Research Design

Advanced techniques for data collection and model training phases.

A bright blue plasma arc extends from the left to the right of the image, connecting two electrical nodes, possibly a Tesla coil or similar device. The plasma is luminous and appears to be sizzling with electrical energy.
A bright blue plasma arc extends from the left to the right of the image, connecting two electrical nodes, possibly a Tesla coil or similar device. The plasma is luminous and appears to be sizzling with electrical energy.
Data Collection

Obtain datasets through simulations and experimental measurements effectively.

A close-up of an electrical device with various labels and indicators, surrounded by wires and connectors. The device appears to be mounted on a panel or within an enclosure.
A close-up of an electrical device with various labels and indicators, surrounded by wires and connectors. The device appears to be mounted on a panel or within an enclosure.
Model Training

Develop hybrid architecture using physics-driven and data-driven methods.

A red and orange box with the text 'CONTINENT' contains an array of gray welding electrodes. The box features a graphic of a person welding, with sparks visible. The electrodes are laid out neatly beside the box.
A red and orange box with the text 'CONTINENT' contains an array of gray welding electrodes. The box features a graphic of a person welding, with sparks visible. The electrodes are laid out neatly beside the box.
An oscilloscope displaying a green waveform on its screen, with various control knobs and switches, including power, intensity, focus, and calibration settings. Connected cables can be seen extending from the device, which is placed on a wooden table in a laboratory-like setting.
An oscilloscope displaying a green waveform on its screen, with various control knobs and switches, including power, intensity, focus, and calibration settings. Connected cables can be seen extending from the device, which is placed on a wooden table in a laboratory-like setting.
Validation Process

Simulate electrical responses under extreme loading conditions efficiently.

Applications

Utilize results for innovative research and development applications.