Why this platform targets EV battery packs — industry precedent and standard hierarchy
🏭
Industry Recommendation: EV Battery Pack Level
All major commercial second-life operators — Nissan 4R Energy, BMW i Second Life,
Volkswagen Hannover BESS (2.5 MWh), Renault Re-factory — assess and
repurpose at module or pack level without cell teardown. Cell teardown is expensive
($50–100/kWh extra labour), hazardous (HF electrolyte, thermal risk), voids certifications,
and is unnecessary for stationary BESS applications where pack-level performance matters.
The EU Battery Regulation 2023/1542 applies to battery packs ≥ 2 kWh.
IEC 62619:2022 safety requirements are pack-level. UL 9540A is system-level.
Pack level is the commercially correct scope.
Assessment Level Hierarchyindustry practice
Cell
R&D / Lab only
IEC 62660-1:2010
Module
Nissan 4R · Renault
IEC 62660-1 adapted
Pack ★
BMW · VW · Commercial BESS
IEC 62619 · EU 2023/1542
System
Grid / Utility BESS
IEC 62933 · UL 9540A
★ This platform operates at pack level. Cell-level ICA/DVA are derived non-invasively from pack terminal measurements at low C-rate (0.05–0.1C) — no disassembly required.
Standards Correctly Mapped to Level
Standard
Level
Applies to
IEC 62660-1:2010
Cell
SOH concept · 80% EOL · RUL definition
IEC 62660-2:2011
Cell
DCR / HPPC methodology
IEC 62619:2022
Pack ★
Safety — mandatory before deployment
EU Reg 2023/1542
Pack ★
Battery Passport ≥ 2 kWh packs
IEC 62933-2:2023
System
Grid-connected BESS parameters
UL 9540A:2023
System
Thermal runaway propagation
ISO 15118-20
V2G/Pack
BMS communication / pack data extraction
RVFL Model: Cell Data → Pack ApplicationGTCC300 dataset
TRAINING LEVEL (Lab)
Cell-level data
GTCC300 dataset: individual Li-ion cells cycled at 0.2C in lab. IEC 62660-1:2010 protocol. Provides ground truth SOH fade curves for model training.
→
Feature mapping via pack terminal V/I/T at low C-rate
INFERENCE LEVEL (Commercial)
Pack-level inference ★
RVFL predicts pack SOH from pack terminal V(SOC) curve (0.05C discharge, non-invasive). Pack SOH = mean cell SOH with cell-to-pack correction factor (k_cp ≈ 0.97–0.99 for parallel strings).
⚠ Cell-to-pack capacity scaling: a 40 Ah rated pack may contain 96 cells in a 2P48S arrangement. Pack SOH assessment measures total pack Ah at the terminals under BMS supervision. Do NOT apply individual cell Ah norms directly to pack measurements without accounting for string configuration.
Real-World Second-Life Operators (Pack Level)public data 2024
Operator
Pack Source
Assessment Level
Capacity
Application
Nissan 4R Energy
Nissan LEAF (LMO-NMC)
Module/Pack
7.5 MW installed
Grid storage (Japan)
VW Hannover BESS
VW e-Golf packs
Pack
2.5 MWh
Factory peak shaving
BMW i Second Life
BMW i3 (LMO-NMC)
Pack
2.8 MWh
Amsterdam light grid
Renault Re-factory
Renault Zoe (NMC)
Module
1+ MWh/yr
Stationary BESS (FR)
Spiers New Technologies
Multi-OEM
Pack
100s MWh
C&I BESS (US)
Operations Overview
142 EV battery packs · 87 active BESS deployments · Fleet avg SOH 84.3% · IEC 62619:2022 certified fleet
Non-invasive pack-level test · IEC 62619:2022 safety + capacity protocol · ISO 15118-20 BMS data extraction
📦
Pack-Level Protocol — No Cell Disassembly
All measurements taken at pack terminals under BMS supervision. SOH = Q_pack_measured / Q_pack_rated × 100 per IEC 62619:2022. Q_pack_rated from OEM datasheet (kWh or Ah at nominal voltage). No cell teardown — preserves certification and avoids electrolyte exposure hazard.
