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Embedded Systems and Design & Development - Feb 9, 2026 | Morning | VisionAstraa EV Academy

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Key takeaways

Technology

Embedded Systems & Design — VisionAstraa EV Academy (Feb 9, 2026 morning session)

Scope

  • Instructor-led technical lecture covering:
    • Battery fundamentals, pack design, and SOC estimation
    • BMS selection and troubleshooting
    • Motor and controller basics (embedded control)
    • Wiring harnesses and connectors
    • Charger fundamentals, topology, and selection
  • Evening session (hands-on) promised: connector mating, charger sockets, live charging demos, and practical troubleshooting.

Key technological concepts and product/feature guidance

1. Battery basics and pack design

  • Battery types
    • Primary (single-use) vs secondary (rechargeable).
    • Chemistry examples: lead-acid, gel, NMC (Li-ion), LFP.
  • Cell form factor/spec notation
    • Example: “18650” — 18 = diameter (mm), 650 = height (tenths of mm).
    • Manufacturers provide datasheets with voltages, capacities, internal resistance, cycle life.
  • Important per-cell voltages
    • Nominal, full-charge (cell max), cutoff (lower cutoff).
  • Pack construction
    • Build parallel sub-packs, then connect those in series to reach pack voltage.
    • Imbalance and missing-cell issues can cause pack health problems.
  • State-of-charge (SOC) estimation

    • Rough SOC from pack voltage relative to min/max:

      SOC = (Vpack − Vmin) / (Vmax − Vmin)

    • This is a coarse method; use cell/pack curves or coulomb counting for greater accuracy.


2. BMS (Battery Management System)

  • Selection criteria
    • Number of series cells (S count)
    • Current ratings based on C-rating
    • Cell balancing capability (active vs passive)
  • C-rating examples (class examples)
    • Discharge higher (example used: 3C)
    • Charging limited (example used: 0.2C)
  • Primary BMS functions
    • Cell voltage monitoring and balancing
    • Over-voltage / under-voltage / over-current protection
    • Charger disconnect when limits are reached
  • Troubleshooting notes
    • Instructor listed a finite set of pack/BMS faults; if monitored parameters read normal but pack won’t output, suspect BMS internal failure.
    • Example metric cited in subtitles (~0.009 V cell-to-cell difference) may be a transcription artifact — consult datasheets/vendor guidance for precise thresholds.

3. Cell balancing

  • Two approaches
    • Passive balancing (shunts): bleed energy from higher cells as heat
    • Active balancing: transfer energy between cells
  • Choice depends on application; active balancing is often preferred for performance and longevity.

4. Motors, sensors, and controllers (embedded integration)

  • Motor types
    • Mid-drive vs hub motor; internal structure and push-pull magnetic operation discussed.
  • Hall sensors
    • Detect rotor position (north polarity triggers output) and provide signals to MCU for commutation.
  • Controller hardware and operation
    • Microcontroller + MOSFETs: MCU reads Hall/torque/throttle inputs and switches MOSFET gates to drive three motor phases (e.g., yellow/green/blue).
  • Throttle
    • Variable-resistance input controlling motor current/acceleration (higher resistance → lower current initially).
  • Controller features
    • Ignition/key, speed sense/display, mode switching (high/low/reverse/parking/hill-hold), and multiple I/O pins for modes and sensors.

5. Wiring harness and connectors

  • Harness: integrated bundle of wires connecting vehicle subsystems.
  • Practical connector types and mating (male/female) to be demonstrated in the evening hands-on session.
  • Correct connector use is required for safe, maintainable installations.

6. Charger fundamentals and topology

  • Purpose
    • Convert AC mains to DC suitable for the battery pack; include safety, rectification, filtering, and regulation.
  • Typical charger block flow (as taught)
    • AC input → safety/protection (fuse, etc.) → rectifier → filter → (inverter/transformer step) → regulation → DC output to battery
  • Reason for DC→AC→transform→rectify step in some topologies
    • To reject line disturbances and create a stable regulated DC output for precise charging.
  • Safety hardware
    • Fuses and protections to prevent AC-side shorts if internal components fail.

