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ika-Meetup: E-Mobility
Herzlich Willkommen !
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by
High-voltage battery systems
Challenges and opportunities for automotive suppliers
Alexander Busse
fka GmbH
19.03.2020
ika-Meetup: E-Mobility
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Challenges and opportunities for automotive suppliers
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ika-Meetup: E-Mobility
Vortrag
sponsored
by
High-voltage battery systems
Challenges and opportunities for automotive suppliers
Alexander Busse
fka GmbH
19.03.2020
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 6
High-Voltage Battery Systems in Vehicles
Challenges and Opportunities for Automotive Suppliers
Alexander Busse, Aachen, March 19th
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 7
fka GmbH
Overview
Basic Data
Founded in 1981 as a spin-off from the Institute for Automotive Engineering (ika) of RWTH Aachen
University
Together with co-operation partner ika access to a total staff of approx. 470 employees
Project structure
55% Advanced engineering
20% Serial vehicle development
25% Future development and others
References
Automotive customers from Europe, USA and Asia
OEM and suppliers
Public funded research
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 8
fka GmbH
Developing tomorrows mobility
STRATEGY & CONSULTING
VEHICLE CONCEPTS
CHASSIS & ACOUSTICS
BODY
DRIVETRAIN & THERMAL MANAGEMENT
ELECTRICS / ELECTRONICS
AUTOMATED DRIVING
USER EXPERIENCE
Our holistic approach and unique infrastructure for
simulation, testing and evaluation allows us to see the
big picture and be your specialist for details at the same
time.
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 9
Introduction and Motivation
Global Market Relevance of PHEV and BEV
0
10
20
30
40
50
203020252018Ann
ua
l P
HE
V+
BE
V n
ew
regis
tration
s
[mill
ion u
nits]
2.0
12.5
24.522.6
43.4
CAGR: +23%
CAGR: +29%
New Policies-Szenario
EV30-Szenario
»Massive increase in the importance of PHEV and BEV by 2030, regardless of the assumed scenario
■ Annual average growth rate 23-29 %
■ At EUR 120/kWh and Ø 40 kWh (incl. PHEV) per vehicle in 2025: market of EUR 60-120 billion
Source: [IEA19]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 10
Introduction and Motivation
Schematic Structure of a HV Battery System
Battery Cell
Battery tray
Top cover
Cooling system/
Thermal
management
Lattice
reinforcement
Battery frame
Floor/
Underbody
protection
Battery Electric Vehicle
Battery housing & peripherals
Battery
Module
Lithium-IonLithium Sulphur
Modular
battery system
Stand-alone
Module
Pouch
Cylindrical
Prismatic
Solid State…
Battery
System
FOCUS
Cell Chemistry
Cell types
Module configuration
Sources: [DEU12], Image source: Audi1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 11
FOCUS
Introduction and Motivation
Positioning of Companies in the Value Chain (Examples)
» Supplier activities especially in battery case production
»Numerous metal forming companies, but also pure material producers who want to increase their added value
»Question about the future material mix is of crucial importance for suppliers and OEMs
Case &
System
Manu-
facturing
Cell
Production
Module
Production
Vehicle-
Integration
Use
End of Life
Second Life
Recycling
Sources: [BER18]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 12
Agenda
Introduction and Motivation
Requirements and Development Trends of HV Battery Systems
Lightweight Design
Thermal Management
Conclusion and Strategic Implications
1
2
3
4
5
Guiding Questions
Which materials are most suitable for certain components of the battery system?
What are the strategic implications for suppliers?
