Support System of Acceptance-Rejection Decision for Incoming Quality Control Process
Journal Title: Gazi Üniversitesi Fen Bilimleri Dergisi Part C: Tasarım ve Teknoloji - Year 2019, Vol 7, Issue 3
Abstract
In this study, predictive support systems have been designed for a structure in which takes into account the expert opinions of employees for decision making in addition to four input factors in a yarn quality acceptance process. The first technique is a hybrid genetic algorithm which was previously designed and validated for the classification study and adapted to the current problem. The other method is a hybrid radial based function (RBF) based on neural networks which is adapted to the problem and coded. During the process of classifying the actual production data for the accept-reject decision, accuracy rate of more than 90% has been achieved with two techniques developed and also some other methods which are well-known in literature were used for performance comparison. After the verification of the hybrid genetic algorithm performance, the best chromosome that was obtained, used as the model for classification estimation. According to the proposed methodology, the selected attribute values were multiplied by the determined coefficients and compared with a threshold value, and an acceptance-rejection decision could be made with a reasonable accuracy rate. The contribution of the article to the literature can be evaluated in two ways. The first one is comparing the classification performance of the proposed hybrid genetic algorithm with the hybrid neural networks method, and the second one is utilizing the best chromosome of the proposed genetic algorithm as a support system for yarn quality acceptance process.
Authors and Affiliations
Duygu YILMAZ EROĞLU
Keywords
Related Articles
- EP ID EP674509
- DOI 10.29109/gujsc.549890
- Views 100
- Downloads 0
Z in ’Sequential Model’ Spin Analysis for New Adjustment
In the e + e multiplier, the spin analysis for the Z boz new tuning boson was studied. In the Sequential Model, a normalized cross-section of different spin states was investigated. This study shows that the new setting...
The Design of Extended Complex Kalman Filter Based Speed-Sensorless Induction Motor Drive
In this study, an extended complex Kalman filter (ECKF) based induction motor drive is performed which fulfills the estimations of the stator stationary axis components of stator currents, stator stationary axis componen...
Factors controlling the formation of hydrothermal sulfur deposits in Keçiborlu mine
Replacement-type subsurface sulphur ores of Keçiborlu are situated in fault controlled and metasomatically altered fragmental ophiolite media between alkaline Pliocene volcanics of Isparta and Afyon regions (SW Turkey)....
Real-time monitoring of medical data via GPRS
In this study, an embedded real time system was designed for the mobile phone to telemonitoring and checking the status of patients. The ECG, Oxygen Saturation in arterial blood and blood pressure signals were transferre...
The Comparison of the Outdoors of Middle and High Income Group Mass Housing in The Context of Environmental Psychology
Mass housing projects, which started to develop in Turkey since 1980’s, continue to be produced rapidly through private entrepreneurs, cooperatives and government agencies today. Similar repetitions of mass housing proje...