Monitoring Electrical Power Consumption with Kieker 9 th Symposium - - PowerPoint PPT Presentation

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Monitoring Electrical Power Consumption with Kieker 9 th Symposium - - PowerPoint PPT Presentation

Oct 06, 2023 491 likes •743 views

Monitoring Electrical Power Consumption with Kieker 9 th Symposium on Software Performance 2018 Sren Henning, Kiel University Todays Industrial Production Environments Industrial Internet of Things Monitoring Production Environments

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Monitoring Electrical Power Consumption with Kieker

Sören Henning, Kiel University

9th Symposium on Software Performance 2018

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Today‘s Industrial Production Environments

Industrial Internet

  • f Things
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Monitoring Production Environments

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Printer 2 Fan 1 Server 2 Printer 1 Server 1

Requirements for a Monitoring Infrastructure

Monitoring Integration Analysis Visualization

Computing Printing Cooling

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Architectural Requirements

Horizontal Scalability Real-Time Data Processing Extendability & Flexibility for different-sized production environments and varying loads for immediate reactions and continuous evaluation for integration of different formats, protocols and metrics

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Architecture

<<microservice>> Record Bridge <<microservice>> Configuration <<microservice>> History <<messaging system>> Asynchronous Event Exchange Visualization <<web browser>> Visualization Frontend <<web server>> Visualization Backend <<database>> Time Series Storage <<database>> Key-Value Store <<application>> History Logic <<application>> Configuration Logic <<application>> Record Bridge Logic

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Messaging System

Deployment Architecture

/

Record Bridge A Configuration History Record Bridge C Record Bridge B Sensors Type A Sensors Type B Sensors Type C

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Architecture

<<microservice>> Record Bridge <<microservice>> Configuration <<microservice>> History <<messaging system>> Asynchronous Event Exchange Visualization <<web browser>> Visualization Frontend <<web server>> Visualization Backend <<database>> Time Series Storage <<database>> Key-Value Store <<application>> History Logic <<application>> Configuration Logic <<application>> Record Bridge Logic

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Implementation

<<microservice>> Record Bridge <<microservice>> Configuration <<microservice>> History Visualization

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Defining Record Types

Instrumentation Record Language

package titan.ccp.models.records entity ActivePowerRecord { string identifier long timestamp double valueInW // Watts }

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Transmitting & Storing Records

Existing Readers & Writers

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Hierarchical Model of Consumer for Aggregation

Computing Printing Cooling Factory Server 1 Server 2 Power Supply 1 Printer 1 AC System Fan 1 Power Supply 2 AC 1 AC 2

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Continuous Aggregation with Kafka Streams

Kafka Topic

aggregated- records

Kafka Topic

records

flatMap

by copying

groupByKey

for repartitioning to internal Kafka topic

aggregate

with history

map

to records

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Web-based Visualization

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Pilot Deployment

medium-sized enterprise • part of the data center 16 servers • powered by 3 PDUs • over a period of 3 weeks

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Conclusions

Infrastructure for monitoring, aggregation & visualization Scalable & extendable architecture Implementation of a prototype

Future Work

Further consumption, production & business metrics Advanced analyses and visualizations Correlate power consumption with performance

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Continuous Aggregation Method

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Continuous Aggregation with Kafka Streams