Initial Experience for the Verification of Vehicle Models ... · Initial Experience for the...
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Initial Experience for the Verification of Vehicle Models according to EN14363: 2016 Annex T
University of Applied Sciences BielefeldInstitute of System Dynamics and MechatronicsWorkgroup Railway Vehicles
2nd SIMULIA European Multibody Simulation UGM7th November 2017
Prof. Dr.-Ing. Rolf NaumannChristian Mallwitz, B.Eng.Sönke Lück, M.Sc.
Stephan Behringer, M.Sc.
DB Systemtechnik GmbHI.T-IVP 23 (1)Minden
2Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
1. Introduction
2. Overview EN 14363 Annex T
3. MBS-Model of locomotive BR120
4. Validation Process
5. First Conclusion and Future Work
Content of presentation
3Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
1. Introduction
Simulation can often be used in the context of the homologation testing process
• Reduction of the number of test variants• Reduction of testing times,• Increasing the probability of successful proof,• Increasing the security of critical questions.
• Reduction of costs:
If the modelling process and the use of the simulation takes place in the design phase for other questions (crosswind, proof of derailment safety, comfort calculations, strength requirements, etc.), a reduction of the costs is to be expected.
If the modelling process and simulation is only for the proof of the testing a cost reduction is not necessarily to be expected
The biggest challenge is the validation of the simulation models
4Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
1. Introduction
• New validation method for simulation models for railway vehicles developed within the EU projectDynoTRAIN (2013)
• Models used in numerical simulations must be validated by comparison with on-track test results
Aspects of the EN14363 Annex T:
• Use of experimental data from the normal measuring method with measuring wheelsets
• Definition of the
• data to be compared
• minimum number of evaluation points
• data filtering
in accordance with the evaluation of the measured data.
• Calculation of the mean values and standard deviation of the differences between simulation and measurement
• Assessment by comparison with defined validation limits
• At least 3 sections for each of the 4 test sections (12 sections in total) should be examined• Length of sections of curves and straight track line must be at least equal to the measured
sections
5Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
1. Introduction
Validation should include the following:
• Sufficiently detailed modelling of relevant design data with regard to vehicle dynamics
• Test results for the modeled vehicle that can be used for model validation, including
• Time courses of measured data in digital form
• Tests and data should include a representative range of track conditions, curves, cant deficiency, speed and contact conditions
• Sufficiently exact track data of the original test track
If there is no complete data set available an estimation of the error influence must be drawn up and, if necessary, the scope of application is to be restricted!
When using numerical simulations for a vehicle under different conditions (eg. empty, laden, air spring operation, emergency spring operation, etc.), individual models must be validated for each condition.
Two validation methods are available
6Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
2. Overview EN 14363 Annex T
• EN 14363-2016 Annex T simulation of on-track tests
• Validation against static, quasi-static and dynamic tests
Method 1: (“previous conventional method”)
• Comparison of selected tests with simulation results
• Assessment by expert
Method 2: ("mathematical comparison")
• Simulation of defined configurations (tests) and evaluation with mathematical methods (max values, statistics)
• Comparison with tests
• No assessment by expert necessary
7Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
2. Overview EN 14363 Annex TSource: Polach, O.: Validierung der Simulationsmodelle für die fahrtechnische Zulassung [3]
Definition Validation: It has to be proven that the simulation model simulates the examined physical tests with sufficient accuracy.
Problematic: what does " sufficient accuracy " mean? How is this judged? Which methods are available?
Selection of a representative number of test configurations to test the entire scope of the simulation model.
Method 1: required and recommended tests defined (own decision)
Method 2: Test and simulations are precisely defined
Simulation of the test configurationsMethod 1: Recommended inputs and boundary conditions
Method 2: (sufficiently) precisely defined
Assessment of the comparison between measurement and simulation results
Method 1: Limits values for deviations defined for a small amount of values, otherwise not specified.
Method 2: Exactly describes the assessment method and limit values
8Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
2. Overview EN 14363 Annex T Method 2
Quantities to be assessed (Table T2):
Source [1]
9Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
2. Overview EN 14363 Annex T Method 2zu beurteilende Größen (Tabelle T2) Fortsetzung:
Source [1]
10Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
2. Overview EN 14363 Annex T Method 2
Evaluation of the relevant values for simulation SV
Measurement
sec. 1 sec. 2
Simulations
sec. 1 sec. 2
Evaluation of the relevant values for measurement MV
Source [3]
11Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
2. Overview EN 14363 Annex T Method 2
Multiplication with sign of MV
Berechnung Mittelwert und Standard-abweichung
Normalization with the validation limits
Calculation of differences DV
Source [3]
12Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
2. Overview EN 14363 Annex T Method 2
Validation result:
Standard deviation of all required valuesMean value of all required values
Successful validation if all values are less than 1!
Remark / Criticism of method 2:
• The dynamic behavior of the vehicle such as natural frequencies are not tested• Thus, an important property of the simulation model is not validated!
