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Spin-coordinated mixed-valence transport via indium-induced perovskite-spinel heterointerface in oxygen electrode for reversible protonic ceramic cells
Abstract Achieving efficient oxygen electrocatalysis in protonic ceramic electrochemical cells requires more than accelerating surface reactions, which demands precise coordination of electronic and spin states across the bulk-interface continuum. Conventional strategies based on vacancy engineering or catalyst infiltration increase active sites, yet they do not intrinsically couple bulk charge transport with interfacial redox kinetics.
Transient parameter prediction and fault diagnosis for nuclear power plants based on machine learning
To enhance the accuracy and real-time performance of parameter prediction and fault diagnosis under transient conditions in nuclear power plants, this study employs Support Vector Machines (SVM) and Long Short-Term Memory (LSTM) neural networks for predictive modeling and diagnostic analysis. By generating and randomizing fault scenarios, the dependence of the model on specific patterns is reduced, thereby improving its generalization capability in previously unseen fault conditions.
Coupled Edge States and Pseudospin‐Switching Transport of Elastic Waves in Topological Phononic Heterostructure
Conflict of Interest The authors declare no conflict of interest. References 1, Phononic Crystals: Artificial Crystals for Sonic, Acoustic, and Elastic Waves. Walter de Gruyter GmbH & Co KG, Berlin, Germany 2015. 2, , , , , J. Sound Vibr. 2017, 406, 104. 3, , , J. Appl. Phys. 2011, 110, 113520. 4, , , , , , , , Nat. Phys. 2011, 7, 52. 5, , , , , Appl. Phys. Lett. 2011, 96, 101905. 6, , , , Appl. Surf. Sci. 2016, 267, 146. 7, , , , , , , , , Phys. Rev. Lett. 2019, 122, 014302. 8, , , , , , , Phys. Rev. Lett.
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