Post on 31-Oct-2020
AVL ITS Europe
Public
AVL Lab Management & Data IntelligenceData Management accross all environments,all parameters and models and for full life cycle
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 2Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 3Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
Lab Planning
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 4Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
Test Execution
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 5Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
Live Monitoring
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 6Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
Data Backbone
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 7Public
AVL Santorin MX 2™A FLEXIBLE SOLUTION
MXauto
mateAutomated Data processing
Combining data management with server-based data processing to convert measurements into results
MXin
tegra
teData IntegrateMixed Mode Integration and harmonization of different and heterogeneous data sources
MXvie
w
Data view/Data accessStructured view, quick searchand data exploration.Access via ASAM-ODS interface.
MXadm
nin
istr
ate
System AdministrationAdvanced system administrationcombined with data lifecyclemanagement
EngineTesting
E-MotorTesting
BatteryTesting
HiLTesting
CDTesting
SANTORINHOST
3rd partyintegration
PTTesting
PEMSData
LAB DATA MANAGEMENT
Additional measurement data - e.g.:• INCA recorders• Canape recorders• Indicating data
Environment C
Environment B
Environment A
Administrator
ASCII XLSX MATLAB
ExportAnalyze
ASAM-ODS interface A
SAM
-O
DS
Data Interface
ASAM
tool
CONCERTO
3rd party tool
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 8Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
Calibration Data Management
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 10Public
How to ensure data correctness,consistency and quality …
… across all xCU domains
… across ~500 vehicle variants
… for ~60K labels per variant
… in the whole team
… during the whole calibration project
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 11Public
One data management solution …
… for all domains:
▪ Engine Calibration
▪ Transmission Calibration
▪ Chassis Calibration
▪ Brake Calibration
▪ ADAS Calibration
▪ E-Motor Calibration
▪ Battery Calibration
▪ Steering Calibration
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 12Public
AVL CRETA 5™ : Key elements
Process Work-flow Support
ResponsibilityManagement
Conflict Free Data Merging
CollaborationReporting andDocumentation
ExtensibilityTraceability and
VersioningProject Status
ControlKnow How
ManagementQualitative
Metrics
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 13Public
AVL CRETA 5™ : Web client
Web access to calibration data for all teams involved in testing
Simple search and download of calibration datasets for any testing purpose
Clear structuring of results based on attributes like emission level, build type and power ratings
No CRETA Client installation needed – accessible from any web based device
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 14Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
Data Analysis
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 15Public
AVL CONCERTO 5™
CONCERTO is the generic data processing platform for visualization, analyzing and reporting many measured and simulated data types. It carries application packages that address application specific tasks.• Strong connected to data
management systems• High degree of automation
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 16Public
Harmonization
Harmonize data from different source, with channel names and units.
Standardization
Standardize the analysis and reporting of data based on diagrams, layouts and work environments
Applications
Enhance the platform with off the shelf applications or create your own for specific tasks and needs.
Quick and Easy Data Search
Search the data quick and easily independent of location, on the server or on the local harddisk.
Intuitive Calculations
Enhance the data with calculations, which can be parametrized interactively
Fully Automated Evaluations
Automation of data processing through scripting and integration of 3rd party agorithms.
ONE PLATFORM
Interactive Editing and Reporting
No separation between diagram design and visualization or reporting.
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 17Public
New Features
Scripting with PythonModern and open scripting languagefor more computation power
FMU Model SupportFormulas and Scripts using FMU Modelsfor model validation, comparisons and front loading
Data Indexing & Search ServiceAutomatic and continuous data indexingfor fast and always up to date search results
Concerto Automation ServiceREST based Service for reliablejob scheduling and execution
Simulation ExtensionsSimulink blocks and Model.ConnectInterface for seamless front loading applications
Excel Integration ServiceExcel Addons and script functionsfor integrated and traceable reporting
CAMEO 4™ - CONCERTO 5™ Interfacefor powerful reporting and processing during testruns
SANTORIN MX 2™ - AutomateServer based data evaluations andprocessing for increased performanceand higher standarization
… and many more Usability and Functional Improvements
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 18Public
Fully automated server based data processing
EngineTesting
E-MotorTesting
BatteryTesting
HiLTesting
PTTesting
CDTesting
SANTORINHOST
3rd partyintegration
PTTesting SANTORIN MX 2™ - Integrate
Integration and harmonization of heterogeneous data sources
SANTORIN MX 2™ - AutomateStandardization and simplification with server-based data export. Full integrated AVL CONCERTO 5™ -Server version for efficient data processing and reporting.
SANTORIN MX 2™ - ViewStructured view, quick search and filter options with AVL SANTORIN MX – Navigator or AVL CONCERTO 5™
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 19Public
Use Cases an Applications
Automated generation of
legislative Reports for
InUseMeasurements
Homologation and
Certification Reports for AVL
iGem 2 ™ Emission
measurements
Automated daily test point
reports for engine and
chassis dyno applications
Calibration reports and
automated pre calibration for vehicle ECU calibration.