Pack Capacity Test IEC 62619:2022
0.1C (I₁₀) discharge from 100% SOC to BMS cut-off · 25°C ± 2°C · 3 cycles · Cycle 3 capacity used · BMS must not intervene / balance during test
Pack ID
OEM Rated Capacity
From OEM datasheet — PACK level
kWh
Nominal Pack Voltage
OEM nominal V_nom
V
Measured Energy (cycle 3)
0.1C, 25°C, BMS supervised
kWh
Pack DCR (10-s HPPC pulse)
At 50% SOC · pack terminals
mΩ
Cell Config (from OEM)
Series × Parallel
Calendar Age
yr
Cycle Count (BMS reported)
cyc
Assessment Result
Pack SOH = E_meas / E_rated × 10085.0%
Rated energy (OEM, pack)76.9 kWh
Measured energy (cycle 3)65.4 kWh
Usable energy (80% DoD)52.3 kWh
Margin to EOL (80%)+5.0%
Est. RUL (linear fade)~178 cycles
IEC 62619:2022 GradeGrade A
Pack DCR AssessmentModerate
PACK SOH SCALE (IEC 62619:2022)
0%80% EOL90%100%
System Architecture
Pack-level second-life platform · ISO 15118-20 · IEC 62619 · IEC 61968/61970 CIM · MQTT v5 · EU Battery Passport API
L1 EV Battery Packs (Physical Assets)
🚗
Retired EV Pack
BMS · ISO 15118-20 SOC/SOH/temp/cycle
🔬
Pack Lab Cycler
Arbin BT-2143 0.1C · 25°C · IEC 62619
⚡
Deployed BESS Pack
Field BMS telemetry RS485 / CAN bus
L2 Data Acquisition & Edge
📡
BMS Gateway
ISO 15118-20 decode CAN/OBD · OBD-II
⚙️
Pack Data Normaliser
IEC 62619 QC format kWh · V · A · °C
📨
MQTT v5 Broker
TLS 1.3 · IEC 62351-3 Eclipse Mosquitto
L3 Cloud Data Platform
🗃️
Pack Time-Series DB
InfluxDB / Timescale V, I, T, E, SOC/SOH
🌊
Stream Pipeline
Apache Kafka / Kinesis Pack event triggers
📦
Pack Data Lake
S3 / Azure Blob Parquet · GDPR-masked
L4 Analytics Engine (RVFL · ICA · RUL)
🧠
RVFL Pack SOH Engine
IEC 62619 SOH formula MAE 0.394% calibrated
📈
Pack ICA Module
dQ/dV from terminals Dubarry 2011 · non-inv.
⏱️
RUL Forecast
IEC 62619 §EOL @ 80% P10/P50/P90 bounds
L5 Decision, Dispatch & Compliance
🏷️
Pack Grader & Router
IEC 62619 AA/A/B/EOL BESS / UPS / recycle
🔌
BESS EMS / SCADA
IEC 61968/61970 CIM IEC 62933-2 grid API
📋
Battery Passport API
EU Reg 2023/1542 DPP · QR endpoint
Click a node
Select any node in the architecture diagram to view technical specifications, data schemas, and governing standards.
