英语翻译Question 34.Can stability analyses be performed on close

英语翻译Question 34.Can stability analyses be performed on closed loop quantum learning algorithmsunder uncertainties and disturbances in the measurements and control fields forgeneral classes of quantum systems and control objectives?Such an analysis could give insight into how best to operate the laboratory experiments.In principle,any optimization algorithm can be applied to quantum learning control.For example,gradient descent and simulated annealing algorithms have been exploredin simulations [111],but the GA outperformed them in several test cases.However,this subject has not received a thorough examination:Question 35.Do there exist algorithms that converge with greater efficiency or robustnessthan the genetic algorithm for certain classes of quantum mechanical learning controlproblems?In treating question 35 it is important to consider the ability to perform very large numbersof quantum control experiments,which may overcome certain algorithmic shortcomingsfound under more common conditions.This ability is almost unprecedented inother applications of learning algorithms.Another approach to quantum learning control is provided by the use of input → output mapping techniques [113,114].These methods develop an effective map betweenthe inputs (i.e.,the parameters or features defining the control laws) and the outputs (i.e.,the expectation values of objective operators).A map from the control input space C tothe space of possible expectation values may be determined directly from the laboratoryinput and output data; a series of these maps may be needed to cover a sufficiently largeportion of C.The control law that optimally satisfies the objectives can be identified fromthese maps using a suitable learning algorithm.Logical next steps in the development ofthese methods include answering:Question 36.What methods can be used to extend the linear input–output learning controltechniques developed in [113,114] to generate nonlinear maps?中括号的公式编号保留,能帮我翻译的,我之后可以再追加悬赏,