INDUSTRIAL DATAMACHINE SIGNALSDATAOPS

MACHINES
GENERATE
SIGNALS.

OPERATIONS
MAKE THEM
USEFUL.
MachineDataOps.com

A direct .com for the systems that organize, contextualize and operationalize machine-generated data.

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ILLUSTRATIVE MACHINE SIGNALSMODE / CONCEPT
CONTEXT
SIG / 01
STATE / RUN
EVENT / CHANGE
QUALITY / REVIEW
CONTEXT / ASSET

01 / MACHINE DATA

A machine
never produces
just one signal.

Physical equipment can produce many kinds of operational information across time. The challenge is making those signals usable together.

STATE.
EVENT.
MEASUREMENT.
CYCLE.
CONDITION.
HISTORY.

02 / SIGNAL FAMILIES

Different machines.
Different signals.

ILLUSTRATIVE SIGNAL CLASSES

MOTION
CONDITION
PROCESS
EVENT
STATE
QUALITY

03 / CONTEXT

A signal without context
is only a value.

MACHINE    /    ASSET    /    LOCATIONSIGNALPROCESS
STATEEVENT
TIMECONTEXT CHANGES THE DATA.

A value becomes more useful when its relationship to the physical system is clear.

04 / MACHINE IDENTITY

Data needs
something to belong to.

Operational data becomes easier to use when its relationship to the physical system is clear.

ASSET CLASS
MACHINE
SYSTEM
PROCESS
LOCATION
STATE
CONTEXT
HISTORY

05 / ALIGNMENT

Signals become useful
when time lines up.

Different systems can record different signals at different rhythms. A coherent time context can make machine events easier to inspect together.

T0T1T2T3T4
ALIGNMENT / CONCEPTUAL

06 / EVENTS

Machines have moments
that matter.

START
STOP
CHANGE
ALARM
RESET
CYCLE
FAULT
RECOVER

07 / STATE

Data means different things
in different states.

IDLE
RUN
HOLD
CHANGE
FAULT
RECOVER

08 / DATA QUALITY

Operational data
also has quality.

DataOps includes understanding whether machine data is fit for the next use.

CONCEPTUAL DATA QUALITY STUDY
RAW
REVIEW
CURATED

COMPLETE
MISSING
LATE
DUPLICATE
UNALIGNED
UNCERTAIN
VALIDATED

09 / DATA STRATA

Machine data
has layers.

Live signal, events, state, history and context can coexist as one operational record.

LIVE SIGNAL
EVENT
STATE
HISTORY
MAINTENANCE
CONTEXT
DERIVED DATA

10 / DATA LOCATION

Some data starts
close to the machine.

EDGE

Local processing

↔
CLOUD

Central storage, analytics and model workloads

11 / APPLICATIONS

A name built for
machine data.

  1. 01INDUSTRIAL IoTCONNECTED EQUIPMENT DATA
  2. 02EDGE DATALOCAL SIGNAL OPERATIONS
  3. 03ASSET INTELLIGENCEPHYSICAL SYSTEM CONTEXT
  4. 04CONDITION MONITORINGSIGNAL + HISTORY
  5. 05INDUSTRIAL AIOPERATIONAL DATA LAYER
  6. 06OT DATA INFRASTRUCTUREMACHINE-GENERATED RECORDS

12 / DOMAIN AVAILABLE

FROM SIGNAL
TO CONTEXT.

The operations layer for machine data.

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