Large-scale Data Integration for Facilities Analytics: Challenges and Opportunities

Autor: Vincent Villa, David Followell, Rajeev Shastri, Nicole Hessner, Balaje T. Thumati, Aaron Page, Halasya Siva Subramania, Kumar Karthik
Rok vydání: 2020
Předmět:
Zdroj: IEEE BigData
DOI: 10.1109/bigdata50022.2020.9378440
Popis: Industrial Internet of Things (IIoT) is becoming ubiquitous across different industries. However, there are several challenges that needs to be overcome especially in a manufacturing environment which predominantly has legacy hardware and software systems. Further, finding a cost-effective solution becomes crucial when manufacturing facilities are geographically distributed. In this paper, we provide some overview of our complexities across data integration, data analytics, and business impact. Through this knowledge sharing, we address some of the key roadblocks to transform a legacy manufacturing facility into an Industry 4.0 system. All of the findings presented here are based on a two-year pilot project executed at the Boeing Everett site. We believe that digital transformation is must for our future success, but to accomplish this goal at a reasonable cost and effort will be a continued challenge.
Databáze: OpenAIRE