Evidence map›Paper›PMID 42884278›Full record

ArticleSensors (Basel, Switzerland)2026

Design and Implementation of an MPSoC-Based IMU/GNSS/Polarization Integrated Navigation System.

Jie Wang, Pengwei Shen, Yuan Li

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

3 authors.

Jie WangSchool of Information and Communication Engineering, North University of China, Taiyuan 030051, China.
Pengwei ShenSchool of Information and Communication Engineering, North University of China, Taiyuan 030051, China.
Yuan LiSchool of Information and Communication Engineering, North University of China, Taiyuan 030051, China.ORCID 0000-0002-5377-4646

Funding

Central Government Funds for Guiding Local Science and Technology Development YDZJSX2024D032Central Government Funds for Guiding Local Science and Technology Development YDZJSX2025D034Shanxi Province Special Program for Guiding the Transformation of Scientific and Technological Achievements 202304021301028
6 · The paper itself

Abstract

To address the insufficient heading constraint of integrated navigation systems under GNSS-denied conditions and the high computational burden of high-resolution polarization-image processing, an IMU/GNSS/sky-polarization integrated navigation system based on a Zynq UltraScale+ MPSoC is designed and implemented. A PS-PL collaborative architecture is adopted, in which pixel-level polarization-image processing is accelerated in the programmable logic (PL). In contrast, frame-level polarization feature extraction, polarization-based heading estimation, and ESKF-based multi-source fusion are performed in the processing system (PS). The experimental results show that the average difference in AoP calculation between the IP core and the PC-based implementation is approximately 0.3∘. In four repeated experiments conducted under clear-sky conditions, the position-deviation MAE remains below 0.34 m, while the heading deviation is generally around 2∘. Three additional repeated experiments under cloudy conditions show that the position and heading deviations increase in some cases as the quality of the polarization observations decreases; nevertheless, the system maintains continuous and stable navigation solutions. Under a complete 120 s GNSS outage, the introduction of polarization-based heading observations reduces the heading MAE and RMSE by approximately 18% and 26%, respectively, demonstrating that polarization observations can effectively constrain inertial heading drift during prolonged GNSS outages.

Indexed as

ESKFintegrated navigationMPSoCpolarized light

Identifiers

PMID42884278
PMCPMC13667671

What OpenQuestion holds

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Registered trials

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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.