signal into a quantum state is presented, synthesizing the subroutines of state preparation, Hamiltonian simulation, phase estimation and so on. Indispensable assumptions along with the quantum algorithm are summarized and assumption testing in a MIMO scenario is conducted. Both theoretical analyses from the mathematical point of view and simulated realizations in massive MIMO systems basically confirm the applicability of the quantum algorithm. With desired precision, the quantum algorithm achieves almost quadratic speedup over all classical counterparts. Whereas, with weaker precision accompanied by undetermined performance loss, the quantum algorithm eventually breaks through polynomial-time detection complexity and achieves exponential speedup. Future work will be directed toward the error dependence improvement, classical form outputs and experimental applications in quantum communication systems.
Additional details
Identifiers
Publishing Information
- Journal Title
- Quantum Information Processing (Print)
- Journal Volume
- 19
- Journal Issue
- 2
- Journal Page Range
- vp.
- ISSN
- 1570-0755
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 55090154
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; S97: MATHEMATICAL METHODS AND COMPUTING;
- Descriptors DEI
- ACCURACY; ALGORITHMS; COMMUNICATIONS; DATA TRANSMISSION; DETECTION; ERRORS; HAMILTONIANS; LEAST SQUARE FIT; PERFORMANCE; POLYNOMIALS; QUANTUM CRYPTOGRAPHY; QUANTUM INFORMATION; QUANTUM OPTICS; QUANTUM SYSTEMS; SIMULATION; TESTING
- Descriptors DEC
- COMMUNICATIONS; CRYPTOGRAPHY; FUNCTIONS; INFORMATION; MATHEMATICAL LOGIC; MATHEMATICAL OPERATORS; MATHEMATICAL SOLUTIONS; MAXIMUM-LIKELIHOOD FIT; NUMERICAL SOLUTION; OPTICS; QUANTUM OPERATORS
Optional Information
- Copyright
- Copyright (c) 2020 © Springer Science+Business Media, LLC, part of Springer Nature 2020