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04/24/2023
Sample-Efficient and Surrogate-Based Design Optimization of Underwater Vehicle Hulls
Physics simulations are a computational bottleneck in computer-aided des...
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02/28/2023
Fusion of ML with numerical simulation for optimized propeller design
In computer-aided engineering design, the goal of a designer is to find ...
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02/28/2023
Constrained Bayesian Optimization for Automatic Underwater Vehicle Hull Design
Automatic underwater vehicle hull Design optimization is a complex engin...
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02/18/2023
Search for universal minimum drag resistance underwater vehicle hull using CFD
In Autonomous Underwater Vehicles (AUVs) design, hull resistance is an i...
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01/17/2023
Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks
Federated Learning (FL) has gained increasing interest in recent years a...
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11/16/2022
Data efficient surrogate modeling for engineering design: Ensemble-free batch mode deep active learning for regression
In a computer-aided engineering design optimization problem that involve...
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06/24/2022
DeepAL for Regression Using ε-weighted Hybrid Query Strategy
Designing an inexpensive approximate surrogate model that captures the s...
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06/18/2022
Reduced Robust Random Cut Forest for Out-Of-Distribution detection in machine learning models
Most machine learning-based regressors extract information from data col...
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06/11/2022
Modeling and Optimization of a Longitudinally-Distributed Global Solar Grid
Our simulation-based experiments are aimed to demonstrate a use case on ...
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06/11/2022
Web-Based Platform for Evaluation of Resilient and Transactive Smart-Grids
Today's smart-grids have seen a clear rise in new ways of energy generat...
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06/11/2022
Rare event failure test case generation in Learning-Enabled-Controllers
Machine learning models have prevalent applications in many real-world p...
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06/06/2022
Deep Learning-based FEA surrogate for sub-sea pressure vessel
During the design process of an autonomous underwater vehicle (AUV), the...
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05/02/2022
ASTROMER: A transformer-based embedding for the representation of light curves
Taking inspiration from natural language embeddings, we present ASTROMER...
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02/18/2022