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Searching Angle and Distance Hierarchically with Movable Antennas

A public research record uses movable antenna positions and a hierarchical codebook to reduce joint angle–distance beam-training overhead in near-field systems.

Large apertures and higher carrier frequencies push more users into the radiative near field. In that regime, a beam must focus not only toward an angle but also at a distance. A conventional exhaustive search across both dimensions can make channel acquisition prohibitively expensive.

A new public research record asks whether antenna position itself can simplify this search. It combines movable antenna elements with hierarchical beam training so that the system narrows the angle–distance region in stages rather than probing every candidate focus directly.

Near-field focusing adds a range dimension

Far-field beam training often organizes codewords primarily by direction. Spherical-wave propagation changes that geometry: two users at the same angle but different ranges can require different phase profiles. The search space therefore expands from a directional grid to a joint angle–distance grid.

The paper treats this as both a codebook and an aperture-design problem. Reconfiguring antenna locations exposes different spatial samples of the channel and changes how sharply energy can be focused within the target region.

A hierarchy moves from broad regions to narrow focuses

The proposed codebook forms focused beams over successively smaller angle–distance regions. Each stage preserves gain inside its target region while suppressing leakage into regions assigned to other codewords. Measurements at one level determine which subset should be examined next.

Movable antenna positions provide an additional degree of freedom when constructing these beams. Rather than keeping the aperture fixed and changing only complex weights, the design can choose spatial locations that improve discrimination between neighboring regions.

Reduced overhead still depends on physical control

The public abstract reports simulation gains over a conventional fixed-position antenna system and a far-field beam-training method. It does not give a universal overhead reduction or guarantee the same ordering for every aperture, channel, and mobility pattern.

Physical deployment adds constraints absent from an ideal reconfigurable array: position-control time, calibration drift, element coupling, mechanical resolution, blockage, and channel change during the hierarchy. These factors determine whether fewer probes translate into lower end-to-end acquisition time.

Research notes

Hierarchical Beam Training and Codebook Design for Movable Antenna-Assisted Near-Field Systems

Authors: Meihui Liu, Qian Zhang, Xuejun Cheng, Yuhui Jiao, Yunxiao Li, and Ju Liu.

Status: Public arXiv record dated 3 September 2026.

What the public evidence establishes: The work designs movable-antenna-assisted hierarchical beam training and a focused-beam codebook for joint angle–distance channel acquisition, with simulation comparisons against fixed-position and far-field baselines.

Limits: The public evidence does not establish measured-hardware behavior, mechanical control overhead, or robustness to calibration, coupling, blockage, and time-varying channels.

Primary record