2
1 2 3 4 5
Steel Aluminum
CFRP
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 13
Requirements and Development Trends of HV Battery Systems
Requirements of different Stakeholders
Durability of housing,
electronics and
modules
Good
driving
performance
High
Range
Less
environmental
footprint
Less
resource input
Manufacturability
tightness &
corrosion
protection
Structural
safety
Fire protection
and thermal safety
Electrical
safety
Price / Costs
SafetyMobility
Experience
Efficiency
Low
charging
time
High
charging comfort
Structural
vehicle-
integration
End
Customer
Society
Industry
Highest safety level, without
limit the mobility experience
1 2 3 4 5
Legislation
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 14
So far: Conversion Design (e.g. e-Golf)
Battery system
Electric MotorPower Electronics ChargerElectric Motor
Battery system
ChargerPower Electronics
x
y
x
y
Requirements and Development Trends of HV Battery Systems
From Conversion to Purpose Design and Implications
Today: Purpose Design (e.g. VW MEB)
» Separated topology of the system by retrofitting into
existing package
» Utilization of vehicle tunnel and rear, otherwise
inhomogeneous design by fitting into the vehicle
» Simple geometry (rectangle) between axes
» Length-scalable in modular system with wheelbase
» Comparable approaches between different cell types,
materials, OEMs and suppliers?
Image source: VW1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 15
Tesla Model S / XChevrolet Bolt / Opel Ampera-e
Requirements and Development Trends of HV Battery Systems
Comparable Designs despite different Framework Conditions
60 kWh
Reinforcement structure Reinforcement structure
75-100kWh
» Materials used:
■ floor, tray: steel
■ Top cover: SMC (fiber composite
plastic)
» Architecture:
■ Reinforcement: longitudinal and
lateral beams
■ Tray: deep-drawn
■ No frame
■ Floor: Single tray
» Materials used:
■ Floor / Frame: aluminum
■ Top Cover: steel
» Architecture:
■ Reinforcements: Lateral beams,
one longitudinal beam
■ No tray
■ Frame: Extruded
aluminum profiles
■ Floor: Single sheet with titanium reinforcement
Image sources: Opel, Tesla1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 16
Agenda
Introduction and Motivation
Requirements and Development Trends of HV Battery Systems
Lightweight Design
Thermal Management
Conclusion and Strategic Implications
1
2
3
4
5
3
Steel Aluminum
CFRP
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 17
Durability of housing,
electronics and
modules
Good
driving
performance
High
Range
Less
environmental
footprint
Less
resource input
Manufacturability
tightness &
corrosion
protection
Structural
safety
Fire protection
and thermal safety
Electrical
safety
Price / Costs
SafetyMobility
Experience
Efficiency
Low
charging
time
High
charging comfort
Structural
vehicle-
integration
End
Customer
Society
Legislation
Industry
Highest safety level, without
limit the mobility experience
Safe
and more
efficient
Lightweight
Design
Lightweight Design
Requirements addressed by Lightweight Construction
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 18
"Thermal Runaway"
Area "Safe Lightweight Design“
Motivation for high Safety Requirements
Boeing 787 "Dreamliner" Tesla Model S
"Thermal Propagation"
Trigger HeatInternal cell
Reactions
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 19
Area "Safe Lightweight Design“
Motivation for high Safety Requirements
Sources: [AFS17] [FIN19] [HAM19]
[HEU12]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 20
Area "Safe Lightweight Design“
Mechanical Protection - Example Pile Crush
Fx = Fy = 100 kN
rPole = 75 mm
F
F
Top view
y
xz
Side view
Frame construction
Tub construction
Longitu
dinal
beams
Cross
beams
Frame
x
y z
FMulti-chamber-
profile
Profile deformation
critical!