Idle
Working Principle
8-step EV pack second-life assessment protocol · non-invasive · IEC 62619:2022 + EU Reg 2023/1542
EV battery pack second-life services · Osterwalder BMC · NREL 2024 ATB · BloombergNEF 2024 · IEA EV Outlook 2024
Business Model Canvas Osterwalder 2010
🤝Key Partners
EV OEMs (Nissan, BMW, BYD, VW)Pack supply
Li-Cycle, Redwood MaterialsEOL recycle
Grid operators (PJM, CAISO)FR revenue
TÜV, SGS labsIEC 62619 cert
BMS integrators (CATL, LG)Pack BMS
⚙️Key Activities
Pack SOH assessment (IEC 62619)
Pack repurposing + BMS retrofit
RVFL AI inference (pack level)
BESS dispatch 0.5C per NREL ATB
EU Battery Passport compliance
Predictive RUL monitoring
💡Value Propositions (Pack Level)
40–60% cost vs new utility BESSBloombergNEF 2024
Non-invasive assessment — no cell teardown
IEC 62619:2022 certified safe deployment
EU Battery Passport ready (pack ≥ 2 kWh)
AI SOH/RUL with 0.394% MAE accuracy
Extends EV pack life 8–12 additional years
🤙Customer Relations
15-yr pack O&M contracts
SaaS monitoring API access
Performance SLA guarantee
Automated RUL alerts
👥Segments
Utilities — grid BESS
C&I — behind-meter
Telecom — tower UPS
Municipalities — microgrids
🏗️Key Resources
Pack inventory pipeline
Arbin/Maccor test equipment
RVFL + ICA AI models
IEC 62619 certifications
BMS/SCADA integration
📡Channels
Direct utility sales
EV OEM partnerships
EPC / system integrators
Online SaaS portal
💸Cost Structure (per 76.9 kWh BYD Han pack)
Pack acquisition~$20/kWh
Repurpose + BMS retrofit$120/kWh
IEC 62619 safety cert$2,000/pack
Annual O&M (NREL 2024 ATB)$4/kWh-yr
WACC (NREL 2024 ATB)7%
Total CapEx per pack~$12,700
💰Revenue Streams
Pack sale to BESS integrator$50–80/kWh
Energy arbitrage (EIA 2023)$0.10/kWh
Freq regulation (PJM RegD)$22/kW-yr
Capacity payment (PJM RPM)$45/kW-yr
SaaS monitoring platform$1,200/site-yr
Carbon credits (EU ETS+VCM)$15–25/tCO₂
76.9 kWh Pack Annual P&LNREL 2024 ATB
Net Annual Cash Flow$4,470/yr
NPV (15 yr, 7% WACC, per pack)$22,840
LCOS vs $275/kWh new BESS$0.092/kWh
Simple Payback5.1 yr
Market Sizing BloombergNEF / IEA 2024
TAM — Global BESS market 2030$38B
SAM — Second-life pack segment 2030$4.9B
SOM — 5% achievable share$245M
EV packs reaching EOL by 2030~250 GWh
Second-life market CAGR 2023–30~32%
Cost saving vs new BESS (pack level)40–60%
Extended pack service life+8–12 yr
Sources: BloombergNEF Energy Storage Market Outlook 2024 · IEA Global EV Outlook 2024 · NREL 2021 doi:10.2172/1788959
Certification & Compliance
Standards correctly mapped to pack and system levels
Pack & System Standards
IEC 62619:2022 Pack ★Active
Primary pack-level safety standard. Mandatory before any second-life deployment. Covers thermal, electrical, and mechanical safety. Includes capacity test protocol and 80% SOH EOL criterion. 15-yr design life basis.
EU Battery Regulation 2023/1542 Pack ≥2kWh ★Action Required
Applies to all EV battery packs ≥ 2 kWh. Battery Passport (Art. 13–15) mandatory Aug 2027. Carbon footprint declaration Feb 2025 for LMT batteries. Digital Product Passport (DPP) with QR code.
IEC 62933-2:2023 System ★In Progress
Grid-connected EES system parameters and testing. Pack-level data feeds system-level compliance. Required for utility BESS interconnection.
UL 9540A:2023 System ★Renewal Due
Thermal runaway fire propagation test for complete BESS installation. Required by US AHJs for grid connection. Site-01 due 2025-02-28.
IEC 62660-1:2010 Cell — reference onlyReference
Defines SOH concept (§5.1), 80% EOL criterion (§5.2), and RUL (§5.2) at cell level. Used as conceptual basis for pack SOH formula. Not directly applied to pack testing. RVFL model trained on cell-level GTCC300 data using this standard.
UN 38.3:2023Active
Transport testing for Li-ion packs. Altitude, thermal, vibration, shock, external short, impact, overcharge. Required for all pack logistics and shipping.