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MTConnect를 활용한 수치제어 프로그램의 에너지 예측 모델링

Title
MTConnect를 활용한 수치제어 프로그램의 에너지 예측 모델링
Other Titles
Energy Prediction Modeling for Numerical Control Programs Using MTConnect
Author
신승준
Keywords
Energy prediction; Machine tool; Machine-learning; MTConnect; Data analytics; 에너지 예측; 공작기계; 기계 학습; 엠티커넥트; 데이터 분석
Issue Date
2017-05
Publisher
한국정밀공학회
Citation
한국정밀공학회지, v. 34, no. 5, page. 355-362
Abstract
In the metal-cutting industry, energy prediction is important for environmentally-conscious manufacturing because it enables a numerical anticipation of the energy consumption from the input of the process parameters, and therefore it contributes to the increasing of the energy-efficiency of the machine-tool operations. This paper proposes an energy-prediction modeling approach for numerical-control programs based on historical machine-monitoring data that have been collected from machine-tool operations. The proposed approach can create accurate energy-prediction models that forecast the energy that is consumed by the execution of a numerical-control program. Also, it can create machine-specific energy-prediction models that accommodate the variety of shop-floor machining contexts. For this purpose, it uses MTConnect to represent the machine-monitoring data to embody an interoperable data-collection environment regarding the shop floor. This paper also presents a case study to show the feasibility and practicability of the proposed approach.
URI
http://www.dbpia.co.kr/Journal/articleDetail?nodeId=NODE07159344https://repository.hanyang.ac.kr/handle/20.500.11754/113930
ISSN
1225-9071; 2287-8769
Appears in Collections:
ETC[S] > 연구정보
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