Module
Crush according to GB/T 31467.3
Sources: [MAS19]
z
y xz
y x
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 21
Lightweight Design - Analytical Consideration of the Profile
Stiffness: Assumptions
» Exclusively elastic range
» Cross beams of the battery case form only supports
» Weight balance support bearing
» External dimensions (design space) identical
» No consideration of the joining technology
MaterialsAluminum
CFRP
(isotropic)
𝑙
2
𝑙
𝐹
𝐹
2
𝐹
2
3𝐻
𝐻
𝑡2
2 ∙ 𝑡1
𝑡1
𝐵
Material CP-K
900Y1180TEN AW-7108
HM/EP, 𝜑 = 60%[25 50 25]
Manufacturing Roll forming Extrusion Wrap/glue
Young's modulus [N/mm²] 210.000 70.000 94.000
Yield strength 𝑹𝒑 𝟎,𝟐 [N/mm²] 900 320 linear-elastic
Tensile strength 𝑹𝒎 [N/mm²] 1.180 360 780
tmin [mm] | ratio t1/t2 1,6 | 1 2 | x > 1 1 | x > 1
Density 𝜌 [kg/m³] 7.800 2.700 1.600
Steel
x
z
y
A A
A-A
Sources: [CHA15] [DUB05] [MAS19]
[NED20] [THY20] [UNC15]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 22
Lightweight Design
Analytical Consideration of the Profile Stiffness: Results
» Deflection
» Area moment of
inertia:
Rectangle
» Area moment of
inertia
Profile
3𝐻
𝐻
𝑡2
2 ∙ 𝑡1
𝑡1
𝐵
𝐹
x
z
y
𝑓𝑦 =𝐹 ∙ 𝑙
48 ∙ 𝐸 ∙ 𝐼𝑧
AluminumCFRP
(isotropic)Steel
𝐼𝑍 =𝐻 ∙ 𝐵³
12
𝐼𝑍 = 3 ∙𝐻 ∙ 𝐵3 − (𝐻 − 2 ∙ 𝑡2) ∙ (𝐵 − 2 ∙ 𝑡1)
3
12
» Lightweight advantage of aluminum much less than expected
» Concrete result depending on geometry (b, h, d)
» Degree of freedom / material limitations to be observed
■ e.g. high design freedom for aluminum extrusions
■ e.g. non-isotropic, fiber-suitable CFRP construction
𝑙
2
𝑙
𝐹
𝐹
2
𝐹
2
Sources: [DUB05]
t2 [mm] 1,6 9,6 6,3
fy [mm] 3,2
mProfile [kg] 3,25 2,99 1,64
∆mProfile [%] - 8 % 65 %
1 2 3 4 5
F [kN] 100
l [mm] 500
B [mm] 60
H [mm] 30
t1 [mm] 1,6 2 1
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 23
Lightweight Design
Simulative Consideration of the Profile: Results
t=2.5mm
Weight: 1.77 kg
∆mProfile: 14%
t=1mm
Weight: 2.05 kg
AluminumSteel
Material: 6082T6
Material: CP1000
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 24
Lightweight Design
Background Life Cycle Assessment (LCA) - Cradle to Grave
(CO2)
Life
Cycle
Assessment
Emissions "Cradle to Gate"
Raw material mining
Component production
Vehicle assembly
Production
Utilization
"Cradle to grave"
Production
+ Utilization
- Recycling
=Total balance
sheet
GWP [kg CO2e]
Emissions "Well-to-Wheel"
Well-to-Tank: Fuel & power supply
Tank-to-Wheel: Vehicle emissions
Emissions "End-of-life" / "grave"
Disassembly
Reutilization
Credit notes possible
Recovery
Sources: [VOL20]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 25
Lightweight Design
Comparative CO2-LCA for the battery box frame
0
200
400
600
800
GW
P [
kg
CO
2e]
207
103
35 275
AluminumCFRP
(isotropic)Steel
Electricity
mix
(=const.)
