The usage of cloud applications in industrial automation
domain is boosted by the desire to apply computationalintensive
machine-learning (ML) models and access production
data from all over the world. Accomplished by the demand
for powerful hardware platforms for ML and centralized data
storage, the connectivity performance also increases and allows
high data transmission rates. Nevertheless, requirements for
data transmission, like safety, security, and real-time must be
considered in line with the production use case. Finding a
suitable infrastructure with communication protocols for data
transmission to transform legacy production plants into cyberphysical
production systems (CPPS) is overwhelming due to
the many available communication methods. Design support
for CPPS would increase the acceptance of cloud-based solutions
by engineers of automated production systems that are
not specifically familiar with high-level information technology
systems. This paper introduces an investigation and design
recommendations for application-layer communication protocols
usually used in industrial applications. The overall goal is to
support the engineering for the different automation levels on
field-, edge-, and cloud-level. In this paper, design measures are
firstly derived from related work. Secondly, an analysis of the
timing behavior and the CPU resources are carried out. Finally,
the findings are collected in a summarizing rating table that
briefly suggests adjusting the performance and the impact on
the overall system design by selecting suitable communication
protocols.
«
The usage of cloud applications in industrial automation
domain is boosted by the desire to apply computationalintensive
machine-learning (ML) models and access production
data from all over the world. Accomplished by the demand
for powerful hardware platforms for ML and centralized data
storage, the connectivity performance also increases and allows
high data transmission rates. Nevertheless, requirements for
data transmission, like safety, security, and real-time must be
considered in line wit...
»