research
∙
04/24/2023
Sample-Efficient and Surrogate-Based Design Optimization of Underwater Vehicle Hulls
Physics simulations are a computational bottleneck in computer-aided des...
share
research
∙
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 ...
research
∙
02/28/2023
Constrained Bayesian Optimization for Automatic Underwater Vehicle Hull Design
Automatic underwater vehicle hull Design optimization is a complex engin...
research
∙
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...
research
∙
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...
research
∙
06/24/2022
DeepAL for Regression Using ε-weighted Hybrid Query Strategy
Designing an inexpensive approximate surrogate model that captures the s...
research
∙
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...
research
∙
06/11/2022
Rare event failure test case generation in Learning-Enabled-Controllers
Machine learning models have prevalent applications in many real-world p...
research
∙
06/06/2022
Deep Learning-based FEA surrogate for sub-sea pressure vessel
During the design process of an autonomous underwater vehicle (AUV), the...
research
∙
05/24/2018
DesignBIP: A Design Studio for Modeling and Generating Systems with BIP
The Behavior-Interaction-Priority (BIP) framework, rooted in rigorous se...
research
∙
04/20/2018