상세정보
학술대회
Exploratory Data Analysis of Manufacturing Data
- 발행일
- 202210
- 출처
- International Conference on Information and Communication Technology Convergence (ICTC) 2022, pp.1797-1799
- 협약과제
- 22PR1300, 공장 에너지관리 시스템(FEMS) 보급형 표준 플랫폼 개발 및 실증, 이일우
- 초록
- For the data collected from a field, exploratory data analysis is an important process that can be used for data initial investigation. This analysis technique can summarize the characteristics of the data with statistical information and also visualize so as to understand data at a glance. In the data measured at every fixed interval in a manufacturing factory, there are data such as manufacturing processes, products, facilities, and etc. We have a purpose to analyze process operations and provide insights for controlling values of the variables affecting on manufacturing process. In this paper, we describe a case study performed the exploratory analysis technique, which used timeseries process-product big data of a manufacturing field.
- KSP 제안 키워드
- Big Data, Case studies, Data collected, Exploratory Data Analysis, Manufacturing data, Manufacturing processes, Process operations, Statistical information, exploratory analysis