HL Mando는 차량 동력 및 안정성 확보에 필요한 샤시 부품을 개발하는 글로벌 차량 부품 전문 기업으로, 최근에는 Mobility 솔루션까지 개발하며 종합 Automotive 회사로 거듭나고 있습니다. HL Mando가 8주 만에 커넥티드 모빌리티 기술을 통해 차량에서 발생하는 대량의 실시간 데이터를 안정적으로 수집하고 활용할 수 있었는지에 대한 사례와 함께, AWS IoT Fleetwise를 활용한 차량 데이터 관리 플랫폼의 미래를 제시합니다.

1. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
S E O U L | M A Y 3 , 2 0 2 3

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HL Mando AWS IoT FleetWise
Solutions Architect
AWS HL Mando

3. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Agenda
Connected Mobility
AWS IoT FleetWise
HL Mando

4. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Mobility ?

5. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Mobility

6. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected
Mobility
Connected Mobility
“ Sensor,GPS
”

7. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
91%
66%
2030
2025
2020
글로벌 커넥티드 차량
SBD Automotive report
13
3.16
2030
2025
2020
글로벌 EV(전기차) 판매량 예상
IEA( ) 2022 Global EV Sales report
+311%
+90%
M
M
Global Connected Vehicle EV(Electric Vehicle)
Connected Vehicle Trend
• (2019): EV 280 / EV: 247

8. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Vehicle
VOD(OTT)
( )
Car Pay
( EV )
( )
( )
1
0
0
1
1
1
data lake
Connected
Vehicle
.

9. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS IoT FleetWise

10. © 2020, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Confidential and Trademark.
Connected Vehicle
GPS Location
(Performance)
(Sensor)
(System)
(Diagnostic)
(User)
…

11. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
/
Personal data
Radar
LiDAR
• ECU(Electronic Control Unit):
• CCU(Central Communication Unit):
CCU
ECU
ECU
ECU
ECU
ECU
ECU

12. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Sensor, Signal
S E N S O R , S I G N A L ,
Sensor, Signal Data
On-premises
Machine
Learning
Analytics
Data Lake or
Database
Analytics ETL
Storage
Cloud
Amazon S3
1
2
3
AWS IoT Core
Big Data
2023.5 CAN Signal

13. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
,
,

14. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS IoT FleetWise
AW S
,
Region(2023.5 )
1. ( )
2. ( )

15. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS IoT FleetWise Workflow
E D G E A G E N T AW S
AWS IoT
FleetWise
Designer
Edge Agent
Edge Agent Edge Agent
Amazon
Timestream
Amazon S3
AWS IoT
FleetWise
,

16. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS IoT FleetWise
/
(examples)
ECUs
(HL Mando )
, ,
( )
ML
Orchestrate
Vehicle
Cloud
AWS IoT FleetWise
FleetWise ( )
Amazon
Timestream
Amazon S3
AWS analytics services AWS ML services
ADAS …
SOME/IP …
DDS
LIN
Consumer , Data
* 2023.5 CAN bus protocol
CAN bus

17. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS
D B , ,
AWS Cloud /
Amazon Timestream
Amazon S3
Vehicle Edge
AWS IoT Core
AWS IoT Greengrass
Amazon Kinesis Video Streams
AWS Cloud ( / )
Amazon Quicksight
Amazon Managed Grafana
Amazon Sagemaker

18. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS IoT FleetWise
,
(OEMs)
Telematics
(Fleet operators) (Rideshare, data
loggers, and more)

19. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Automotive
AU TO M OT I V E D ATA L A K E , 8
Connected Mobility
SW
.
(Manufacturing)
(Supply chain)
(SDV)
DATA
LAKE
(Sustainability)
https://aws.amazon.com/ko/blogs/industries/introducing-aws-for-automotive/

20. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Automotive
AU TO M OT I V E D ATA L A K E , 8
(Manufacturing)
(Supply chain)
.
(SDV)
DATA
LAKE
(Sustainability)
https://aws.amazon.com/ko/blogs/industries/introducing-aws-for-automotive/
Connected Mobility
SW
.

21. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Conclusion
C O N N E C T E D V E H I C L E
AI
Infotainment
AWS Cloud
Connected
Vehicle
Mobility
Applications
Edge
ML
/
/

22. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Conclusion
C O N N E C T E D V E H I C L E
AI
Infotainment
AWS Cloud
Connected
Vehicle
Mobility
Applications
Edge
/
/
,
AWS IoT FleetWise .

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HL Mando AWS IoT FleetWise
Solutions Architect
AWS HL Mando

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Agenda
HL Mando
Connected Mobility
HL Mando AWS IoT Fleetwise
Demo – Mando Connected Mobility Solution

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HL Mando

26. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HL Mando
MSCI ESG
60 , , , ,
,
13,197
60
22 23
+
7.5
A

27. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HL Mando
SW
, ,
SW

28. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Cloud Service Platform
Central Control Unit
(Chassis-domain)
Mando Mobility Chassis Integrated Platform
Mando Mobility
Motion Control SW
HL Mando Software
+
+
Lv3
, ‘ , ‘
SW
+
MiCOSA®

29. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Mobility

30. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
•
•
• AWS
•
• SW
• ECU
•
• SW
•
• GDPR, PIPEDA
•
•
1. Secure vehicle onboarding
6. Application
5. End-to-end security and privacy
2. Connectivity and control
3. Software and Data Abstraction
4. Operations

31. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
CAN(Controller Area Network)
ECU
130#0248900000013939
17D#6027007F40
0F1#28020041FBFD
140#F00000004012016A
130#0248900000013939
17D#6027007F40
0F1#28020041FBFD
140#F00000004012016A Powertrain Chassis
ECU CAN

32. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
CAN
CAN(CAN-FD)
CAN(CAN-FD)
ECU DBC(CAN base)
Signal
Group
CAN(CAN-FD)
Signal
SW
SW

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HL Mando AWS IoT FleetWise

34. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Model
DBC
Chassis CAN
Signal
Connect
Edge
Device
Select
(Event
Trigger)
Signal
/
Collect
Chassis CAN
Signal
Transfer
Chassis CAN
Signal AWS
Timestream DB
Dashboard /
BI
AWS IoT FleetWise Workflow
Application
,
AWS IoT
FleetWise
,

35. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
5
H L M A N D O AW S
Fleet Services
PHM AI Model &
Remote Diagnostic
IoT Core Database Visualizations
• CAN Signal DB
• Signal
• Fleet Vehicle
• Vehicle Signal Data
• Edge Device
• Video, GPS
• Data Processing
• CAN Logging, Diagnostic
• DB
• DB
• Video Streaming DB
• Storage
(ML, Code, Inference)
• ( , )
• - BI
• Motor
• System Warning

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Demo – HL Mando
Connected Mobility

37. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
[Demo]
Virtual Test Environment
ECU
ECU ECU
CAN FD
IoT
(In-Vehicle)
IoT FleetWise
Edge Agent
Amazon Kinesis
Video Streams SDK
IoT Greengrass
Core Software

38. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS IoT FleetWise
Select
•
• , ,
Model
• ECU
• Decoder manifest
Collect
AWS IoT Fleetwise Agent
Vehicle
ECU
FleetWise
Vehicle
1
2
3
Data AWS IoT
FleetWise
Query and generate insights
AWS
4
Amazon TimeStream
Amazon S3
3
4
Vehicle
Vehicle
AWS
IoT
FleetWise
Customer
Data
Data
2
1
(e.g., CAN)

39. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS IoT (Core &Greengrass)
IoT Components
* CAN Bus
*
* CAN Bus
* Edge
*
* PHM
IoT Group: Mando Mobility Group
…
Things
Group, Things
Group Things
,
IoT Group Deploy
IoT Core Device Deploy
Version
Control
Monitoring
Rollback
Execute
Release
Mando-A-01 Mando-A-02 Mando-A-03
Mando-B-01 Mando-B-02 Mando-B-03
Mando-C-01 Mando-C-02 Mando-C-03

40. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
,
02.
01. 03.
BI
•
• PHM
( )
•
•
•
•
• PHM
•
• PHM
•
•
Amazon
QuickSight
Amazon Managed
Service for Grafana
Amazon Managed
Service for Grafana

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PHM (Prognostics and Health Management)
HL Mando PHM
▪
▪
▪
▪
PHM

42. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
PHM (Prognostics and Health Management)
HL Mando PHM
▪
▪
▪
▪
[ In-Mobility or Mobile Service ]
Advanced Mobility
Diagnostics
Usage & Feature
Analytics
Add Service
Usage based
Insurance
Upgradeable
Mobility
Mobility
Safety &
Security
Real-Time Road
Condition
Improve EV
range estimates
Predictive
Maintenance
Public Safety
PHM

43. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Cloud Platforms Visualizations
Amazon Timestream
Generation
HL Mando Connected Mobility Platform
Edge Device Env
Collection
AWS IoT shadow
CAMPAIGN
GPS DATA
RX/TX
AWS
IoT Greengrass AWS IoT Core
AWS IoT FleetWise
FleetWise
Agent
AWS Lambda Amazon API Gateway
AWS IoT shadow
AWS Glue
Amazon Kinesis
Video Streams
Amazon S3 Amazon Sagemaker
AI/ML
Amazon Athena
Amazon S3
Amazon DynamoDB
Amazon OpenSearch
Amazon Kinesis
Data Firehose
AWS Lambda
AWS Lambda Amazon RDS
Amazon Grafana
Amazon Quicksight
[Demo] Full Architecture
MQTT
C O L L E C T I O N – C O N N E C T E D C L O U D P L A T F O R M – V I S U A L I Z A T I O N S – A I / M L
GPS
Data
Video
Streams
Chassis
CAN

44. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Cloud Platforms Visualizations
Amazon Timestream
Generation
HL Mando Connected Mobility Platform
Edge Device Env
Collection
GPS
Data
Video
Streams
Chassis
CAN
AWS IoT shadow
CAMPAIGN
GPS DATA
RX/TX
AWS
IoT Greengrass AWS IoT Core
AWS IoT FleetWise
FleetWise
Agent
AWS Lambda Amazon API Gateway
AWS IoT shadow
AWS Glue
Amazon Kinesis
Video Streams
Amazon S3 Amazon Sagemaker
AI/ML
Amazon Athena
Amazon S3
Amazon DynamoDB
Amazon OpenSearch
Amazon Kinesis
Data Firehose
AWS Lambda
AWS Lambda Amazon RDS
Amazon Grafana
Amazon Quicksight
[Demo] Full Architecture
MQTT
– I O T F L E E T W I S E

45. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Cloud Platforms Visualizations
Amazon Timestream
Generation
HL Mando Connected Mobility Platform
Edge Device Env
Collection
GPS
Data
Video
Streams
Chassis
CAN
AWS IoT shadow
CAMPAIGN
GPS DATA
RX/TX
AWS
IoT Greengrass AWS IoT Core
AWS IoT FleetWise
FleetWise
Agent
AWS Lambda Amazon API Gateway
AWS IoT shadow
AWS Glue
Amazon Kinesis
Video Streams
Amazon S3 Amazon Sagemaker
AI/ML
Amazon Athena
Amazon S3
Amazon DynamoDB
Amazon OpenSearch
Amazon Kinesis
Data Firehose
AWS Lambda
AWS Lambda Amazon RDS
Amazon Grafana
Amazon Quicksight
[Demo] Full Architecture
MQTT
– K I N E S I S V I D E O S T R E A M S

46. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Cloud Platforms Visualizations
Amazon Timestream
Generation
HL Mando Connected Mobility Platform
Edge Device Env
Collection
GPS
Data
Video
Streams
Chassis
CAN
AWS IoT shadow
CAMPAIGN
GPS DATA
RX/TX
AWS
IoT Greengrass AWS IoT Core
AWS IoT FleetWise
FleetWise
Agent
AWS Lambda Amazon API Gateway
AWS IoT shadow
AWS Glue
Amazon Kinesis
Video Streams
Amazon S3 Amazon Sagemaker
AI/ML
Amazon Athena
Amazon S3
Amazon DynamoDB
Amazon OpenSearch
Amazon Kinesis
Data Firehose
AWS Lambda
AWS Lambda Amazon RDS
Amazon Grafana
Amazon Quicksight
[Demo] Full Architecture
MQTT
– I O T S H A D O W

47. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Connected Cloud Platforms Visualizations
Amazon Timestream
Generation
HL Mando Connected Mobility Platform
Edge Device Env
Collection
GPS
Data
Video
Streams
Chassis
CAN
AWS IoT shadow
CAMPAIGN
GPS DATA
RX/TX
AWS
IoT Greengrass AWS IoT Core
AWS IoT FleetWise
FleetWise
Agent
AWS Lambda Amazon API Gateway
AWS IoT shadow
AWS Glue
Amazon Kinesis
Video Streams
Amazon S3 Amazon Sagemaker
AI/ML
Amazon Athena
Amazon S3
Amazon DynamoDB
Amazon OpenSearch
Amazon Kinesis
Data Firehose
AWS Lambda
AWS Lambda Amazon RDS
Amazon Grafana
Amazon Quicksight
[Demo] Full Architecture
MQTT
P H M – I O T C O R E & G R E E N G R A S S

48. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
•
•
•
•
• Yaw Rate
• Etc.
•
[Demo] PHM -
Anomaly
Score
AI/ML
Transformer Modeling
• EPS Twining Model
• One Class Classifier Model
EPS Dynamics
• AI/ML Model
• VS

49. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
[Demo] PHM -
Warning
Ramp
CAN Data
GPS
To-Be
As-IS
In-Vehicle Cloud
•
•
DTC
/
DTC
DTC(Diagnostics Trouble Code):
o ?
o ?
o
o
o
o
o

50. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Lessons Learn
확장성
수요 변화를 수용하기
위해 필요에 따라 확장
또는 축소할 수 있는 집합
관리 솔루션을 제공하여
확장성을 제공
서비스 설계 및 구축 방법
보안
암호화 및 액세스 제어와
같은 내장 보안 기능을
제공하여 민감한 데이터를
보호
데이터 보호 및 엑세스 제어
실시간 모니터링
차량 성능 및 사용
데이터에 대한 실시간
모니터링을 제공하여
개발자가 발생하는 모든
문제를 신속하게 식별하고
해결
서비스 안정성과 성능 개선
데이터 분석
개발자가 차량 성능 및
고객 사용 패턴에 대한
통찰력을 얻는 데 도움이
되는 강력한 데이터 분석
도구로 활용
성능 최적화/요구사항 충족
C O N N E C T E D M O B I L I T Y , !

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.

52. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
HL Mando Connected Mobility Platform
MCM(Mando Connected Mobility) Platform
In-Vehicle Cloud
Data Lake MLOps AIML
Data
Consumers
IoT Web/Apps
Vehicle
Apps
Cloud/On-Premise
Kubeflow
Kubernetes
CICD
MLOps
Connectivity
Cyber
Add-On
AI/ML
AIoT
(Opt.) Adaptive AUTOSAR
OS (Linux, QNX etc.)
Device

53. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
H L M A N D O – A W S
MCM Platform
Automotive Tier1
IoT &
Global Top Cloud Provider
(Chassis), (ASDA)
Global Automotive
Automotive
Cloud
Top Cloud Provider
Connected Mobility IoT
OEM
1
0
0
1
1
1
MiCOSA®

54. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
- “Mobility” Solution
Copyright 2023 HL Mando Corporation. All rights reserved.

55. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
▪ SW,
▪
▪ One Team

56. © 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
감사합니다
© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.