Uplink Non-Orthogonal Multiple Access with Finite-Alphabet Inputs

This paper focuses on the non-orthogonal multiple access (NOMA) design for a classical two-user multiple access channel (MAC) with finite-alphabet inputs. We consider practical quadrature amplitude modulation (QAM) constellations at both transmitters, the sizes of which are assumed to be not necessarily identical. We propose to maximize the minimum Euclidean distance of the received sum-constellation with a maximum likelihood (ML) detector by adjusting the scaling factors (i.e., instantaneous transmitted powers and phases) of both users. The formulated problem is a mixed continuous-discrete optimization problem, which is nontrivial to resolve in general. By carefully observing the structure of the objective function, we discover that Farey sequence can be applied to tackle the formulated problem. However, the existing Farey sequence is not applicable when the constellation sizes of the two users are not the same. Motivated by this, we define a new type of Farey sequence, termed punched Farey sequence. Based on this, we manage to achieve a closed-form optimal solution to the original problem by first dividing the entire feasible region into a finite number of Farey intervals and then taking the maximum over all the possible intervals. The resulting sum-constellation is proved to be a regular QAM constellation of a larger size. Moreover, the superiority of NOMA over time-division multiple access (TDMA) in terms of minimum Euclidean distance is rigorously proved. Furthermore, the optimal rate allocation among the two users is obtained in closed-form to further maximize the obtained minimum Euclidean distance of the received signal subject to a total rate constraint. Finally, simulation results are provided to verify our theoretical analysis and demonstrate the merits of the proposed NOMA over existing orthogonal and non-orthogonal designs.Comment: Submitted for possible journal publicatio

Additional file 20: of The human jejunum has an endogenous microbiota that differs from those in the oral cavity and colon

S. Illumina abundance summary file. Distribution of microbiota from raw Illumina file. (CSV 115 kb

Additional file 16: of The human jejunum has an endogenous microbiota that differs from those in the oral cavity and colon

O. Illumina abundance summary file. Distribution of microbiota from raw Illumina file. (CSV 95 kb

Additional file 6: of The human jejunum has an endogenous microbiota that differs from those in the oral cavity and colon

E. Illumina abundance summary file. Distribution of microbiota from raw Illumina file. (CSV 103 kb

Additional file 14: of The human jejunum has an endogenous microbiota that differs from those in the oral cavity and colon

M. Illumina abundance summary file. Distribution of microbiota from raw Illumina file. (CSV 111 kb