Dashboard

Scope & Standards

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
StandardLevelApplies to
IEC 62660-1:2010CellSOH concept · 80% EOL · RUL definition
IEC 62660-2:2011CellDCR / HPPC methodology
IEC 62619:2022Pack ★Safety — mandatory before deployment
EU Reg 2023/1542Pack ★Battery Passport ≥ 2 kWh packs
IEC 62933-2:2023SystemGrid-connected BESS parameters
UL 9540A:2023SystemThermal runaway propagation
ISO 15118-20V2G/PackBMS 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
OperatorPack SourceAssessment LevelCapacityApplication
Nissan 4R EnergyNissan LEAF (LMO-NMC)Module/Pack7.5 MW installedGrid storage (Japan)
VW Hannover BESSVW e-Golf packsPack2.5 MWhFactory peak shaving
BMW i Second LifeBMW i3 (LMO-NMC)Pack2.8 MWhAmsterdam light grid
Renault Re-factoryRenault Zoe (NMC)Module1+ MWh/yrStationary BESS (FR)
Spiers New TechnologiesMulti-OEMPack100s MWhC&I BESS (US)

Operations Overview

142 EV battery packs · 87 active BESS deployments · Fleet avg SOH 84.3% · IEC 62619:2022 certified fleet

Packs Deployed
87packs
▲ 6 this quarter
Fleet Avg SOH
84.3%
EOL @80% IEC 62619:2022
Total Energy
14.2MWh
▲ 1.4 MWh vs Q3
Revenue YTD
$1.24M
▲ 18.3% YoY
Pack SOH DistributionIEC 62619:2022 bands
87 packs
SOH ≥ 90%28 packs
SOH 85–90%31 packs
SOH 80–85%28 packs
Pending/EOL55 packs
Recent ActivityLive
09:14 today
PACK-0821 (Tesla 60 kWh) IEC 62619 capacity check passed · SOH 87.2%
08:51 today
PACK-0734 (LEAF 40 kWh) degraded to 81.4% SOH · re-grading scheduled
07:30 today
Site-04 BESS frequency regulation dispatch active · 0.5C · IEC 62933-2
Yesterday
PACK-0612 (LEAF 24 kWh) SOH 80.1% · IEC 62619 EOL criterion reached
Incoming Packs — Pending Assessment3 queued
Pack IDOEM / ModelChemistryRated CapacityNominal VoltageCell ConfigAgeStatus
PACK-0901Nissan LEAF Gen3 (2019)LMO-NMC40 kWh350 V2P96S pouch6.2 yrQueued
PACK-0902Tesla Model 3 SR+ (2020)LFP60 kWh355 V1P106S cyl.4.1 yrQueued
PACK-0903BYD Han EV (2021)LFP Blade76.9 kWh403 V1P102S blade3.8 yrIn Test

EV Battery Pack Fleet

Pack-level registry · IEC 62619:2022 certified · kWh-rated capacity · sorted by SOH

All (142)
Active (87)
Pending (28)
Near EOL (27)
Pack IDOEM / ModelChemistryRated kWhRated VCell ConfigSOH %DCR Pack (mΩ)CyclesAgeApplicationStatus

Pack SOH Assessment

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

1
Pack intake & documentation
EU Reg 2023/1542 · ISO 6469-1
2
Safety screening (IEC 62619)
IEC 62619:2022 · IEC 60664
3
BMS data extraction
ISO 15118-20 · OBD-II · CAN
4
Pack capacity test (0.1C)
IEC 62619:2022 §5 · 25°C
5
Pack SOH calculation
SOH = E_meas / E_rated × 100
6
Pack DCR & ICA (non-invasive)
IEC 62660-2 adapted · Dubarry 2011
7
RVFL SOH/RUL prediction
Pack-level inference · Pao 2011
8
Grade & route pack
IEC 62619 AA/A/B · BESS/UPS/EOL

POC Live Demo — EV Pack Discharge Simulation

Physics-based pack terminal discharge · 0.1C non-invasive protocol · IEC 62619:2022 · Pack-level SOH calculation

EV PACK MODEL
Pack SOH85%
Temperature25°C
DISCHARGE RATE
Ready — select pack model and press Run Pack Test 0.0 h simulated
Pack Discharge Curve — E(SOC) at pack terminalsIEC 62619
Pack IC Curve — dQ_pack/dV_pack (non-invasive)Dubarry 2011
—
Pack Voltage (V)
100%
Pack SOC
—
Energy Discharged (kWh)
—
IC dQ/dV (Ah/V)

Techno-Economic Analysis

Pack-level NPV/LCOS model · NREL 2024 ATB · BloombergNEF 2024 · FERC OASIS 2023 · PJM RPM FY2023/24

Parameters
Pack
Market
Costs
Pack Rated Energy
OEM nameplate, pack level
kWh
Pack SOH (current)
%
DoD IEC 62619 80%
%
Max Power (0.5C) NREL ATB
kW
Round-Trip Efficiency
Li-ion BESS typ. 92–94%
%
Cycles/Year NREL 2024 ATB
c/yr
Horizon IEC 62619 15yr
yr

Results

Net Present Value (NPV)—
Simple Payback—
Annual Revenue—
LCOS (levelised)—
Total CapEx (pack)—
NPV = Σ(Net/year / (1+WACC)ᵗ) − CapEx. Sources: NREL 2024 ATB · PJM RPM · FERC OASIS 2023 · BloombergNEF 2024.

Business Model

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.
EU Battery Passport Readiness Pack ≥ 2 kWh · Art. 13–15
Pack chemistry & cell configuration✓ Ready
OEM-reported SOH at EV retirement✓ Ready
Second-life repurposing record✓ Ready
Carbon footprint (cradle-to-gate)In Progress
Cobalt / lithium responsible sourcingIn Progress
Pack-level hazardous substance infoIn Progress
End-of-life recycling pathwayNot Started
Digital Product Passport (QR/API link)Not Started
EU Battery Regulation 2023/1542 applies at the pack level (≥ 2 kWh) — not the cell level. All DPP requirements are for the battery pack as a unit.