Method for control of a bioprocess
The present invention relates to a computer implemented method ( 400 ) performed by a controller (C) configured to control a bioprocess comprised in a bioreactor (BR), the method comprising obtaining ( 410 ) measurement results by performing spectrophotometry of a bioprocessing fluid (FL), generating ( 420 ) control parameters based on the measurement results and one model and, controlling ( 430 ) the bioprocess using the generated parameters.
1. A computer implemented method performed by a controller configured to control a bioprocess comprised in a bioreactor, the method comprising:
identifying a set of bioprocessing variables making a contribution to a set of reference measurement results,
classifying a first subset of the set of bioprocessing variables as wanted bioprocessing variables,
classifying a second subset of the set of bioprocessing variables as unwanted bioprocessing variables,
obtaining measurement results by performing spectrophotometry of a bioprocessing fluid,
generating control parameters based on the measurement results and one model, wherein the control parameters are further based on a processing time of the bioprocess and the step of generating the control parameters further comprises:
estimating a set of wanted bioprocessing variables as output from the one model by providing the obtained measurement results to the one model,
wherein the generated control parameters are further based on the estimated set of wanted bioprocessing variables,
mapping the processing time to a phase of a plurality of phases of the bioprocess, and,
wherein the generated control parameters further depend on the mapped phase,
wherein the generated control parameters specifies an allowable amount of the unwanted bioprocessing variables, and
controlling the bioprocess using the generated control parameters.
2. The method according to claim 1 , wherein the control parameters are generated based on the measurement results and a single model.
3. The method according to claim 1 , wherein the generated control parameters comprises proportional-integral-derivative controller parameters.
4. The method according to claim 1 , wherein:
the wanted bioprocessing variables are indicative of a selection of any of glucose content, lactose content and viable cell content of the bioprocessing fluid (FL); and
the unwanted bioprocessing variables are indicative of a selection of any of gassing or additive gas flow rate/content, bioprocessing time, ambient air temperature and temperature of the bioprocessing fluid.
5. The method according to claim 1 , wherein the bioprocess comprises cell cultivation.
6. The method according to claim 5 , wherein the bioprocess comprises at least two of a lag phase, a log phase or a stationary phase.
7. The method according to claim 1 , the method further comprising generating the one model by at least systematically varying the unwanted bioprocessing variables.
8. The method according to claim 7 , wherein generating the one model further comprises performing orthogonal partial least squares analysis using a reference data set to determine correlations between the wanted bioprocessing variables and extended reference measurement results for a reference set of bioprocessing conditions.
9. The method according to claim 7 , further comprising:
generate extended reference measurement results for an extended set of bioprocessing conditions,
determining correlations between wanted variables and the extended reference measurement results for a reference set of bioprocessing conditions, generating the one model based on the determined correlations.
10. The method according to claim 1 , wherein controlling the bioprocess further comprises controlling a flow of one or more additive fluids.
11. The method according to claim 1 , wherein controlling the bioprocess further comprises controlling a flow of one or more additive gases.
12. A controller, the controller comprising:
processing circuitry; and
a memory, said memory containing instructions executable by said processor, whereby said controller is operative to perform the method steps according to claim 1 .
13. A bioprocessing system comprising:
a sensor configured to perform spectrophotometry of a bioprocessing fluid and provide measurement results comprised in a control signal,
a first controllable flow unit configured to control a flow of one or more additive gases to a bioreactor in response to control signals,
a second controllable flow unit configured to control a flow of one or more additive fluids to a bioreactor in response to control signals, and
the controller according to claim 12 further configured to receive/send control signals to/from the sensor, the first controllable flow unit and the second controllable flow unit.
14. A computer program comprising computer-executable instructions for causing a controller, when the computer-executable instructions are executed on processing circuitry comprised in the controller, to perform the method steps according to claim 1 .
15. A computer program product comprising a computer-readable storage medium, the computer-readable storage medium having the computer program according to claim 14 embodied therein.