LAUSR.org creates dashboard-style pages of related content for over 1.5 million academic articles. Sign Up to like articles & get recommendations!

Fast MIMO Blind Detection via Modified MMA Approach Over the Stiefel Manifold

MIMO blind detection has recently attracted much attention due to its potential for the huge training overhead reduction. However, the unsatisfactory performance and slow running speed limit its practical applications.… Click to show full abstract

MIMO blind detection has recently attracted much attention due to its potential for the huge training overhead reduction. However, the unsatisfactory performance and slow running speed limit its practical applications. Motivated by this, this letter proposes a manifold optimization aid modified multi-modulus algorithm (MO- $\text{M}^{3}\text{A}$ ) to address this problem. Specifically, by analyzing the interference of the multi-modulus algorithm (MMA) loss function, a novel weighted multi-modulus loss function is proposed to mitigate the original MMA loss interference for better signal recovery. Moreover, restricting the solution to the Stiefel manifold simplifies the problem, and the iteration is significantly faster by using the Riemannian gradient method. Extensive simulation results demonstrate that the proposed MO- $\text{M}^{3}\text{A}$ affords a more satisfactory bit error rate (BER) and a lower processing burden compared with those of the conventional methods.

Keywords: mma; blind detection; inline formula; mimo blind; stiefel manifold; tex math

Journal Title: IEEE Wireless Communications Letters
Year Published: 2024

Link to full text (if available)


Share on Social Media:                               Sign Up to like & get
recommendations!

Related content

More Information              News              Social Media              Video              Recommended



                Click one of the above tabs to view related content.