Network Theoretical Analysis of the Reaction Space in Biorefineries

The analysis of large chemical reaction space sheds light on reaction patterns between molecules and can inform subsequent reaction pathway planning. With the aim to discover more sustainable production systems, it became worthwhile to explicitly model the reaction space reachable from biobased feedstocks. In particular, the space that reactions in integrated biorefineries span for optimised biorefinery planning is of interest. In this work we show a network-theoretical analysis of biorefinery reaction data. We utilise the directed all-to-all mapping between reactants and products to compare the reaction space obtained from biorefineries with the entire network of organic chemistry (NOC). In our results, we find that despite having 1000 times fewer molecules, the constructed network resembles the NOC in terms of its scale-free nature and shares similarities regarding its small-world property. Additionally, we analyse the coverage rate of the biorefinery reaction data and find that many common second and third-level intermediates are present, while the querying strategy leads to a lack of data on value-added refinery end-products and on feedstock molecules, requiring more advanced and combined data querying strategies in the future.

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Journal
Systems and Control Transactions
Published
2025-06-30
DOI
https://doi.org/10.69997/sct.168427
Primary Topic
Process Optimization and Integration
Type
article
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article

Network Theoretical Analysis of the Reaction Space in Biorefineries

Jana M. Weber, Jakub Kontak
Systems and Control Transactions
Process Optimization and Integration
article

Network Theoretical Analysis of the Reaction Space in Biorefineries

Jana M. Weber, Jakub Kontak
article en

Abstract

The analysis of large chemical reaction space sheds light on reaction patterns between molecules and can inform subsequent reaction pathway planning. With the aim to discover more sustainable production systems, it became worthwhile to explicitly model the reaction space reachable from biobased feedstocks. In particular, the space that reactions in integrated biorefineries span for optimised biorefinery planning is of interest. In this work we show a network-theoretical analysis of biorefinery reaction data. We utilise the directed all-to-all mapping between reactants and products to compare the reaction space obtained from biorefineries with the entire network of organic chemistry (NOC). In our results, we find that despite having 1000 times fewer molecules, the constructed network resembles the NOC in terms of its scale-free nature and shares similarities regarding its small-world property. Additionally, we analyse the coverage rate of the biorefinery reaction data and find that many common second and third-level intermediates are present, while the querying strategy leads to a lack of data on value-added refinery end-products and on feedstock molecules, requiring more advanced and combined data querying strategies in the future.

Systems and Control TransactionsVol. 4
Delft University of Technology (NL)
Openalex Percentile: Top 83%
Process Optimization and Integration
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Network Theoretical Analysis of the Reaction Space in Biorefineries — Jana M. Weber, Jakub Kontak · Systems and Control Transactions (2025) | TGRS Research Map | TGRS