779 citations · 1.9k across the 20 of their papers we have counts for
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Global Inverse Design Across Multiple Photonic Structure Classes Using Generative Deep Learning
Christopher Yeung, Ryan Tsai, Benjamin Pham +6
Understanding how nano- or micro-scale structures and material properties can be optimally configured to attain specific functionalities remains a fundamental challenge. Photonic m…
Multiplexed Supercell Metasurface Design and Optimization with Tandem Residual Networks
Christopher Yeung, Ju-Ming Tsai, Brian King +5
Complex nanophotonic structures hold the potential to deliver exquisitely tailored optical responses for a range of applications. Metal-insulator-metal (MIM) metasurfaces arranged…
Modeling and optimization of radiative cooling based thermoelectric generators
Bin Zhao, Gang Pei, Aaswath P. Raman
The possibility of night-time power generation has recently stimulated interest in using the radiative sky cooling mechanism with thermoelectric generators (TEG). These passive, lo…
Radiative Cooling and Thermoregulation in the Earth's Glow
Jyotirmoy Mandal, Sagar Mandal, John Brewer +2
Passive radiative cooling involves a net radiative heat loss into the cold outer space through the atmospheric transmission windows. Due to its passive nature and net cooling effec…
Broadband directional control of thermal emission
Jin Xu, Jyotirmoy Mandal, Aaswath P. Raman
Controlling the directionality of emitted far-field thermal radiation is a fundamental challenge in contemporary photonics and materials research. While photonic strategies have en…
Elucidating the Behavior of Nanophotonic Structures Through Explainable Machine Learning Algorithms
Christopher Yeung, Ju-Ming Tsai, Brian King +3
A central challenge in the development of nanophotonic structures is identifying the optimal design for a target functionality, and understanding the physical mechanisms that enabl…