7. Charging algorithms and profiles

  • Two main behaviors emphasized
    • CC (constant current) phase: charger supplies fixed current, pack voltage rises.
    • CV (constant voltage) phase: charger holds voltage at Vmax and current tapers/falls (top-off).
  • Common industry profile
    • CC followed by CV (CC-CV). Mismatched charger/battery chemistry targets produce undesirable outcomes.

8. Charger and BMS matching; chemistry compatibility

  • Voltage matching

    • Charger voltage must match pack full-charge voltage:

      Vcharger_max = Nseries × Vcell_full

    • Example: NMC full-charge ≈ 4.2 V per cell.

    • Charging current selection
    • Icharge_max = Ah × Ccharge (class example used Ccharge = 0.2C).
    • BMS discharge selection
    • Idischarge_max = Ah × Cdischarge (class example used 3C).
    • Chemistry differences
    • LFP nominal ≈ 3.2 V, full ≈ 3.6 V per cell (different from NMC).
    • Charging LFP with a charger set for higher NMC voltage risks BMS disconnects and is unsafe to rely on BMS alone.
    • Using an NMC charger on LFP will undercharge the LFP pack, reducing usable range.

9. Practical considerations and upcoming hands-on content

  • Evening session will include live demos:
    • Connector types and correct mating
    • Charger sockets and real-world charger behavior
    • Fast-charging techniques (pulse charging) and connector standards (some socket transcriptions were unclear)
  • Emphasis on being able to compute charger specs and BMS sizing quickly from pack Ah and series count.

Guides, tutorials, and takeaways

How to select a charger (workflow covered in class)

  1. Determine chemistry → cell full-charge voltage.
  2. Compute series count:
    • Nseries = Vpack_target / Vcell_nominal
    • Vcharger_max = Nseries × Vcell_full
  3. Choose charging current:
    • Icharge = Ah × Ccharge (class example Ccharge = 0.2C)
  4. Size BMS discharge capability:
    • Idischarge = Ah × Cdischarge (class example Cdischarge = 3C)

Other key takeaways

  • Simple SOC estimate from pack voltage using Vmin and Vmax.
  • Understand CC-CV charging phases and expected behavior.
  • Use a compatibility checklist for charger/BMS/chemistry matching; do not assume safety solely from BMS cutoffs.

Examples calculated in session

  • 60 V NMC, 40 Ah
    • 16S → Vfull = 16 × 4.2 = 67.2 V
    • Icharge_max = 40 Ah × 0.2C = 8 A
    • Idischarge_max = 40 Ah × 3C = 120 A
  • 60 V NMC, 26 Ah
    • Vfull = 67.2 V
    • Icharge_max = 26 Ah × 0.2 = 5.2 A
    • Idischarge_max = 26 Ah × 3 = 78 A
  • Other pack examples mentioned
    • 48 V (13S) → Vfull ≈ 54.6 V
    • 72 V (20S) → Vfull ≈ 84 V
    • 51.2 V (14S) → Vfull ≈ 58.8 V
  • LFP example
    • 60 V LFP ≈ 19S → Vfull ≈ 68.4 V (reflects lower per-cell nominal/full voltages versus NMC)

Errors and subtitle artifacts (notes)

  • Some numeric terms and phrases were garbled in subtitles (e.g., “0.009” as acceptable cell difference — likely transcription error). Use datasheets/BMS vendor guidance for precise thresholds.
  • Connector/socket names (e.g., “type six/type five yav sockets”) were transcribed imperfectly; evening demo will clarify exact connector naming and standards.

Main speakers / sources

  • VisionAstraa EV Academy — session instructor (unnamed in subtitles, primary speaker)
  • Participant mention: “Makala” (thanked during discussion)

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