Tag: dataset

TFRD benchmark

Temperature field reconstruction benchmark services for thermal management of electronic devices. It tries to learn the temperature information of Point-of-interests (PoIs) from limited monitoring points and finally realizes real-time health detection of the system.

dataset

OHTP benchmark

Optimal heat transfer path prediction benchmark, for the efficient heat transfer structure optimization design problem of aircraft multi-component system, the system explores the key steps of discipline model construction, optimization data generation, deep learning training, heat transfer structure topology optimization scheme generation in near real time, etc., and forms a set of standard datasets for heat transfer structure topology optimization design research, deep neural network surrogate model and surrogate model performance evaluation baseline.

dataset

The Intelligent Design and Robust Learning laboratory of Defense Innovation Institute of Academy of Military Sciences focuses on the basic frontier and cross-research of artificial intelligence and aircraft design. The team has developed a series of data and model driven deep learning methods for efficient multi-disciplinary analysis and optimization of aircraft, and tries to construct a intelligent auxiliary aircraft design optimization cloud platform, namely IDaaS （Intelligent Design as a Service）. The team has already publicly released two thermal analysis benchmarks, namely the HSLD （Heat-source layout dataset） and TFRD （Temperature field reconstruction dataset）. Besides, they developed a physical informed neural network framework IDRLNet. In the past three years, they have published more than 30 related papers, and more than 30 patent applications.

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Surrogate Modeling Toolbox