Surface Reconstruction of a Mullite-Type Catalyst via Selective Dissolution for NO Oxidation
Why this work is in the frame
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Bibliographic record
Abstract
We present a facile selective dissolution method for the surface modification of SmMn2O5 mullite (SMO) to increase the exposed sites for NO oxidation on the premise of excellent thermal stability. Surface Sm cations are partially removed during the treatment (SMO-H), leading to the exposure of B-site cations with higher electronegativity and oxygen vacancies. Under laboratory-simulated diesel combustion conditions, the SMO-H exhibits higher NO oxidation activity than the SMO and is comparable to that of the Pt/Al catalyst under a gas hourly space velocity (GHSV) of 120 000 mL g–1 h–1. In addition, the SMO-H possesses good thermal and steam stability during a 50 h test at 300 °C. X-ray absorption spectroscopy (XAS) and electron paramagnetic resonance (EPR) spectroscopy results reveal that the SMO-H presents more Mn4+O6 octahedral groups and oxygen vacancies than the SMO. In situ diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS), near-ambient pressure X-ray photoelectron spectroscopy (NAP-XPS), and density functional theory (DFT) calculations show that the valence of surface Mn decreased after NO capture up to 300 °C and fulfilled the adsorption procedure as nitrite and/or nitrate species when O2 is involved in the flue gas. The results indicate that Mn-terminated surface rather than Sm-terminated one is the major adsorption site for NO.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it