<p><span style="font-family:Verdana,Geneva,sans-serif">In power generation, the main attention is paid on the issues of energy saving in the processes of heat and electric power generation. One of the urgent problems is to eliminate the difficulties associated with the development of an intelligent parameter control system under conditions of random changes and uncertainty of external and internal influences in the system. In this regard, the application of quantum algorithms for the improvement of technological units of thermal power engineering objects using modern control methods and achievements of intellectual technologies in conditions of uncertainty of initial data is proposed. In the study, a heating boiler was selected as a control object, considering its multidimensional and significantly related characteris-tics. As a result, the intelligent control system was improved on the basis of quantum algorithms</span></p>