Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A Scalable Architecture for Power Consumption Monitoring in Industrial
  Production Environments   Detailed knowledge about the electrical power consumption in industrial
production environments is a prerequisite to reduce and optimize their power
consumption. Today's industrial production sites are equipped with a variety of
sensors that, inter alia, monitor electrical power consumption in detail.
However, these environments often lack an automated data collation and
analysis.
  We present a system architecture that integrates different sensors and
analyzes and visualizes the power consumption of devices, machines, and
production plants. It is designed with a focus on scalability to support
production environments of various sizes and to handle varying loads. We argue
that a scalable architecture in this context must meet requirements for fault
tolerance, extensibility, real-time data processing, and resource efficiency.
As a solution, we propose a microservice-based architecture augmented by big
data and stream processing techniques. Applying the fog computing paradigm,
parts of it are deployed in an elastic, central cloud while other parts run
directly, decentralized in the production environment.
  A prototype implementation of this architecture presents solutions how
different kinds of sensors can be integrated and their measurements can be
continuously aggregated. In order to make analyzed data comprehensible, it
features a single-page web application that provides different forms of data
visualization. We deploy this pilot implementation in the data center of a
medium-sized enterprise, where we successfully monitor the power consumption of
16~servers. Furthermore, we show the scalability of our architecture with
20,000~simulated sensors.

13
The categories of this paper are: quant-ph
12
The categories of this paper are: nucl-th
2
The categories of this paper are: math
21
The categories of this paper are: adap-org
10
The categories of this paper are: q-bio
28
The categories of this paper are: alg-geom
18
The categories of this paper are: econ
22
The categories of this paper are: chao-dyn
26
The categories of this paper are: bayes-an
33
The categories of this paper are: plasm-ph
3
The categories of this paper are: physics
9
The categories of this paper are: nlin
7
The categories of this paper are: hep-th
17
The categories of this paper are: q-fin
31
The categories of this paper are: ao-sci
14
The categories of this paper are: math-ph