0
200
400
600
800
GW
P [
kg
CO
2e]
3410103 79
449190
544
285
218 9 110117
644
10410
529
5 10
339 354
» In the production of (primary) materials, steel has a massive advantage over Al and CFRP in the German electricity mix
» Steel loses the GWP advantage if the production of aluminum is almost exclusively based on renewable energy
» With a GWP of cell production of ca. 75 kg CO2e/kWh, the share of the case is low but significant (> 10 %)
Balance sheet for frames
(14 x partial profile)
Potential:
Reduction down to < 10
Potential:
Reduction down to < 120
Positive emissions
Potential:
CFRP Recycling
m = 45.5 kg m = 41.9 kg m = 23.0 kg
Sources: [NN19] [IVL19]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 26
Introduction and Motivation
Requirements and Development Trends of HV Battery Systems
Lightweight Design
Thermal Management
Conclusion and Strategic Implications
1
2
3
4
5
4
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 27
Requirements and Development Trends of HV Battery Systems
Requirements of different Stakeholders
Durability of housing,
electronics and
modules
Good
driving
performance
High
Range
Less
environmental
footprint
Less
resource input
Manufacturability
tightness &
corrosion
protection
Structural
safety
Fire protection
and thermal safety
Electrical
safety
Price / Costs
SafetyMobility
Experience
Efficiency
Low
charging
time
High
charging comfort
Structural
vehicle-
integration
End
customer
Society
Legislation
Industry
Performant
Thermal-
management
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 28
Thermal Management
Impact of Thermal Management on Customer Satisfaction
^Image source: YouTube1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 29
Thermal Management
Design Criteria for the Thermal Management System
Customer Requirements
» Fast charging (low charging
time), high continuous driving
load
■ High durability
■ High availability of power
» Everyday use
■ Recuperation
■ Availability at frost
»General conditions
Limitations
» Irreversible cell degradation at too high
temperature lower battery capacity
■ ∆Tavg = +10 K
Service life reduced by up to 50 %
■ Homogeneous aging
Same internal resistance
» Very high internal resistance at T < 0°C
» Battery performance increases with
temperature
■ Above 50°C, however, hazard of thermal
runaway
» Lowest possible pump capacity to reduce
costs
Design Targets
» 20°C < Toptimal < 40°C
» ∆Tin cell < 5…10 K
» ∆ Tintercell < 5 K
» Tmin > 0°C if possible
» Toptimal > 20°C
» Tmax < ~50°C
» Pressure drop ∆p min
(= poutlet - pinlet)
Sources: [KOR13] [ISI13] [KOR18]
[MEU11]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 30
Heat of Reaction
Thermal Management
Heat balance of the battery cell
ሶ𝑄𝐽𝑜𝑢𝑙𝑒 = 𝑖² ∙ 𝑅𝑖𝑛𝑡
ሶ𝑄𝑅𝑒𝑎𝑘 = 𝑖 ∙ 𝑇𝑖𝑛𝑡 ∙𝜕𝑈𝑜𝑐𝜕𝑇𝑖𝑛𝑡
Structure of Battery Cell Heat Generation Contact Points Heat Sink
Floor coolingFloor and
top cover cooling
Intercell cooling
with cooling plates
Intercell cooling
with meandering
Immersion-
cooling Pole cooling
i - amperage
Tint - Cell temperature
Uoc - open circuit voltage
with:
Joule Losses
i - amperage
Rint - Internal resistance
with:
> 0
or
< 0
Dominant Effect
Dominant Design
(exception: Tesla)
Sources: [BAE19] [HOP16] [WIE09]
[MEU11]
(charging) power:𝑃𝑐ℎ = 𝑖 ∙ 𝑈𝑐ℎwith: Uch - Charge voltage
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 31
Temperature-
conductivity
Battery system
Thermal Management
Relevant Design Parameters to met the Regulations
Pressure drop ↓ Heat transfer ↑
Dynamics ↑
in transient operation
Channel size
Flow velocity
Channel geometry
Volume flow
Quality of heat transfer
Wall thickness
Surface area [m²]
Pump capacityType and efficiency of the heat
sink
Sources: [BAE19] [HOP16] [WIE09]
[MEU11] [MAS19]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 32
Thermal Management
Comparison of heat transfer / wall thickness by Biot number
»Ratio of convective heat-
transition at the surface and
heat conduction in the solid state
■ α: Heat transfer coefficient at the surface the
flowing fluid
■ L: characteristic length of heat conduction in
the solid (e.g. wall thickness of the cold
plate)
■ λ: Thermal conductivity of the solid»With a cooling plate that is approximately 3 times thinner than
steel, a temperature field similar to that of aluminum can be
generated
»Mechanical strength is comparable
𝐵𝑖 =ൗ𝐿 𝜆
Τ1 𝛼=
𝛼∙𝐿
𝜆=
Thermal ResistivityHeat Transmission Resistance
; [−]
» Equal Biot Number and similar geometry with other
scales similar temperature fields
» Equal Biot Numbers for steel & aluminum
achievable?
