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Review and prospects of key technologies for large language model-driven ship structural health monitoring systems
Chinese Journal of Ship Research 2025, 20(6): 3-18
Published: 11 November 2025
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The ship structural health monitoring system is critical for ensuring vessel operational safety. The deep integration of large language models with structural health monitoring can significantly improve monitoring efficiency and accuracy. This paper provides a systematical review of the state-of-the-art of key technologies in this field, analyzes existing technical challenges, and proposes future development directions to advance structural health monitoring systems. Specifically, the study reviews research progress in marine sensor technologies for typical scenarios, virtual-physical fusion-based measurement point layout planning, data denoising and compensation techniques, as well as ship stress reconstruction and load inversion methods. By leveraging the advantages of large models in feature extraction, multimodal fusion analysis, and autonomous learning, this study proposes targeted future development directions for ship structural health monitoring systems. Current research indicates that, although the four key ship structural health monitoring technologies have advanced, they still face significant challenges. The stability and applicability of marine sensor networks require improvement, existing measurement point layout schemes are insufficient for multiphysics collaborative monitoring and lack effective optimization algorithms, data denoising and compensation techniques are limited in real-time computational efficiency and accuracy, and the reliability of stress distribution reconstruction and load inversion methods under long-term, real-world complex sea conditions requires further validation. Future development should focus on three major technical breakthroughs: intelligent self-diagnostic systems and optimized measurement point layouts for marine sensors, large model-driven real-time multimodal data processing and multi-ship-type technology transfer, and physics-informed intelligent inversion coupled with digital twin platform development. These advancements will enhance structural safety assurance throughout a vessel's entire lifecycle.

Issue
Experimental study of mechanical properties of a novel marine composite plate with reinforcing ribs and a central core material
Chinese Journal of Ship Research 2025, 20(6): 227-237
Published: 14 April 2025
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Downloads:1
Objective

With the development of shipbuilding technology, composite materials have shown great potential in ship construction due to their excellent properties. However, the application of sandwich structures in ship main load-bearing structures has been limited due to the weak out-of-plane load-bearing capacity. The aim of this study is to design a novel foam-filled composite sandwich structure with reinforcing ribs (combined thick plate) to address this issue and explore its application prospects in ship main load-bearing structures. This research is of great significance for promoting the development of lightweight ships.

Methods

In this study, a series of mechanical property tests were carried out. First, according to the anisotropic characteristics of the combined thick plate, three-point bending and tensile tests were conducted along and perpendicular to the direction of the reinforcing ribs. For the bending tests, referring to the GB/T 1456−2021 standard, four types of bending test specimens were designed. These specimens were divided according to the number of cell reinforcing plates in the direction perpendicular to the ribs and the bending center position in the direction of the ribs. For the tensile tests, with reference to the GB/T 1040.5−2008 standard, four types of tensile test specimens were designed based on the tensile center position in the direction perpendicular to the ribs and the number of cell reinforcing plates in the direction of the ribs. Each type of specimen had 6 samples tested, and the mechanical property parameters such as bending strength, bending stiffness, and tensile modulus were calculated through specific formulas.

Results

The experimental results reveal the significant anisotropy of the combined thick plate. In the direction perpendicular to the ribs, the bending strength of the structure is increased by 82% compared with that in the longitudinal direction, and the tensile modulus in the longitudinal direction is 22% higher than that in the perpendicular direction. The number of cell reinforcing plates and the loading center position have a remarkable impact on the bending strength, while having a relatively small effect on the tensile modulus. The adhesive strength between the panel, ribs, and foam plays a crucial role in determining the bending strength of the structure. In terms of failure modes under bending loads, the initial failure mode in the direction perpendicular to the ribs is the local debonding of the lower panel. In the direction of the ribs, it is the shear failure of the reinforcing plate. The number of cell reinforcing plates and the bending center position have no obvious influence on the initial failure mode. After the initial failure, the damage processes of the specimens in different directions are distinct. In the specimens bent in the direction perpendicular to the ribs, the upper panel will locally debond following the lower panel, and the final failure is caused by the complete debonding of one side of the lower panel. In the specimens bent in the direction of the ribs, some specimens fail due to the complete debonding of one side of the lower panel, while in others, the lower panel does not completely debond, and the panel gradually loses its load-bearing capacity during the loading process.

Conclusion

In conclusion, this research provides a technical reference for the promotion and application of composite sandwich reinforcement plates in ship main load-bearing structures. The obtained data and conclusions can guide the design and optimization of composite structures in shipbuilding, helping to improve the structural performance and safety of ships. It also offers valuable insights for further research on the mechanical properties of composite materials in marine engineering.

Issue
Study of bottom-sitting adsorption tests of submarine structures and the influencing factors
Chinese Journal of Ship Research 2024, 19(Supp2): 147-155
Published: 30 December 2024
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Downloads:4
Objective

Aiming at the problem of structure recovery difficulty caused by soil adsorption force in the process of submarine structure recovery, the model test method of submarine structure sitting bottom adsorption force is proposed.

Methods

By designing a series of marine structure base models, building a simple model test device to simulate the process of structure bottom lifting, and adopting a special loading device to quantitatively measure the adsorption force of bottom lifting, we investigated the influence of parameters such as soil type, time of bottom lifting, mass of bottom lifting, area of bottom lifting, and material of base lifting, etc. on the adsorption force of bottom lifting of the structures.

Results

The test results show that the adsorption force is positively correlated with the sitting time and sitting weight, and negatively correlated with the sitting area; the adsorption force of sandy and simulated soils is about 50% and 80% of that of the sea-tested soils; the smoother the base material is, the smaller the adsorption force is.

Conclusion

The research in this paper can improve the design efficiency of submarine structures in China.

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