Inferensys

Glossary

Vehicle-to-Grid (V2G)

A bidirectional power flow technology that enables electric vehicles to discharge stored battery energy back to the power grid to provide ancillary services like frequency regulation.
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BIDIRECTIONAL POWER FLOW

What is Vehicle-to-Grid (V2G)?

Vehicle-to-Grid (V2G) is a bidirectional power flow technology enabling electric vehicles to discharge stored battery energy back to the power grid to provide ancillary services like frequency regulation.

Vehicle-to-Grid (V2G) is a bidirectional power flow technology that enables electric vehicles to discharge stored battery energy back to the power grid. This process requires a bidirectional charger capable of inverting direct current from the vehicle's battery to alternating current synchronized with grid parameters, providing ancillary services such as frequency regulation and peak shaving.

V2G communication relies on standards like ISO 15118, which defines the vehicle-to-grid communication interface for secure digital certificate-based authentication known as Plug & Charge. Aggregated electric vehicle fleets can form a Virtual Power Plant (VPP), trading energy on wholesale markets while managing battery degradation through optimized Depth of Discharge (DoD) limits.

BIDIRECTIONAL POWER ARCHITECTURE

Core Characteristics of V2G

Vehicle-to-Grid technology transforms electric vehicles into distributed energy storage assets capable of both consuming and exporting power, enabling a suite of grid stabilization services.

01

Bidirectional Power Flow

Unlike unidirectional Smart Charging (V1G) , V2G relies on a Bidirectional Charger to invert direct current (DC) from the vehicle's battery back to alternating current (AC) for grid export. This requires a sophisticated Battery Management System (BMS) to safely switch between rectification (charging) and inversion (discharging) modes based on external signals from the grid operator or a Virtual Power Plant (VPP) aggregator.

ISO 15118
Communication Standard
02

Frequency Regulation Services

V2G systems provide Frequency Regulation, a critical ancillary service that corrects short-term deviations from the grid's nominal 50 or 60 Hz frequency. Because power electronics can respond to signals in milliseconds, an aggregated fleet of V2G-capable vehicles can inject or absorb power faster than traditional spinning reserves. This Dynamic Load Balancing capability allows operators to bid into real-time energy markets.

< 1 sec
Response Time
03

Reactive Power Support

Beyond active power transfer, advanced V2G inverters provide Reactive Power Support to regulate local voltage levels. By injecting or absorbing volt-amperes reactive (VAR), the charger acts as a distributed static synchronous compensator. This function improves power quality and enables Volt-VAR Optimization without discharging the battery's stored energy, thus avoiding Depth of Discharge (DoD) cycling costs.

04

Battery Degradation Trade-off

A primary engineering constraint in V2G is the impact on State of Health (SoH) . Frequent cycling increases the Depth of Discharge (DoD) and accelerates capacity fade. Battery Degradation Models are essential to calculate the net revenue of grid services against the cost of accelerated aging. Model Predictive Control (MPC) algorithms often constrain State of Charge (SoC) limits to preserve cycle life.

SoH
Key Constraint
05

Communication & Interoperability

V2G requires high-level communication protocols to authenticate vehicles and authorize energy transactions. ISO 15118 defines the Plug & Charge standard using digital certificates, while Open Charge Point Protocol (OCPP) manages the interface between the Electric Vehicle Supply Equipment (EVSE) and the Charge Point Operator (CPO) . Interoperability Testing ensures seamless communication across different manufacturers.

06

Fleet Aggregation & Optimization

Individual vehicles have limited capacity, but a Fleet Energy Management System (FEMS) aggregates thousands of vehicles into a Virtual Power Plant (VPP) . The FEMS uses Mixed-Integer Linear Programming (MILP) to solve the complex scheduling problem of meeting driver range requirements while maximizing revenue from Peak Shaving and wholesale energy arbitrage. Charging Load Forecasting predicts aggregate fleet availability.

VEHICLE-TO-GRID ESSENTIALS

Frequently Asked Questions

Clear, technically precise answers to the most common questions about bidirectional power flow between electric vehicles and the electrical grid.

Vehicle-to-Grid (V2G) is a bidirectional power flow technology that enables electric vehicles to discharge stored battery energy back to the power grid. The system operates through a bidirectional charger that contains power electronics capable of both rectification (AC to DC for charging) and inversion (DC to AC for discharging). Communication between the vehicle and grid operator follows the ISO 15118 standard, which establishes a secure digital handshake using certificate-based authentication. When the grid requires ancillary services like frequency regulation, the aggregator sends a dispatch signal to the vehicle's Battery Management System (BMS), which authorizes a controlled discharge at a specified C-Rate without violating the battery's Depth of Discharge (DoD) limits. The energy flows through the Electric Vehicle Supply Equipment (EVSE) back to the distribution transformer, where it helps stabilize voltage and reduce peak demand.

BIDIRECTIONAL CHARGING TOPOLOGIES

V2G vs. V1G vs. V2H: Key Differences

A comparison of unidirectional smart charging, vehicle-to-home backup power, and full vehicle-to-grid bidirectional energy exchange.

