Application of Neural Network Topologies in the Intelligent Heat Use Prediction System

Management with Computer Support in the Study of Maps Stability in TOYOTA Process

“…Family created rings of spherical environments using an appropriate metric is a topological string figures with radii belonging to another range of numbers. These intervals are left-closed and rightopen: [0,1), [1,2), …, [7,8).…”

“…The production is the main feature of companies that can be divided into several groups depending on the number of employees and the number of existing departments. In a medium-sized plant can be divided into the following main sections: purchasing department and material management,  production and assembly department,  maintenance department,  sales, customer service and advertising [19,7].…”

“…The use of computer technology in key divisions of the company enables the transition from conventional to integrated production [19]. These requirements and apply computer-aided, currently on the market is very large offer PPC systems in the form of modules: Each module includes programs to perform a sequence of steps enabling the transition from one level of the enterprise to another [19,9,7].…”

A Conception of Neural Networks Implementation in the Model of a Self-Learning Virtual Power Plant

“…Data sets structure, on the basis of which the process of learning of the presented module implemented in the model of self-learning organization in the virtual environment was implemented, was determined in the following stages: -Aggregation of information describing external environment of a virtual energetic enterprise. This information included variables such as: energy price, its quality and defined within the confines of research balance index in twentyfour-hour/hour turn on the balance market and the Energy Exchange; -Division of data set into the following sub-sets: learning, validating and testing (Kiełtyka, Kucęba, Sokołowski, 2004). The structure of these sub-sets was determined by constant number of vectors' attributes, which represented values of input and output variables.…”

“…Selection of neural networks (Kiełtyka, Kucęba, Sokołowski, 2004) was realized in a way separated for information from the balance market and the Energy Exchange. In case of the prediction process on the Energy Exchange there were two complex sets of diverse architecture neural networks determined.…”