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Restricted Isometry Property in Wave Buoy Analogy and Application to Multispectral Fusion

Taiyu Zhang, Zhengru Ren

2025IEEE Transactions on Intelligent Transportation Systems24 citationsDOI

Abstract

Real-time sea state information plays a pivotal role in guiding decisions-making for various marine operations. Utilizing the wave buoy analogy (WBA) enables a cost-effective approach to estimating the wave spectrum through ship motion responses, providing an almost real-time estimation of the sea state. However, non-uniformly distributed response amplitude operators (RAOs) bring about performance deterioration in specific sea states, potentially leading to erroneous estimations that could misguide decision-making and result in severe consequences. Nevertheless, it is possible to combine multiple estimates in a rational manner to improve the robustness and accuracy of the WBA. In this study, the restricted isometry property is introduced to evaluate WBA performance. An RAO-driven assessment criterion is proposed to ascertain the reliability of estimates based solely on RAO input. Building upon this assessment criterion, we propose a multispectral fusion algorithm to amalgamate multiple estimates obtained from ships with different geometries and headings, ultimately generating a comprehensive fused result. Numerical experiments are described to demonstrate the proposed algorithm’s effectiveness.

Topics & Concepts

AnalogyBuoyProperty (philosophy)Multispectral imageIsometry (Riemannian geometry)Computer scienceFusionArtificial intelligenceEngineeringRemote sensingMathematicsGeologyMathematical analysisMarine engineeringPhilosophyLinguisticsEpistemologyOcean Waves and Remote SensingAdvanced Mathematical Physics ProblemsDifferential Equations and Numerical Methods
Restricted Isometry Property in Wave Buoy Analogy and Application to Multispectral Fusion | Litcius