Source [3]
13Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
3.1 BR120 - Overview
History [6]:
- First mass-produced 3-phase current locomotive for DB
- First prototypes were produced in 1979
- Testing and proving finished in 1984
- Until 1989 DB received 60 BR120 from different suppliers
- Universal usage (passenger transport, heavy freight trains)
- Service perfomance in 2010: 17.000 km/month
Technical Data [7]:
- Length over buffer: 19.2 m
- Mass: 84 t
- Vmax: 200 km/h
- Tractive force at starting: 340 kN
14Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
3.2 BR120 - MBS-Model - Car Body
Wheelset 1,2Wheelset 3,4
Bogie 2 Bogie 1
Car Body
15Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
3.3 BR120 - MBS-Model - Bogie
Primary Suspension:
- Springs
- Damper
- Wheelbars
- Lift Lock / Fixed Stop
Secondary Suspension:
- Springs
- Damper
- Fixed Stop / Lateral Buffer
Traction Link:
16Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
3.4 BR120 - MBS-Model - Wheelsets
Wheelsets:
- Measured wheel profiles
- Measured rail profiles
- Left & right profile for every validation exercise
(averaged profiles)
- Rail track ballast force element
- Representing roadbed properties
17Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
4.1 Validation Exercise - Overview
Start: Uffenheim (95.3 km)
End: Ansbach (51.3 km)
Validation Exercises:
Exercise 1:
- Section of interest: 85.8 - 84.5 km
- Section with constant radius: 85.5 - 84.8 km
- Curve radius: 581 m
- Velocity: 110 km/h
- Test zone: 3
Source: Google Maps
3
18Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
4.2 Validation Exercise - Measured Data for Validation
BR120:
- Lateral & vertical wheel forces of bogie 1
- Lateral and vertical accelerations of car
body on top of bogie 1
Track:
- Track layout (.trm)
- Track irregularities (.tre)
- Averaged rail profiles (.prr)
19Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
4.3 Validation Exercise - Process & Results
Lts
Pre-processing / Simulation
Yjk Qjk ÿ*i z̈*i
Yjk Qjk ÿ*i z̈*i
Simulation Results
Test Run Results
Post-processing / Validation
Filter Low pass, Band pass, Sld mean
EvaluationMedian
0.15% / 99.85% PercentileRoot-Mean-Square
Defining Evaluation Section (Lts)
1 2 3
21 3
20Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
4.3 Validation Exercise - Process & Results
Difference SV, MV and
Transformation�� = (�� −��)
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Mean Value and
Standard Deviation
Normalization, Final Verification
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≤ 1;��,�.���.
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0
2
4
6
8
10
Section 1Section 2Section 3 Mean S. Dev.
Diffe
rence [
kN
]
Yqst
Right Wheel
Left Wheel
Mean
S. Dev.
1.84 0.56
21Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
5 Conclusion
- Model building process
� Technical drawings
� Data sheets
� First verification with stationary tests (no part of method 2)
o 150m curve
o Bogie rotation test
o Stationary vertical wheel forces
- First verification test according to method 2
� 581m curve
- The preparation of measuring data is complex (synchronization, resampling), an automatization of this process would be useful to increase efficiency
- First results are showing good coherence, adaption of model is still necessary
- Analysis of Different Validation Exercises from DynoTrain-Project
- Method 2 of EN14363 is suitable for automatization, if measured data is provided pre-processed
- The quality of verification, for using the model in framework of approval, can only be judged at the end of our project
22Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
Thank you for your attention!
Prof. Dr.-Ing. Rolf Naumann
Christian Mallwitz, B.Eng.
University of Applied Sciences Bielefeld
Institute of System Dynamics and Mechatronics
Workgroup Railway Vehicle
E-Mail: [email protected]
Interaktion 1
33619 Bielefeld
Germany
23Verification of Vehicle Models According to EN14363
Prof. Dr.-Ing. Rolf Naumann, Christian Mallwitz, B.Eng.
7th November 2017 · Braunschweig2nd SIMULIA European MBS UGM
[1] EN14363:2016 Bahnanwendungen – Versuche und Simulationen für die Zulassung der fahrtechnischen Eigenschaften von Eisenbahnfahrzeugen – Fahrverhalten und stationäre Versuche; Deutsche Fassung EN 14363:2016
[2] EN14363:2013 Bahnanwendungen – Zulassungsprozess bezüglich der fahrtechnischen Eigenschaften von Eisenbahnfahrzeugen – Prüfung des Fahrverhaltens und stationäre Versuche; Deutsche Fassung prEn14363:2013
[3] Polach, O.: Validierung der Simulationsmodelle für die fahrtechnische Zulassung, aus: Fahrzeuge Rolling Stck, ZEVRail 140 (2016) 6-7 Juni-Juli, S.222 – 226.
[4] Mongiardini, M.; Malcom, H. Ray; Anghileri, M.: Development of a Software for the Comparison of CurvesDuring the Verification and Validation of Numerical Models, Italy, 7th European LS-Dyna Conference, 14th – 15th May, 2009, Salzburg.
[5] Polach, O. et. al.: Validation of simulation models in the context of railway vehicle acceptance, aus: Proceedings of the Institution of Mechanical Engineers / Part F, Journal of rail and rapid transit, Band 229, 6, S. 729 – 754, London, 2015.
[6] Kratochwille, R.: Description class BR120, DB-Systemtechnik GmbH, 2010.
[7] DB-Systemtechnik GmbH: Hauptdaten der Lok BR 120, interner Bericht.
Literature