Transport Research International Documentation (TRID) https://trid.trb.org/ en-us Copyright © 2026. National Academy of Sciences. All rights reserved. http://blogs.law.harvard.edu/tech/rss tris-trb@nas.edu (Bill McLeod) tris-trb@nas.edu (Bill McLeod) Transport Research International Documentation (TRID) https://trid.trb.org/Images/PageHeader-wTitle.jpg https://trid.trb.org/ Marine-YOLO: A high-precision object detection algorithm for complex maritime environments https://trid.trb.org/View/2676165 Tue, 01 Sep 2026 14:02:30 GMT https://trid.trb.org/View/2676165 Hydrodynamic mechanisms and surrogate-based prediction of resistance reduction in two-catamaran formations https://trid.trb.org/View/2737353 Wed, 12 Aug 2026 14:59:37 GMT https://trid.trb.org/View/2737353 An enhanced autonomous surface manipulator system for additive manufacturing of polyurethane foam on water surfaces in oceanic manufacturing scenarios https://trid.trb.org/View/2733083 Tue, 11 Aug 2026 16:35:12 GMT https://trid.trb.org/View/2733083 A hierarchical deep learning framework for few-shot corrosion type identification in natural gas pipelines https://trid.trb.org/View/2733037 Tue, 11 Aug 2026 16:35:12 GMT https://trid.trb.org/View/2733037 Extreme value probability estimation in ship motions based on collaborative MLG-VAE and IDCGAN neural networks https://trid.trb.org/View/2737382 Mon, 10 Aug 2026 15:03:59 GMT https://trid.trb.org/View/2737382 Identification of gas-liquid flow patterns in horizontal pipes using phase fraction-integrated physics-guided neural network https://trid.trb.org/View/2737844  0.93) for physics-guided quantities. In cases where the flow pattern boundary is blurred and difficult to identify, PGNN maintains an accuracy of 96.88%, surpassing models such as random forest (95.3%) and multilayer perceptron (85.2%).]]> Wed, 05 Aug 2026 09:12:29 GMT https://trid.trb.org/View/2737844 Generalization capabilities and failure modes of parametric surrogate models for harbor wave fields https://trid.trb.org/View/2721522  0.98) for unlearned breakwater lengths, regardless of interpolation or extrapolation. This confirms that scalar-based parameterization enables high-precision, seamless layout optimization without iterative grid regeneration. Conversely, wave condition extrapolation exhibited significant degradation (R² < 0.5) outside the training range, underscoring the difficulty of extrapolating nonlinear wave physics compared to interpolation. Furthermore, regarding physical quantities, ηₘₐₓ proved more challenging than Hₛ due to phase sensitivity, though accuracy remained practical within the structural domain. These findings establish a vital engineering guideline: while data-driven models are powerful for structural optimization, avoiding extrapolation of wave climates is crucial.]]> Mon, 27 Jul 2026 09:46:44 GMT https://trid.trb.org/View/2721522 Prediction-driven distributed cooperative interception for multi-unmanned surface vehicles via spatio-temporal fusion https://trid.trb.org/View/2721521 Mon, 27 Jul 2026 09:46:44 GMT https://trid.trb.org/View/2721521 Research on ice particle impact erosion in seawater pipelines of polar vessels https://trid.trb.org/View/2718450 Mon, 27 Jul 2026 09:46:44 GMT https://trid.trb.org/View/2718450 AI-empowered computational fluid dynamics in ship and ocean engineering: A review of data, algorithms and validation https://trid.trb.org/View/2721603 Mon, 27 Jul 2026 09:46:44 GMT https://trid.trb.org/View/2721603 A Synergistic VMD-LSTM-LightGBM model for significant wave height prediction in the Northern Taiwan Strait https://trid.trb.org/View/2725520 Mon, 27 Jul 2026 09:46:44 GMT https://trid.trb.org/View/2725520 Elastic preloading-enhanced parallel-column brace for vibration suppression of deep-sea mining towers https://trid.trb.org/View/2725468 Mon, 27 Jul 2026 09:46:44 GMT https://trid.trb.org/View/2725468 Toward Novel Smart Ocean Data Collection: A Secure Batch Data Concept in IOTA https://trid.trb.org/View/2717494 Wed, 15 Jul 2026 16:27:17 GMT https://trid.trb.org/View/2717494 Euclidean distance-based cooperative target encircling of uncrewed surface vehicles in GPS-denied environments https://trid.trb.org/View/2699499 Fri, 12 Jun 2026 09:40:51 GMT https://trid.trb.org/View/2699499 Adaptive wind feedforward disturbance rejection controller for an active disturbance rejection based unmanned surface vehicle https://trid.trb.org/View/2710031 Wed, 10 Jun 2026 16:38:52 GMT https://trid.trb.org/View/2710031