# Püttmann et al. (2016): Utilizing algorithmic differentiation to efficiently compute chromatograms and parameter sensitivities

**URL:** <https://forum.cadet-web.de/t/puttmann-et-al-2016-utilizing-algorithmic-differentiation-to-efficiently-compute-chromatograms-and-parameter-sensitivities/39>\
**Category:** CADET Literature Base\
**Tags:** technology\
**Created:** [June 4, 2020, 6:32pm UTC](https://forum.cadet-web.de/t/puttmann-et-al-2016-utilizing-algorithmic-differentiation-to-efficiently-compute-chromatograms-and-parameter-sensitivities/39 "2020-06-04T18:32:04Z")\
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**Author:** ![s.leweke](https://forum.cadet-web.de/user_avatar/forum.cadet-web.de/s.leweke/32/1323_2.png) [@s.leweke](https://forum.cadet-web.de/u/s.leweke)\
**Post date:** [June 4, 2020, 6:32pm UTC](https://forum.cadet-web.de/t/puttmann-et-al-2016-utilizing-algorithmic-differentiation-to-efficiently-compute-chromatograms-and-parameter-sensitivities/39/1 "2020-06-04T18:32:04Z")

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Püttmann, A.; Schnittert, S.; Leweke, S.; von Lieres, E.: [Utilizing algorithmic differentiation to efficiently compute chromatograms and parameter sensitivities](https://doi.org/10.1016/j.ces.2015.08.050), Chemical Engineering Science **139** (2016): 152–162.

Details on automatic differentiation for Jacobian matrices and parameter sensitivities.