Threonine is an essential amino acid for mammals and birds and an adequate supply is necessary for growth and maintenance. Its production has become the aim of metabolic bioengineering and genetic manipulations. We propose in this paper a rational approach for increasing threonine production in anE. coli strain based on metabolic control theory. We have derived a way to measure the control coefficients of threonine pathwayin vivo. The method consists in modelling the results of presteady-state experiments. Thein vivo concentrations and (...) activities of the enzymes can then be measured and introduced into the model, so that thein vivo steady-state of the pathway can be evaluated. With such a model it is possible to calculate the theoretical values of the control coefficients of the threonine synthesis fluxin vivo. (shrink)

We apply an online optimization process based on machine learning to the production of Bose-Einstein condensates. BEC is typically created with an exponential evaporation ramp that is optimal for ergodic dynamics with two-body s-wave interactions and no other loss rates, but likely sub-optimal for real experiments. Through repeated machine-controlled scientific experimentation and observations our ’learner’ discovers an optimal evaporation ramp for BEC production. In contrast to previous work, our learner uses a Gaussian process to develop a statistical model of the (...) relationship between the parameters it controls and the quality of the BEC produced. We demonstrate that the Gaussian process machine learner is able to discover a ramp that produces high quality BECs in 10 times fewer iterations than a previously used online optimization technique. Furthermore, we show the internal model developed can be used to determine which parameters are essential in BEC creation and which are unimportant, providing insight into the optimization process of the system. (shrink)

laudationem ferculum est insecutum plane non pro expectatione magnum: novitas tamen omnium convertit oculos. rotundum enim repositoriurr duodecim habebat signa in orbe disposita, super quae proprium convenien. temque materiae structor imposuerat cibum: super arietem cicer arietinum, super taurum bubulae frustum, super geminos testiculos ac rienes, supei cancrum coronam, super leonem ficum Africanam, super virginem steriliculam super libram stateram in cuius altera parte scriblita erat, in altera placenta super scorpionem † pisciculum marinum, super sagittarium oclopetam, supei capricornum locustam marinam,† super pisces (...) duos mullos. in medio autem caespes cum herbis excisus favum sustinebat. (shrink)