{"schema_version":"bf_book_companion_v1","release_id":"20260418T080002Z-pairingsrefresh","book":{"amazon_purchase_url":"https://www.amazon.com/dp/1839165634?tag=bookfrontier-20","asin":"1839165634","authors":["Dongda Zhang","Ehecatl Antonio del Río Chanona"],"book_id":"9781839165634","canonical_url":"https://bookfrontier.com/books/machine-learning-and-hybrid-modelling-for-reaction-engineering-1839165634","cover_image_url":"https://img.bookfrontier.com/9781839165634.jpg?v=20260418T080002Z-pairingsrefresh%3A2026-04-18T08%3A00%3A02Z","description":"Over the last decade, there has been a significant shift from traditional mechanistic and empirical modelling into statistical and data-driven modelling for applications in reaction engineering. 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