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Superconducting quantum computing optimization based on multi-objective deep reinforcement learning.

Sci Rep

January 2025

School of Physics, Xi'an Jiaotong University, No.28 Xianning West Road, Xi'an, 710049, Shaanxi, P. R. China.

Deep reinforcement learning is considered an effective technology in quantum optimization and can provide strategies for optimal control of complex quantum systems. More precise measurements require simulation control at multiple experimental stages. Based on this, we improved a multi-objective deep reinforcement learning method in mathematical convex optimization theory for multi-process quantum optimal control optimization.

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Terdizolamide phosphate (TZD), a second-generation oxazolidinone antibiotic with a long half-cycle, poses a potential threat to ecosystems and humans if present in water over an extended duration. Magnetic biochar (CF-biochar) loaded with CeFeO was firstly synthesized by microwave ablation-anaerobic carbonization using corn straw as raw material and Ce(NO) and Fe(NO) as modifiers. These modifiers were used as activators for peroxymonosulfate (PMS) and adsorbents for removing TZD.

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In this study, a polysaccharide component was extracted from Pinus pumila using biomimetic-microwave assisted alkali tandem extraction and then purified by DEAE-52 and Sephadex G-200. A new purified polysaccharide (PSP c-a) was determined through in vitro tracking. The structural features were characterized using a HPGP, FTIR, IC and NMR spectroscopy.

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Thermostable terahertz metasurface enabled by graphene assembly film for plasmon-induced transparency.

Sci Rep

January 2025

State Key Laboratory of New Textile Materials and Advanced Processing Technologies, Wuhan Textile University, Wuhan, 430200, People's Republic of China.

With the increasing demand on high-density integration and better performance of micro-nano optoelectronic devices, the operation temperatures are expected to significantly increase under some extreme conditions, posing a risk of degradation to metal-based micro-/nano-structured metasurfaces due to their low tolerance to high temperature. Therefore, it is urgent to find new materials with high-conductivity and excellent high-temperature resistance to replace traditional micro-nano metal structures. Herein, we have proposed and fabricated a thermally stable graphene assembly film (GAF), which is calcined at ultra-high temperature (~ 3000 ℃) during the reduction of graphite oxide (GO).

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In this study, the effect of microwave drying on oil content, bioactive compounds, antioxidant activity, polyphenols and fatty acid profiles of fresh (control) and dried plum kernels was investigated. The oil quantities of plum seeds dried were found between 27.40% (control) and 42.

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