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Using the Open
Source OPC-UA
Client and Server for
Your IIoT Solutions
JEROEN COUSSEMENT - INFLUXDAYS 2019 - LONDON
ABOUT FACTRY
▸ Based in Ghent, Belgium
▸ Industrial software solutions
▸ Tools for data-driven
operational improvement
▸ Factry Historian
▸ Lots of open-source
TIME-SERIES
MEETUP
https://www.meetup.com/Time-
Series-Belgium/
INDUSTRY
INDUSTRY 1.0
STEAM POWER /
MECHANISATION
INDUSTRY 2.0
MASS ASSEMBLY
INDUSTRY 3.0
COMPUTERS &
AUTOMATION
https://www.flickr.com/photos/greenmambagreenmamba/5307396963/in/photostream/, (CC BY-ND 2.0))
SUPERVISORY CONTROL
SYSTEM (SCADA/DCS)
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
PROCESS SENSORS AND ACTUATORS
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
INDUSTRY 4.0
CYBER PHYSICAL
SYSTEMS / AI / ML
A GAP BETWEEN
OT AND IT.
OT IT?
SOMETIMES WE
HAVE TO GO
FULL RETRO
VERY LONG
LIFECYCLES
“WE’VE BEEN
DOING IT FOR
YEARS AND IT
WORKS”
SLOW ADOPTION
EVERYONE HAS
THEIR OWN
STANDARD
VENDOR LOCK-IN
SUPERVISORY CONTROL
SYSTEM (SCADA/DCS)
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
PROCESS SENSORS AND ACTUATORS
EXTERNAL APPLICATIONS ( Artificial Intelligence / Machine Learning / … )
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
WHAT KIND OF TIME-SERIES
DATA DO WE HAVE
IN INDUSTRY ?
DEVOPS DATA vs INDUSTRIAL DATA
DevOps Industry
Metrics cpu load, disk I/O, database
stats, ...
temperature, pressure, flow,
valveState ...
Resolutions seconds to minutes (sub)seconds
Retention weeks, then downsampling 5 to 10 years, no downsampling
Main goals incident detection, performance
monitoring
quality guarantee, predictive
maintenance
THE FIRST TIME-SERIES DATABASES
PROCESS HISTORIAN
Process historian refers to a
database software application that
logs or historizes time-based
process data.
SUPERVISORY CONTROL
SYSTEM (SCADA/DCS)
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
PROCESS SENSORS AND ACTUATORS
InfluxDB
EXTERNAL APPLICATIONS ( Artificial Intelligence / Machine Learning / … )
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
OPC-UA
DESCRIPTION
▸ Industrial communication protocol
▸ Successor of OPC - OLE for Process Control
▸ Vendor independent / Platform independent
▸ Released in 2006, but became adopted only recently
▸ Integrated on newest controllers, but retrofit on older
ones possible.
OPC-UA
DATA STRUCTURE
▸ Hierarchical data structure
▸ Everything is represented as a data node.
▹ Each node has a unique nodeID
▹ Consists of namespace + identifier
▹ ns=2;s=S7:12_03_12.DB100.4,r
SUPERVISORY CONTROL
SYSTEM (SCADA/DCS)
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
PROCESS SENSORS AND ACTUATORS
InfluxDB
EXTERNAL APPLICATIONS ( Artificial Intelligence / Machine Learning / … )
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
OPC-UA LOGGER
OPEN SOURCE
▸ Reads data from OPCUA sources
▸ Local buffering for no data loss
▸ github.com/coussej/
node-opcua-logger
OPC-UA LOGGER
DEMO
▸ Configure some nodes
to be collected from
simulation server
OPC-UA LOGGER
OPEN SOURCE
▸ V2 coming soon
▹ Cleaner code (async/await!)
▹ Better buffering
▹ Deploy as a single binary
USE-CASE: BIOREACTOR
USE-CASE: ENERGY MONITORING
USE-CASE: WIND TURBINE OPERATIONS
SUPERVISORY CONTROL
SYSTEM (SCADA/DCS)
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
PROCESS SENSORS AND ACTUATORS
InfluxDB
EXTERNAL APPLICATIONS ( Artificial Intelligence / Machine Learning / … )
PROGRAMMABLE LOGIC
CONTROLLER (PLC)
OPC-UA SERVER
OPEN SOURCE
▸ Return algorithm results back
to the process control
▸ Exposing last() value of
specified series over OPCUA
▸ github.com/factrylabs/
influx-opcua-server
OPC-UA SERVER
OPEN SOURCE
▸ DEMO
HOW DOES FLUX FIT INTO
THE PICTURE?
FLUX
CUSTOMER QUESTION 1
▸ Input Pressure
▸ Output Pressure
▸ Can we calculate Pressure drop?
▸ Math across measurements!
DEMO FLUX - Pressure drop (1/2)
UF1PT01 = from(bucket: "historian")
|> range(start: 2019-05-01, stop: 2019-05-25)
|> filter(fn: (r) => r._measurement == "CV-UF1PT01")
|> aggregateWindow(every: 3m, fn: mean, createEmpty: false)
UF1PT02 = from(bucket: "historian")
|> range(start: 2019-05-01, stop: 2019-05-25)
|> filter(fn: (r) => r._measurement == "CV-UF1PT02")
|> aggregateWindow(every: 3m, fn: mean, createEmpty: false)
DEMO FLUX - Pressure drop (2/2)
join(
tables: {pt01:UF1PT01, pt02:UF1PT02},
on: ["_time"]
)
|> map(fn: (r) => ({
_time: r._time,
_pressureDrop: r._value_pt01 - r._value_pt02
}))
|> filter(fn: (r) => r._pressureDrop > 0)
|> aggregateWindow(columns: ["_pressureDrop"], every: 1h, fn: mean, createEmpty: false)
FLUX
CUSTOMER QUESTION 2
▸ NTU (Nephelometric Turbidity Unit)
▸ Machine Status
▸ Can we see the NTU only when the machine is in
production?
DEMO FLUX - Filter on status (1/2)
NTU = from(bucket: "historian")
|> range(start: 2019-05-01, stop: 2019-05-02)
|> filter(fn: (r) => r._measurement == "CV-UF1NTU01" and r.status == "Good")
|> aggregateWindow(every: 30s, fn: mean)
|> keep(columns: ["_value", "_time"])
Status = from(bucket: "historian")
|> range(start: 2019-05-01, stop: 2019-05-02)
|> filter(fn: (r) => r._measurement == "Status" and r.status == "Good")
|> map(fn: (r) => ({
_time: r._time,
_status: float(v: contains(value: int(v: r._value), set: [11,21])
}), mergeKey: false)
DEMO FLUX - Filter on status (2/2)
union(tables: [NTU, Status])
|> sort(columns: ["_time"], desc: false)
|> fill(column: "_status", usePrevious: true)
|> fill(column: "_status", value: 0.0)
|> fill(column: "_value", usePrevious: true) // same for the values themselves
|> fill(column: "_value", value: 0.0)
|> map(fn: (r) => ({_time: r._time, _filteredValue: r._value * r._status}), mergeKey: false)
|> yield()
THANK YOU!ANY QUESTIONS?
JEROEN COUSSEMENT
jeroen.coussement@factry.io
FACTRY
OPEN OPERATIONAL INTELLIGENCE

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