Evidence map›Paper›PMID 42817246›Full record

ArticleSensors (Basel, Switzerland)2026

Real-Time Sound Source Localization Based on the Ground-Reflection Compensation Algorithm.

Shengkai Zhao, Zhen Huang, Zhiwen Ma, Zhengyang Zhang, Zhenxin He, Hongjie Cheng

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Shengkai ZhaoSchool of Missile Engineering, Rocket Force University of Engineering, Xi'an 710025, China.ORCID 0009-0001-3235-9371
Zhen HuangSchool of Missile Engineering, Rocket Force University of Engineering, Xi'an 710025, China.
Zhiwen MaSchool of Missile Engineering, Rocket Force University of Engineering, Xi'an 710025, China.
Zhengyang ZhangSchool of Missile Engineering, Rocket Force University of Engineering, Xi'an 710025, China.
Zhenxin HeSchool of Missile Engineering, Rocket Force University of Engineering, Xi'an 710025, China.
Hongjie ChengSchool of Missile Engineering, Rocket Force University of Engineering, Xi'an 710025, China.

Funding

National Natural Science Foundation of China 52505076National Natural Science Foundation of China 52505431
6 · The paper itself

Abstract

Sound source localization based on microphone arrays has attracted extensive research interest in the fields of speech communication, detection and tracking. However, conventional near-field beamforming typically assumes free-field propagation and ignores coherent ground reflections, which bias phase estimates at floor-mounted arrays and degrade localization accuracy. To address this, the total Green's function is reformulated by embedding the image-source reflected path directly into the beamforming propagation model. Unlike conventional approaches that assume free-field propagation, this formulation enables phase compensation to jointly account for the direct and ground-reflected wavefronts. The in-phase superposition of signals is then realized through frequency-domain phase compensation, and the sound source position is estimated via the maximum likelihood criterion. Subsequently, a dual-mode operation mechanism of automatic broadband scanning and manual single-frequency analysis is implemented, with frequency-weighted wideband spatial spectrum processing for noise and aliasing suppression. Finally, a real-time sound source localization system based on a 4 × 4 MEMS array is designed. Experimental results show that sound source localization in a broad frequency band can be achieved at standoff distances of 0.1 m-0.3 m from the array plane, with a localization accuracy of less than 0.015 m. The proposed method demonstrates strong robustness against ground-reflection interference and has potential applications in acoustic monitoring, industrial fault diagnosis and other related areas.

Indexed as

ground-reflection compensationmaximum likelihood estimationMEMS arraysound source localization

Identifiers

PMID42817246
PMCPMC13611331

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.