2019
DOI: 10.1007/s11367-019-01591-0
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Environmental impact assessment of biomass process chains at early design stages using decision trees

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Cited by 19 publications
(20 citation statements)
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“…The impact of a new chemical is then predicted using the average of the cluster (61). Similarly, decision trees have been used to classify the expected LCIA results into low, medium, and high environmental impact (62). This approach is based on if-then rules, which use a set of critical parameters of the process chain, e.g., the molecular structure of the product and process-chain-related variables corresponding to chemistry, complexity, and generic process conditions.…”
Section: Data Sources For Background Systemsmentioning
confidence: 99%
“…The impact of a new chemical is then predicted using the average of the cluster (61). Similarly, decision trees have been used to classify the expected LCIA results into low, medium, and high environmental impact (62). This approach is based on if-then rules, which use a set of critical parameters of the process chain, e.g., the molecular structure of the product and process-chain-related variables corresponding to chemistry, complexity, and generic process conditions.…”
Section: Data Sources For Background Systemsmentioning
confidence: 99%
“…Ideally, a detailed analysis of social and environmental impacts in an (S-)LCA should be performed to evaluate reaction routes, yet, early-stage reaction data is at present not sufficient for such scopes of analysis. Sustainability assessment is ideally performed early on, as it allows for cheaper and faster implementations of process improvements [167][168][169] and for designing inherently sustainable pathways. 12 However, detailed process knowledge is often only available at the end of the process development pipeline.…”
Section: Sustainability Metrics For Reaction Network From Large Databasesmentioning
confidence: 99%
“…170,171 Streamlining methods to estimate LCA impacts of molecules in early stages try to circumvent this problem. 169,170,[172][173][174][175] Yet, only a few take differences in process conditions into account 167,168,176 and the possibility of completely different reaction routes within the reaction network are not discussed at present. The literature on reaction network optimisation has employed various metrics -much simpler than a full LCAto assess the sustainability of reaction routes.…”
Section: Sustainability Metrics For Reaction Network From Large Databasesmentioning
confidence: 99%
“…Sustainable process designs include various concepts to achieve sustainable solutions; examples are cleaner production [66], zero waste processes [67], zero carbon emission technologies [68], LCA environmental impact assessment in early design phases [69], eco-efficiency indicators [70], etc. Recently, the concept of circular economy has become particularly popular and sometimes even overcomes the term sustainable development, although the terms are by no means equivalent [71].…”
Section: Economic and Social Dimensionsmentioning
confidence: 99%