Industrial big data - Wikipedia
Industrial big data refers to a large amount of diversified time series generated at a high speed by industrial equipment, [1] known as the Internet of things. [2] The term emerged in 2012 along with the concept of " Industry 4.0 ”, and refers to big data ”, popular in information technology marketing, in that data created by industrial ...
Review A review of industrial big data for decision making in ...
2022年5月1日 · This paper proposes a conceptual framework of intelligent decision-making analysis based on industrial big data-driven technology, and also introduces the functions and core design ideas of each part of this framework. It combines industrial big data, CPS, digital twin and other technologies (as shown in Fig. 4). In this study, a shared data ...
Big data analytics for intelligent manufacturing systems: A review
2022年1月1日 · With massive industrial data, achievements beyond expectations have been made in the product design, manufacturing, and maintain process. Big data analytics (BDA) have been a core technology to empower intelligent manufacturing systems.
Industrial Big Data in an Industry 4.0 Environment: Challenges, …
2017年10月26日 · Industrial big data generated by multisource sensors, intercommunication within the system and external-related information, and so on, might provide new solutions for predictive maintenance to improve system reliability.
[1807.01016] Industrial Big Data Analytics: Challenges, …
2018年7月3日 · This survey presents new concepts, methodologies, and applications scenarios of industrial big data analytics, which can provide dramatic improvements in velocity and veracity problem solving.
Recently, industrial big data analytics has attracted extensive research interests from both academia and industry. According to a report from McKinsey institute, the effective use of industrial big data has the underlying benefits to transform economies, and delivering a new wave of productive growth.
Industrial Big Data Analytics: Challenges and Opportunities
2020年3月19日 · Industrial big data is generated by a wide variety of sources that need be distributed effectively to optimize industrial applications. This section analyzes some of the main industrial big data sources and their corresponding applications.
Privacy-Preserving and Secure Industrial Big Data Analytics: A …
Therefore, this article aims to provide references for privacy-preserving and secure industrial big data analytics (IBDA) from three perspectives: 1) research framework; 2) platform architecture; and 3) key technologies.
Quality 4.0: a review of big data challenges in manufacturing
2021年4月11日 · Current benchmarks of quality, conformance, productivity, and innovation in industrial manufacturing have set a very high bar for machine learning algorithms. A new concept has recently appeared to address this challenge: Quality 4.0.
Industrial Big Data - SpringerLink
2020年1月1日 · Industrial big data leverages various information technologies such as wireless communications, edge computing, and machine learning for supply chain improvement, device health monitoring, and customer relation management toward …