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 20Public
The added value
One integrated solution for automation and standardization of calculations, evaluations and reports
• Central location of Apps and scripts for easy and seamless distribution and traceability
• Seamless assessment of new legislative regulations for new and existing data
• Efficient transformation of all relevant data into decision relevant information at creation time
• Highest possible time saving by parallel execution of long lasting tasks
• Open up report generation and data evaluation to new user groups by predefined evaluation types
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 21Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
PEMS Data Management
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 22Public
AVL PEMS Data Management Solution™The AVL solution for next level RDE testing and certification
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 23Public
AVL PEMS Data Management Solution™
Our solution makes sure, that RDE testing can be done in the most automated way possible.
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 24Public
AVL PEMS Data Management SolutionTM
Efficient RDE testing
The increasing need of RDE testing tasks leads to process and data challenges:
How can I ensure efficient and seamless processes?
Is my vehicle and test configuration data correct?
Is my driving RDE compliant and future-proof?
How can I manage and trace my data after the test?
How to evaluate fleet data statistically?
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 25Public
AVL M.O.V.E
AVL PEMS Data Management SolutionTM
Current RDE Workflow
Offline Corporate networkCorporate network
Test Coordinator
Critical interfaces
Users
Tasks
In
frastr
uctu
e
Test Request
RDE Test Coordination
Test Preparation
RDE Test Execution
Data Check + Transfer
Test Evaluation
Data Storage + Analytics
Engineers EngineersTest Coordinator Setup Team Driver
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 26Public
AVL PEMS Data Management SolutionTM
AVL Solution
Test Coordinator
Critical interfaces
Users
tasks
Test Request
RDE Test Coordination
Test Preparation
RDE Test Execution
Data Check + Transfer
Test Evaluation
Data Storage + Analytics
Engineers EngineersTest Coordinator Setup Team Driver
AVL PEMS DATA MANAGEMENT SOLUTION
ConcertoTest
Coordinator
AV
L P
EM
S D
MS
AVL M.O.V.E Santorin MX+ Concerto M.O.V.E
+ Concerto RDE Analytics
Clear and tracableinterfaces
AVL TFMS
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 27Public
AVL PEMS Data Management SolutionTM
PEMS Data Value Chain
Engineers Lab Manager Setup Team Engineers
Test OrderTest
planningTest
preparationRDE Test
Data Check + Transfer
RDE Post processing
Data Analysis
Test operator Lab Manager
Meta dataECU datasets + SWConfig filesPEMS calibration protocols
Setup picturesPEMS measurement iFilesECU measurements (INCA)Span gas informationPre- / post test dataAdditional meta data (RDE 4)
Post Processing parametersEvaluated resultsPDF reportsSubmission documentsATFX for data base importMulti test comparisonStatistical evaluations
Users
tasks
PEM
S D
ata
Data
Valu
e
Test preparation + execution Test analysisTest planning
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 28Public
AVL PEMS Data Management SolutionTM
The Technical Workflow
Electronic Test
Order CONFIG
Engineers
MX 2
PEMS Measurement
Data
• Vehicle (VIN)• Driver• PEMS
• Device• Setup• …
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 29Public
Lab Management and Data Intelligence
Integration of Automotive Test & Process Data
Data Warehousing & Life Cycle Management
Data Processing & Enrichment, Calibration
Data Exploration & Advanced Analytics
Lab Data. Calibration Data. Workflows. Lifecycle. Analytics.
Big Data Analytics
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 30Public
BIG DATA ANALYTICSFor Automotive Engineers
Big Data for Automotive Engineers
✓ No need to learn distributed computing
▪ Easily run existing code in parallel
✓ Bespoke for Automotive Data
▪ Easily work with automotive data formats (MDF, …)
▪ Data cleansing
▪ Rich set of data objects and methods for time series, traces and objects (ADAS)
✓ Open Architecture
▪ Easily employ any modern data science and machine learning framework
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 31Public
• Analyze usage and environmental conditions from existing data
• Elimination of extreme driving behaviors
• Select and export representative driving cycles
BIG DATA ANALYTICS Example: Usage Space Analysis
1. Data Collection 2. Usage Space Analysis 3. Detect representative driving cycles
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 32Public
Where does the data for DaSense comefrom?
Data –
generated in testfactory
Optimize
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 33Public
Where does the data for DaSense comefrom?
Data –
Generated in testfactory
Data –
Generated by test vehicles
Optimize Analyze
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 34Public
Where does the data for DaSense comefrom?
Data –
Generated by Connected CarsPredict
Data –
Generated in testfactory
Data –
Generated by test vehicles
Optimize Analyze
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 35Public
Where does the data for DaSense come from?
Data –
Generated in End-of-Line Test
Data –
Generated by Connected Cars
Data –
Generated in testfactory
Data –
Generated by test vehicles
Predict
Optimize Analyze
Anomalies
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 36Public
Where does the data for DaSense come from?
Data –
Generated in End-of-Line Test
Data –
Generated by Connected Cars
Data –
Generated in testfactory
Data –
Generated by test vehicles
Predict
Optimize Analyze
Anomalies
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 37Public
Where does the data for DaSense comefrom?
Data –
Generated in End-of-Line Test
Data –
Generated by Connected Cars
Data –
Generated in testfactory
Data –
Generated by test vehicles
UK PDiM MTC, Ansty Park, Coventry | 13 June 2019 | 38Public
BIG DATA ANALYTICSNorCom DaSense