Sahaida P. Algorithmic means and software components of computer systems for intelligent data processing in organizational-technical complexes

The work is devoted to the solution of the current scientific problem of improving the quality of development and efficiency of the use of algorithmic means and software components of computer systems (CS) for intelligent data processing (IDP) created and used on the basis of formalized knowledge that provide the extraction of dependencies and models of sufficient specificity and utility for active agents organizational-technical complexes and systems (OTS). New theoretical and applied principles of algorithmic means and software components of CS for IDP have been developed, which made it possible to increase the efficiency of the CS application in OTS to efficiency and accuracy of forecasting and development of control actions based on the models and dependencies extracted from the data. In the theoretical aspect, developed: categorial-ontological models for process of discovery hidden dependencies from data sets that allowed presenting the IDP process from the unified methodological provisions and formulate requirements and recommendations for choosing and operating procedures of methods and algorithms for data processing; the methodology of design and methods of building data and knowledge warehouses within the CS, developing effective tools and software components of the CS for data processing and obtaining dependencies between parameters on the OTS, including use of artificial intelligence methods; modular structural-algorithmic organization of CS for IDP with flexible configuration for different OTSs. The methodology of engineering informational support which allowed ensuring CS intellectualization for IDP, used for products and technological processes designing of their production, was developed. Based on categorialontological approach the holistic presentation of competencies, skills and knowledge for educational process was developed. In the applied aspect, the efficient software-technic solutions have been developed in the form of components of computer systems, including elements of embedded systems in which formalized knowledge about the operations in OTS and IDP processes in the form of ontological models with the appropriate description is organized, as well as performing the requests and the interpretation of its results, forecasting and developing control actions based on the models and dependencies obtained from data. These elements and CS based on them are implemented on a number of industrial enterprises, in scientific activity and educational process.