𝐿
𝛼
Bio
tN
um
ber
Wall thickness of cooling plate [mm]
Definition Biot number
𝜆
0,00
0,02
0,04
0,06
0,08
0,0 0,5 1,0 1,5 2,0 2,5 3,0 3,5
Aluminum
Comparison St/Al with α = 2500 W
m2∙K
Steel
Sources: [BAE19] [THY20] [NED20]1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 33
Definition Thermal Diffusivity
Thermal Management
Comparison of Thermal Diffusivity
»Describes the temporal change of the spatial
distribution of temperature in the solid state due to
heat conduction as a result of a temperature
gradient
■ 𝜆: Thermal conductivity of the solid
■ 𝜌: Density
■ c: Heat capacity
a =𝜆
𝜌 ⋅ 𝑐=
Heat Conduction
Thermal Mass; [
mm2
s]
» Analogous to kinematic viscosity: Measure of the
"flow property" of the temperature through a solid
body in the unsteady state
■ The higher the thermal conductivity, the faster
the temperature propagation in the body
𝜌 [kg/m³] 7800 2700
𝜆 [W/m*K] 15 60 120 200
c [J/kg*K] 470 900
a [mm²/s] 4.1 16.4 49.4 82.3
Aluminum
Steel
Result Thermal Diffusivity
» Transient homogenization behavior of steel approx. min.
factor 3 (up to 20) worse than aluminum
Sources: [BAE19] [THY20]
[NED20]
Overall Conclusion Thermal Management
» Inherent disadvantages
» (Partial) compensation
makes economic sense?
Aluminum» State-of-the-art
» Another advantage:
production process
Steel
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 34
Introduction and Motivation
Requirements and Development Trends of HV Battery Systems
Lightweight Design
Thermal Management
Conclusion and Strategic Implications
1
2
3
4
55
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 35
Conclusion and Strategic Implications
Conclusion
» The battery system has a significant impact on overall vehicle requirements
» Lightweight design - Stiffness requirements
» The blanket assumption of lightweight construction potentials is useless,
the result is determined by the overall system, no clear preference
» Material and production-optimized design
» Steel offers limited geometrical freedom (bending / roll forming)
» Aluminum extrusions allow a high degree of design freedom
» Fiber-compatible design complex to make sensible use of CFRP
» Lightweight Design - LCA
» The impact of the battery case on CO2 lifecycle emissions is not negligible
and its relative importance continues to increase
» Thermal management
» Steel is basically suitable as a material for cooling plates in battery
systems, besides aluminum, but has inherent disadvantages
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 36
Conclusion and Strategic Implications
Strategic Implications
» Inductive Charging
» Integration of the receiver plate into the
battery housing?
» Second Life / Recycling
» Design for recycling?
» Second life
» Reutilization of the battery system
in stationary applications?
» Which components?
» General
■ As cell costs fall, the relative importance of the other
battery system for overall costs will continue to
increase
» Metal Forming Cluster
■ e.g.
■ Flexibility with regard to the choice of material,
requires broad know-how in the area of production
» Cluster "Metal Material Producers"
■ e.g.
■ Examine strategic opportunities for the forward
integration of value creation
■ Use of specific material advantages in own concepts
and optimization of the CO2 footprint
» Cluster "Alternative Materials Specialists
■ e.g.
■ Focus on niches with high margin potential
4490
~570
40 kWh
~ 1460 ~480
1 2 3 4 5
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 37
Battery System Development at fka GmbH
Process with three interacting layers
2.
