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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