Fig. 5: Online mass spectrometry from a single Pd nanoparticle. | Nature Communications

Fig. 5: Online mass spectrometry from a single Pd nanoparticle.

From: Deep-learning-enabled online mass spectrometry of the reaction product of a single catalyst nanoparticle

Fig. 5

a Baseline-adjusted (BA) raw QMS counts for CO2 (gray line) together with the mean CO2 signal (green line - obtained as average measured BA-count across each pulse) for n = 1 Pd nanoparticle, measured across the entire αCO range, αCO (0, 1), and at 450 C. b Same as (a) but for an empty nanochannel, i.e., n = 0. Note the very similar and stochastic appearance of apparent CO2 pulses both for n = 1 and 0 when analyzed in the standard way. c Mean BA-CO2 counts extracted for each αCO pulse based on the standard analysis across the entire αCO range, αCO (0, 1), and at 450 C, for both n = 0 (black lines) and 1 (green lines). For n = 1 we executed 7 consecutive αCO sweeps, and for n = 0 we executed 5 consecutive αCO sweeps. As key observation, we note high reproducibility of the αCO sweeps for both n = 0 and 1, as well as that no clear activity trend as a function of αCO is resolved for the n = 1 sample, despite a generally slightly higher number of counts compared the n = 0 reference. d Same as (a) but for DAE-denoised BA-QMS CO2 counts (purple line). Note the significantly smaller but at the same time non-stochastic CO2 pulses resolved by the DAE compared to the standard analysis. e Same as (d) but for an empty nanochannel, i.e., n = 0. Note that using the DAE, a flat baseline at zero BA-counts is obtained for the empty nanochannel. f Same as (c) but for DAE-denoised data, where distinct reaction rate maxima are resolved for n = 1 (purple curves), with \({\alpha }_{{{{\rm{CO}}}}}^{\max }\) ranging between 0.65 and 0.6 for temperatures between 450 and 410 C (inset), in good agreement with the earlier results for n = 10 and 1000. For lower temperatures, as well as for n =  0 (black lines representing multiple sweeps at 450 C), the DAE outputs counts  < 1, which is physically unreasonable and thus defined as the limit of detection. g \({\alpha }_{{{{\rm{CO}}}}}^{\max }\) values for n = 1000 (blue), 10 DAE-denoised (orange) and 1 DAE-denoised (purple) for 400 C≤ T ≤ 450 C, i.e., the range for which the n = 1 DAE-signal is above the limit of detection. h CO2 counts normalized by the number of particles on the respective sample, obtained at \({\alpha }_{{{{\rm{CO}}}}}^{\max }\) for n = 1000 (blue), n = 10 DAE-denoised (orange) and 1 DAE-denoised (purple) for 400 C ≤ T ≤ 450 C. Source data are provided as a Source Data file.

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