Mechanical
Vibration
Acceleration
Deformation
Environment
Humidity, chemicals
Temperature, fire
Recycling
Electrics / Electronics
Charging, discharging
Short-circuit (internal/external)
EMC
Concept
System
Integration and
Validation
Full Vehicle
Testing
System
Specifications
Real Traffic
SOP
Requirements
& Use-cases
Component
Development
Idea
5.
4. Testing on system level
1. Scenario-based definition of requirements
(production, use-phase, repair & recycling)
Testing on vehicle level
Advanced testing
methods and infrastructureMulti-domain
battery system development
Multi-scale
simulation
Multi-parameter
optimisation
Deduction of specification on
system and component level
HiL testing
3. Holistic modeling,
simulation & optimisation
Battery-Management-System
Electrical Layout & connection
Thermal- Battery Layout
Mechanical Cell Integration
Benchmarking
[HIL17]
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 38
Battery System Development
Agile combination of Simulation and Tests
Database
Battery systems, EVs & regulations
Agile design & Concept
development
Development approach
Modelling the mechanical cell propertiesBlack box
approach
Test facilities
Component
testing
Acustic / climate
chamber Drop tower
Pedestrian
protection
Servo-hydraulic
bench
Crash facility
Outdoor
Crash facility
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 39
Battery System Development – Mechanical layer
Multi-Scale Modelling & Optimization of Batteries
Optimised battery integration by innovative protection systems and simulation tools
Battery concept & placement
• Reinforcement of battery
depending on position
Source: Gidas Database
Design Battery System Relevant load cases Cell tests FE Model (cell) Design validation
New concepts
Source: Ficosa
• Inflatable battery
protection structure
• Removable modules
Cell: Kokam 40 Ah pouch cell
Plastic strain battery cellsDeformed battery pack
Simulation
• Generation of cell
simulation model for full
vehicle simulation
Testing
• Identification of real life
loads
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 40
» Assessment of thermal requirements
» Conception of suited thermal management designs & virtual integration
» Parameter studies on geometrical design, influences of material choices, etc.
» Simulative studies on hydro-thermal behaviour under various boundary conditions,
e.g. fast-charging or high transient cycles
» Battery testing and simulation chamber
» Electrical and thermal characterization of battery systems
under various boundary conditions
» Development of BMS and thermal management systems
» Dimensions: 2m x 2.5m x 2.2m (w/d/h)
» Temperature range: -40 – 70°C
» 2 K/min transient response
» Voltage range: 10-1000 V, current range: ± 1000A
» Max power: +/- 400 kW
Simulative thermal management system design and assessment Testbench for prototype validation
Top, bottom and module integrated cooling concepts, ©voestalpine
Battery System Development – Thermal layer
Thermal System Design
© fka GmbH20nm0000.pptx
03/19/2020
Slide No. 41
fka GmbH
Steinbachstr. 7
52074 Aachen
Germany
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ika-Meetup: E-Mobility
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Elektrische Antriebsstränge auf dem Prüfstand
Spezielle Anforderungen an (HD)-Antriebsstrang-Prüfstände
Dipl.-Ing. Marc von Papen (AVL DEUTSCHLAND GmbH)
14.05.2020
Reinventing the wheel
Why the Silicon Valley is reinventing the automobile and if this can actually work
Christian Roth (fka Silicon Valley)
23.04.2020
Certainly Unknown
Application of Neural Network Uncertainties in Automated Driving
Daniel Bauer (Ford Research & Advanced Engineering Europe)
18.06.2020
ika-Meetup: E-Mobility
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ika-Meetup: E-Mobility
Damian Backes
Institut für Kraftfahrzeuge – RWTH Aachen University
Steinbachstraße 7
52074 Aachen
Tel.: +49 241 80 25420
Fax: +49 241 80 22147
www.ika.rwth-aachen.de/meetup
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