The neural network as a part of decision support system for quality management for production objects in machining process
Journal Title: Вісник Житомирського державного технологічного університету. Серія: Технічні науки - Year 2017, Vol 79, Issue 1
Abstract
The research discusses the use of artificial neural networks (ANN) as components of a decision support system (DSS) to automate quality control manufacturing facilities machining business at the production, which should be focused on the analysis of large amounts of heterogeneous information. The necessity to use ANN as a part of DSS is justified by the fact that quality control during production is multistage and time-consuming process that is formalized difficult, and moreover requires considerable information and material costs for the efficiency of manufacturing operations performed. Taking into account the existing experience of successful use of ANN to solve difficult formal problems associated with handling large volumes of diverse and rapidly changing information, the authors synthesized ANN for automated determination of the causes deterioration of the quality of production objects (PO) in the performance of manufacturing operations application. Particular attention is paid to the definition of the dimension of the hidden layer ANN synthesized due to the fact that today still there is no analytical expression to determine the dimension of the hidden layer ANN and size of the latter is determined only by the experimental results of ANN several different structures by comparison the results, in particular the value of mean square error.
Authors and Affiliations
I. Yu. Cherepanska, O. A. Susik
Keywords
Related Articles
- EP ID EP254953
- DOI -
- Views 97
- Downloads 0
Research of the direction of dynamic-sustained sensitive element
The article is devoted to the investigation of the behavior of a dynamically tunable sensitive element (DTSE) of an armor stabilizer with the help of the DCM, when it influences disturbing factors of different nature (fr...
Theoretical principles of ecological-oriented land use organisation based on the inclusive approach
The article analyzes the formation of interpretation of the inclusiveness in the context of land use, namely, inclusive business. The characteristics of the inclusive business model and its advantages are disclosed. The...
Methods of control the machining process
Presents control methods, differentiated by the time of receipt of information used: a priori, a posteriori and current. When used a priori information to determine the mode of cutting is carried out by simulation the pr...
To the question of increasing the accuracy of angular measurements of goniometric system
The article reveals the systematic and probabilistic components of goniometer errors, which are used for contactless measurement of the angles in different industries. Sources of errors are analyzed with the special focu...
The optimization technique of highway trucks fleet joint schedule with time limits
The article deals with the problem of operative management of highway road trains fleet, which performs freight traffic. To increase the efficiency of their use, precise interaction of customers and road trains is requir...