Abstract
The aim was to create a mathematical model describing the development of a production (shop-to-shop) routing of mechanical engineering products based on a 3D model and allowing the cost of the final product to be reduced. The developed mathematical model was simulated based on 3D models designed in the Siemens NX system, which were subsequently imported into the *stp format and recognized by a designed module written in the Phyton programming language. The factors of the production environment affecting the formation of the production routing of mechanical engineering products were determined. A diagram of the algorithm for the “constructive element - technological operation - means of technological equipment (equipment-tool)” relationship was developed. Based on the results of testing the developed mathematical model, the use of neural networks as a tool for the implementation and automation of the work was found advantageous as compared to the standard scheme of work of a process engineer when developing a production routing of mechanical engineering products. These advantages include a decrease in the time for the development of a routing and the cost of the final product. The developed model has a practical limitation consisting in a rather complex geometry of some structural elements of a unit, which impedes the development of an algorithm for recognizing their structure. The use of a neural network prototype in automatic mode is advisable for relatively simple parts (including a flange, hole, chamfer and rounding). However, since the number of simple units from the recognition point of view amounts to about 40% among the nomenclature of manufactured units, the reduction in the development time of the technological process in comparison with the conventional approach comprises only 10–25% of the total time of technological preparation.
Highlights
The aim was to create a mathematical model describing the development of a production routing of mechanical engineering products based on a 3D model and allowing the cost of the final product to be reduced
Since the number of simple units from the recognition point of view amounts to about 40% among the nomenclature of manufactured units, the reduction in the development time of the technological process in comparison with the conventional approach comprises only 10–25% of the total time of technological preparation
Information about the article The article was submitted 02.04.2021; approved after reviewing 11.05.2021; accepted for publication 30.06.2021
Summary
Резюме: Цель – создание математической модели, описывающей процесс формирования маршрута изготовления (расцеховки) изделий машиностроения на основе 3D-модели, позволяющей снизить стоимость конечного изделия. Объектом исследования явился маршрут изготовления (расцеховка) изделий машиностроения. Для реализации работы разработанной математической модели использованы 3D-модели, спроектированные в системе Siemens NX, которые далее импортируются в формат *stp и распознаются спроектированным модулем, написанным на языке программирования Phyton. Определены взаимосвязи производственной среды, оказыва ющие влияние на формирование маршрута изготовления изделий машиностроения. По результатам тестирования сформированной математической модели установлено, что использование нейросетей как инструмента для реализации и автоматизации работы инженера технолога при разработке маршрута изготовления изделий машиностроения имеет ряд преимуществ перед стандартной схемой работы, это снижение времени на разработку маршрута и снижение себестоимости разработки конечного изделия. Разработка математической модели маршрута изготовления изделий машиностроения.
Sign-in/Register to view highlights & summary Sign-in/Register to access full text options 
Talk to us
Join us for a 30 min session where you can share your feedback and ask us any queries you have
Schedule a callDisclaimer: All third-party content on this website/platform is and will remain the property of their respective owners and is provided on "as is" basis without any warranties, express or implied. Use of third-party content does not indicate any affiliation, sponsorship with or endorsement by them. Any references to third-party content is to identify the corresponding services and shall be considered fair use under The CopyrightLaw.
