EV Battery Pack Design & Validation

Battery pack design, simulation, and thermal validation for electric two-wheelers

Overview
While working as a lead of battery team, I designed, validated, prototypted and tested a ~1.8 kWh lithium-ion battery pack for electric mobility applications as an early engineer at an EV startup, Ebolt Mobility. The project emphasized mechanical design, thermal management, and simulation-driven decision making for reliable operation in hot ambient conditions. The battery system was developed as a single modular unit, iterated through simulation and prototype cycles.

Rendered Battery Pack

Exploded view of the modular battery pack.

Pack Configuration & Key Specifications
The battery pack was designed to meet vehicle-level energy and power requirements while remaining manufacturable and serviceable.

  • Energy Capacity: ~1.8 kWh
  • Configuration: 14S6P lithium-ion pack
  • Nominal Voltage: ~50 V
  • Continuous / Peak Discharge: ~30 A / up to ~90 A
  • Form Factor: Single modular aluminum enclosure

These parameters guided decisions related to bus-bar sizing, airflow design, and enclosure stiffness.


Mechanical & Electrical Architecture
The internal architecture was driven by packaging constraints, airflow paths, and structural strength, rather than purely electrical considerations.

  • Aluminum enclosure designed for vehicle mounting and environmental sealing
  • Parallel-grouped cell layout promoting uniform heat distribution.
  • Nickel strip bus bars optimized for current sharing and weld reliability
  • Fine tuned inter-cell spacing to balance thermal dissipation and volumetric efficiency

Thermal Management Design
Thermal performance was a primary design driver due to high ambient temperatures at Terai belt of Nepal and sustained discharge operation in hilly terrain of Nepal.

  • Integrated forced-air cooling strategy channeled from vehicle chassis.
  • Evaluated airflow paths and inlet velocity effects on temperature rise.
  • Investigated immersion cooling at a concept and feasibility level.
    Design decisions were supported by quantitative thermal analysis.

Simulation-Driven Design & Validation (ANSYS)
Extensive multi-physics simulations were conducted to guide design iteration and reduce physical prototyping cycles.The cell-level models were developed using HTTP test, and pack level model was built in ANSYS Fluent as a reduced order model.

  • Thermal CFD:
    • Effect of inter-cell spacing on peak temperature
    • Airflow velocity vs temperature rise and cooling saturation
    • Influence of thermal interface materials on maximum cell temperature
  • Electro-Thermal Analysis:
    • Bus-bar current density and Joule heating under continuous load
    • Identification and mitigation of localized terminal heating
  • Structural Analysis:
    • Drop-test (handling abuse) simulations
    • Stress concentration assessment of enclosure and end plates
Thermal Simulation Thermal Simulation Thermal Simulation
Thermo-electric simulation results showing temperature distribution

Simulation results directly informed geometry refinement, material selection, and internal layout.


Prototypes & Iteration
Final modular design was reached through multiple prototype cycles, and space constraints. Initial version informed later versions in terms of assembly ease and thermal performance.

Battery Pack Prototype V1 Battery Pack Testing Setup Battery Pack Testing Setup
Early designs of battery pack tested through simulation and prototyping.

Safety & System Integration

  • Integrated BMS-based electrical protection and temperature sensing
  • Enclosure designed for IP 67 -rated environmental protection
  • Mechanical protection like pressure relief valves for safety during thermal events

Outcome & Impact
Delivered a simulation-validated battery pack design with improved thermal temperature achieving 52 degree C at 80% duty cycle of continuous operation in 38 degree C ambient. The prototype was successfully tested with powertrain integration.


Tools & Skills
ANSYS (Thermal CFD, Structural, Electro-Thermal) · Battery pack mechanical design · Thermal validation · EV systems engineering