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2019.10.17
Asset Performance
Management using
Druid
BISTel 임정호 수석
APM… 이게 뭐죠?Part.1
산업군 전반의
1. What is APM? (2) 생산라인의 조립 로봇
(3) 물류센터의 컨베이어 벨트 모터
(1) 반도체 제조라인의 반송기
자산의 잔존수명 예측 & 예지정비
2. What is Asset?
Asset Performance Management
Flink
Metatron
Druid
Kafka
Docker
Kubernetes
AdvancedAPM
IndustrialIoTreal timehealth monitoring& analytics
Stream Flows
Metatron Asset Performance Management with IIoT
CloudService
CloudInfrastructure
DockerContainer (K8S)
Sensor data
Motor
sensing
data
Network
device
Robot
3rd-PartyIIoTEDGE
Devicesensordatacollect/datatransformation/monitoring
…
IIoT EDGE
APM Cloud Env.
Health Alarm
& monitoring
Model
Manager
Predictive
analytics
Asset meta
management
Collaborated
Prescription
Docker App
Management
Container Operation
& Management
Metatron eco.
Asset meta
Connector
Job
monitoring
Flow(Pipeline)
Management
Flink
Pipeline
Flink
Pipeline
Flink
Pipeline
Flink
Pipeline1. Data Stream Analysis
Discovery
Data Source
Management
Data Source
Explorer(Search)
Notebook
Connector
Cube(druid)
3. Visualization for raw & analyzed data2. Request for raw & analyzed data
metatron ecosystem APIGateway
APM… 뭘 할 수 있나요?Part.2
Fault Detectio
n
Fault
Classification
Dashboard
RUL Predictio
n
Real-Time
Monitoring
Data Analytics
• Rule-based Model
• Machine Learning based FD Model
• Domain-based Model (Current data)
• Multivariate Model (Statistical Model)
# Index
Data Source
Real-Time Summary
1 Fault Detection ●
2 SPC ●
3 Variation Detection ●
4 Parameter RUL ●
Phase1
Threshold by
Machine
Learning
Alarm Message
Phase2
Phase3
Fault Detectio
n
Fault
Classification
Dashboard
RUL Predictio
n
Real-Time
Monitoring
Data Analytics
• Parameter
• Asset Score
• Asset Alarm
Fault Detectio
n
Fault
Classification
Dashboard
RUL Predictio
n
Real-Time
Monitoring
Data Analytics
< Summary View >
• Total Asset Status
• Latest Alarm History
• Worst Performing Assets
• Worst Performing Parameters
< Asset Statistics >
• Total Asset Status
• Asset List
• Asset Status
• Parameter Analysis
• Remaining Useful Life (RUL)
• Total Alarm Count
< Alarm Statistics >
• Alarm Status Distribution
• Alarm Count
• Top5 Assets
• Top5 Parameters
• Top5 Subscribers
Fault Detectio
n
Fault
Classification
Dashboard
RUL Predictio
n
Real-Time
Monitoring
Data Analytics
Fault Classification using Vibration Spectrum Data
RMS Trend Chart
Spectrum Chart
Time Wave Chart
Vibration Data
Fault Detectio
n
Fault
Classification
Dashboard
RUL Predictio
n
Real-Time
Monitoring
Data Analytics
• Root Cause Analysis • Asset Matching
Motor #
7
Motor #
9
Motor #
2
Motor #
8
Fault Detectio
n
Fault
Classification
Dashboard
RUL Predictio
n
Real-Time
Monitoring
Data Analytics
Failure
Now Prediction for Failure
RUL: 10 days
Red : Linear Regression Model
Blue : Prediction Line
Green : Upper & Lower prediction interval
Druid… 어떻게 사용하나요?Part.3
Asset
Asset
Asset Template
 Type
 Custom attribute
(property)
 Asset Model (for score)
 Parameter Group (Sensor)
 Parameter Configuration
Create fromTemplate
MetatronIIoTEDGE
Source
(Kafka)
Sink
(Kafka)
Transform
Window
Aggregation
Model
Notification
Alarm
(Kafka)
Score
(Kafka)
Data(Stream) FlowPipeline metatron Discovery
Alarm
Score
Trace
Data Source
Mgmt.
1. Request tocollecttheasset data
2. Create stream pipeline
3. Create datasourcefromkafka
Asset
Kafka indexingservice
Kafka indexingservice
Kafkaindexingservice
Asset template A Asset template B
* Asset A-1
* Asset A-2 …
* Asset B-1
* Asset B-2 …
3rd-PartyIIoTEDGE
Source
(RAW DATA)
Transform
Model #1
Alarm
Alarm
(Kafka)
Asset
Score
Data(Stream) FlowPipeline
metatron Discovery
(Druid)
Alarm
Score
Trace
Trans Set #1
Transform Trans Set #N
Model #2
Model #N
3rd-PartyApp
Model #N
TransformRuleTask
Model EvaluationTask
AlarmRule Task
Kafka indexingservice
Kafka indexingservice
Kafka indexingservice
Alarm… 가짜가 있다!!!Part.4
AlarmDatasource
AlarmDatasource
AlarmGroup -MariaDB
AlarmDetail (Alarm Group)
AlarmGroup -MariaDB
Confidential
Copyright © 2018 BISTel,Inc. All rights reserved.
Thank You
BISTel Tower, 128 Baumoe-ro, Seocho-gu, Seoul, Korea
82 2 597 0911
marketing@bistel.com
www.bistel.com

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