Degrees of rate control and AutoDiff-driven direct sensitivity analysis in heterogeneous catalysis

Despite the wide application and benefits of the degree of rate control (DRC) analysis, several details remain argued, particularly about the conservation of DRCs at transient (TR) and steady-state (SS) conditions, especially for complex reaction networks. This work argues that previous proofs about the conservation properties of DRCs have been incomplete, and we provide new mathematical proofs at TR and SS conditions. In addition, we use both analytical (automatic differentiation) and numerical (finite difference) approaches to compute DRCs for the case study of ethane hydrogenolysis (EH) over Pt(111). This work confirms that at both TR and SS conditions, the sum of all DRCs, i.e., sum of the degrees of kinetic (DKRC) and thermodynamic rate control (DTRC), is conserved at zero. At SS conditions, the sum of DKRC is conserved at 1 while the sum of DTRC is conserved at −1. In corroboration of previous works, we show that the DTRC for any adsorbate at SS is equal to the product of the species coverage and a constant. In contrast, at TR conditions, the individual sums of both DTRC and DKRC are not conserved and can be any real number, with potential implications for the novel field of dynamic catalysis. Finally, we show that the conventional finite difference (FD) approach, only useful at SS, is prone to inaccuracy and very sensitive to the value of the differential change applied. The optimal differential value also varies significantly with system and rate definition. Consequently, we describe and illustrate in this work the application of the automatic differentiation (AD) approach for the more accurate determination of DRCs at both TR and SS conditions. • Mathematical proofs of conservation properties of degrees of rate control • Automatic Differentiation allows for the computation of exact sensitivity parameters. • Sum of degrees of rate control over all energy states is zero (0) at all times • Sum of thermodynamic degrees of rate control conserved at −1 at steady state • Sum of kinetic degrees of rate control conserved at +1 at steady state

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Publication Details

Journal
Chemical Engineering Journal
Published
2025-12-03
DOI
https://doi.org/10.1016/j.cej.2025.171357
Primary Topic
Catalysts for Methane Reforming
Type
article
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article

Degrees of rate control and AutoDiff-driven direct sensitivity analysis in heterogeneous catalysis

Mubarak Bello, Andreas Heyden, Sina Behtash, Olajide H. Bamidele
Chemical Engineering Journal
Catalysts for Methane Reforming
article

Degrees of rate control and AutoDiff-driven direct sensitivity analysis in heterogeneous catalysis

Mubarak Bello, Andreas Heyden, Sina Behtash, Olajide H. Bamidele
article en

Abstract

Despite the wide application and benefits of the degree of rate control (DRC) analysis, several details remain argued, particularly about the conservation of DRCs at transient (TR) and steady-state (SS) conditions, especially for complex reaction networks. This work argues that previous proofs about the conservation properties of DRCs have been incomplete, and we provide new mathematical proofs at TR and SS conditions. In addition, we use both analytical (automatic differentiation) and numerical (finite difference) approaches to compute DRCs for the case study of ethane hydrogenolysis (EH) over Pt(111). This work confirms that at both TR and SS conditions, the sum of all DRCs, i.e., sum of the degrees of kinetic (DKRC) and thermodynamic rate control (DTRC), is conserved at zero. At SS conditions, the sum of DKRC is conserved at 1 while the sum of DTRC is conserved at −1. In corroboration of previous works, we show that the DTRC for any adsorbate at SS is equal to the product of the species coverage and a constant. In contrast, at TR conditions, the individual sums of both DTRC and DKRC are not conserved and can be any real number, with potential implications for the novel field of dynamic catalysis. Finally, we show that the conventional finite difference (FD) approach, only useful at SS, is prone to inaccuracy and very sensitive to the value of the differential change applied. The optimal differential value also varies significantly with system and rate definition. Consequently, we describe and illustrate in this work the application of the automatic differentiation (AD) approach for the more accurate determination of DRCs at both TR and SS conditions. • Mathematical proofs of conservation properties of degrees of rate control • Automatic Differentiation allows for the computation of exact sensitivity parameters. • Sum of degrees of rate control over all energy states is zero (0) at all times • Sum of thermodynamic degrees of rate control conserved at −1 at steady state • Sum of kinetic degrees of rate control conserved at +1 at steady state

Chemical Engineering JournalVol. 527
Openalex Percentile: Top 75%
Catalysts for Methane Reforming
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