FeatureV1G (Smart Charging)V2H (Vehicle-to-Home)V2G (Vehicle-to-Grid)

Power Flow Direction

Unidirectional (Grid to Vehicle)

Bidirectional (Vehicle to Home)

Bidirectional (Vehicle to Grid)

Primary Use Case

Load shifting to off-peak periods

Residential backup power during outages

Grid ancillary services and energy arbitrage

Grid Interaction

Revenue Generation

Requires Bidirectional Charger

Communication Standard

OCPP, OpenADR

ISO 15118, Proprietary

ISO 15118-20, OCPP 2.0.1

Typical Response Time

< 5 sec

< 1 sec (islanding)

< 100 ms (frequency regulation)

Battery Degradation Impact

Minimal (controlled C-rate)

Moderate (occasional deep discharge)

Higher (continuous cycling, DoD-dependent)

DEPLOYMENT LANDSCAPE

Real-World V2G Applications

Vehicle-to-Grid technology has moved beyond theoretical pilots into commercial operation, providing tangible grid services and revenue streams across diverse regulatory environments.

01

Frequency Regulation Markets

V2G excels in fast frequency response services, where sub-second response times are required to correct grid frequency deviations. Aggregated EV fleets bid into wholesale ancillary service markets, competing directly with traditional gas turbine peaker plants.

  • PJM (USA): EVs participate in RegD, a fast-ramping regulation signal requiring 2-second response.
  • Denmark (Parker Project): Nissan Leaf fleets demonstrated commercial revenue from primary frequency regulation (FCR-N).
  • Revenue: Fleet operators earn $1,000–$2,000 per vehicle annually in mature markets.
  • Mechanism: The bidirectional charger continuously modulates power flow in response to an automatic generation control (AGC) signal.
< 2 sec
Response Time
$1k–$2k
Annual Revenue per EV
02

Fleet Depot Peak Shaving

Commercial fleet operators use V2G to eliminate demand charges, which can constitute over 50% of a depot's monthly electricity bill. During periods of high site load, stored energy from idle fleet vehicles is discharged to cap the maximum power drawn from the grid.

  • Lion Electric (USA): School bus depots use bidirectional chargers to shave morning peaks when buses return and HVAC loads spike.
  • Constraint: Vehicle availability must align with peak demand windows; school buses are ideal due to predictable midday idling.
  • Algorithm: A Model Predictive Control (MPC) system forecasts building load and optimizes discharge schedules against time-of-use tariffs.
> 50%
Demand Charge Reduction
03

Virtual Power Plant Aggregation

Residential V2G-capable EVs are aggregated into Virtual Power Plants (VPPs) to trade energy on wholesale markets or provide emergency capacity. The aggregator pools thousands of vehicles to meet minimum bid sizes for grid operators.

  • Octopus Energy (UK): The 'Powerloop' bundle combines a V2G charger with a dynamic tariff, allowing the utility to discharge customer batteries during system peaks.
  • Nuvve (Global): A platform aggregating electric school buses and fleet vehicles to bid into day-ahead energy markets.
  • Key Tech: Cloud-based Distributed Energy Resource Management Systems (DERMS) handle real-time telemetry, dispatch optimization, and settlement.
10,000+
Aggregated EVs per VPP
04

Emergency Backup Power (V2H/V2B)

While technically Vehicle-to-Home (V2H) or Vehicle-to-Building (V2B), this application uses the same bidirectional hardware as V2G. During grid outages, the EV battery automatically islands from the grid and powers critical loads.

  • Ford F-150 Lightning: The 'Intelligent Backup Power' system provides up to 9.6 kW of power to a home for up to three days.
  • Nissan Leaf: Aftermarket CHAdeMO bidirectional inverters are widely deployed in Japan for residential backup following natural disasters.
  • Transfer Switch: A critical safety component that physically disconnects the home from the grid before the EV begins discharging, preventing backfeed.
9.6 kW
Peak Discharge Power
3 days
Typical Home Backup
05

Local Voltage Support

Smart bidirectional chargers provide reactive power support to distribution utilities, injecting or absorbing volt-amperes reactive (VARs) to maintain voltage within ANSI C84.1 limits. This service does not discharge the battery's active energy (kWh) and thus incurs minimal battery degradation.

  • AC Propulsion (Pioneer): Early demonstrations showed EVs regulating voltage on a weak distribution feeder in California.
  • Four-Quadrant Operation: The inverter operates in all four quadrants of the P-Q plane, decoupling active and reactive power.
  • Benefit: Defers costly capacitor bank and voltage regulator upgrades for utilities with high solar PV penetration.
06

Solar Self-Consumption Optimization

V2G enables households with rooftop solar to store excess daytime generation in their EV battery and discharge it during the evening peak, maximizing self-consumption and minimizing export to the grid at low feed-in tariffs.

  • Australia (Realising Electric Vehicle-to-grid Services - REVS): A trial using Nissan Leafs to store solar energy and discharge during evening demand peaks, demonstrating reduced household grid imports.
  • Dynamic Tariff Arbitrage: The charge controller ingests real-time electricity prices and solar forecasts to solve a Mixed-Integer Linear Programming (MILP) optimization problem.
  • Result: Households achieve near-zero net grid consumption during summer months.
Prasad Kumkar

About the author

Prasad Kumkar

CEO & MD, Inference Systems

Prasad Kumkar is the CEO & MD of Inference Systems and writes about AI systems architecture, LLM infrastructure, model serving, evaluation, and production deployment. Over 5+ years, he has worked across computer vision models, L5 autonomous vehicle systems, and LLM research, with a focus on taking complex AI ideas into real-world engineering systems.

His work and writing cover AI systems, large language models, AI agents, multimodal systems, autonomous systems, inference optimization, RAG, evaluation, and production AI engineering.