Artificial Intelligence Lab aim to solve various real-world problems by applying learning- and inference-based approaches. The areas we address cover a wide range of AI-topics including machine learning, natural language processing, statistical inference, and computer vision. Mathematical modeling and programming are mainly employed to tackle such problems, and thus form an integral part of our research. Our ongoing goal is to find ways to join inductive and deductive AI in order to form robust and flexible AI models
The Software and Artificial Intelligence Lab aims to harness advanced software and programming language techniques to tackle and solve complex artificial intelligence challenges such as performance, accuracy, and reliability in machine learning.
Brain-Inspired Computing Lab (BCL) primarily focuses on neuromorphic computing, which involves the development of innovative algorithms and architectures for both deep learning and spiking neural networks that are inspired by the brain.
Physics-of-Failure (PoF) is an engineering-based approach to reliability that uses modeling and simulation to eliminate failures and optimize design by addressing root-cause failure mechanisms.
The vision of Multiscale CAE Lab is to become a center of excellence in designing innovative materials and devices through multiscale / multiphysics analysis and simulation.
Mechanical Systems with Intelligence and Computer Vision Lab
MEIC focuses on exploiting 'Engineering-Soft-Power' (e.g., Computer Vision, Visual Analytics, Metaverse, Digital Twin) as a tool to develop techniques such as 1) Remote sensing through human-machine collaboration via metaverse; 2) Computer vision-based structural defect detection and safety diagnosis; 3) Autonomous driving of sensing platforms; 4) Homogeneous/heterogeneous vision sensing and 3D object recognition.
The vision of Quantum Sensor Fabrication Lab is to be a center equipped with cutting-edge technologies and research environments, where researchers develop highly sensitive devices that exploit quantum mechanics to measure physical quantities with unprecedented precision.
