COMED BE BACKUP POWER CAPABILITIES PILOT · WALKER-MILLER ENERGY SERVICES × ICF

Power flows both ways.

An electric vehicle is also a battery on wheels. ComEd wanted to know what happens when you let it push power back out — whether that helps the climate, and how to make sure the help reaches the neighborhoods that get new energy technology last. I pitched the study and ran it, with ICF and my team at Walker-Miller Energy Services.

ROLEResearch Lead — study design, pitch, and execution
CLIENT & PARTNERSComEd · Walker-Miller Energy Services, with ICF
METHODSProspective LCA (ISO 14040/14044), Monte Carlo sensitivity, GIS-based MCDA with AHP + TOPSIS
STATUSApril–December 2025 · completed · final deliverables with ComEd

The question

Send that power to the grid and it is called V2G. A house makes it V2H, an office or a school V2B. Collectively, V2X. What it buys is a car that keeps the lights on through an outage, and a utility with somewhere to draw from when demand spikes. ComEd's two questions were whether any of that beats the alternatives environmentally, and how to site it so that low-income and environmental-justice communities are where it lands first.

Two questions, two methods, and one place they had to meet. The environmental model produced avoided pollution per kilowatt-hour. The spatial analysis knew who was breathing it. Multiplying one by the other gives the criterion the ranking turns on: tons avoided times the population exposed.

The word doing the work is "prospective." Bi-directional charging today works in demonstrations and is still years from a showroom, and the study had to estimate its impact out to 2040 on a grid that changes fuel mix every year. So the model runs the grid three ways. Fast decarbonization, slow, and the middle case. Uncertainty comes from Monte Carlo runs rather than from one confident number handed to a client.

The Study at a Glance Per the statement of work and midpoint memo
5Systems modeledV2G · V2H · V2B · stationary BESS · managed charging
3Grid futuresBase · optimistic · pessimistic
15Year horizon2025 to 2040, hourly emission factors
21Peaker plants mappedAcross 25 counties of ComEd territory
Standard
ISO 14040 / 14044 prospective life cycle assessment
Functional unit
1 kWh of net energy discharged, defined per system
SOURCES: NREL CAMBIUM 2024 HOURLY SCENARIOS · EPA eGRID 2023 · ARGONNE GREET · EPA EJSCREEN · DOE LEAD · ILLINOIS EIEC · COMED EQUITY REPORTS

Designing the study

Engineers attack the assumptions that decide the answer, so those went into the pitch first. Every system had to be measured against the same unit, one kilowatt-hour of energy actually delivered, defined separately for each of the five, so nothing could win by grading itself on a friendlier metric. The boundary sat at the use phase, where the disagreements live: what the inverter loses, and how much battery wear you can fairly charge to V2X duty rather than to the daily commute. Every assumption went into a pedigree matrix — the standard way an assessment records how good its own data is — so ComEd's reviewers could grade the inputs without taking my word for anything.

Each scenario then had to carry real numbers. Cycles per year, energy per discharge, round-trip efficiency, battery capacity at end of life. Those four decide the result. The degradation split decides it hardest. Get it wrong and V2G looks either free or ruinous.

The pLCA — Four Phases, April to October ISO 14040 / 14044 · per the SOW
01 — GOAL & SCOPE

Define what counts

Functional units, system boundaries, and impact categories (climate, air quality, resource efficiency, human health), finalized with ComEd.

02 — INVENTORY

Build the dataset

Pilot and field data where available; GREET, eGRID, and Cambium projections adjusted for a changing grid; every assumption logged in a pedigree matrix.

03 — IMPACT

Quantify the effects

IPCC AR6 factors for greenhouse gases; EPA TRACI 2.2 for air quality and human health. Outputs expressed per functional unit so systems compare directly.

04 — INTERPRET

Find what matters

Monte Carlo runs across scenarios, hotspot identification, and integration with the equity analysis to produce recommendations ComEd can act on.

What the data shows

All five systems avoid emissions today, and V2G avoids the most: about 0.11 kilograms of CO₂e for every kilowatt-hour it sends back on the 2025 base-case grid. What changes is the ranking. By 2035 the bi-directional systems and the stationary battery have crossed the axis on the base-case and optimistic grids, adding emissions rather than avoiding them, because too little dirty peak generation is left to displace. Managed charging, which only changes when the car draws power, keeps working. It grows about five-fold by 2040, closer to six if decarbonization runs fast and under four if it stalls, and it passes V2G around 2030 on the base-case grid and 2032 on either of the others.

One result argued against a program ComEd already runs. In the optimistic 2030 case the model puts managed charging at plus 0.008 kilograms of CO₂e per kilowatt-hour. It adds emissions instead of avoiding them. Enough clean generation arrives that off-peak hours run dirtier than peak ones, 0.69 against 0.68, so a time-of-use rate calibrated for today's grid would be moving demand into worse power. The fix is to operate against live grid-emissions signals instead of a fixed clock.

Explore the numbers:

Emissions Avoided per kWh — All Five Systems kg CO₂e per functional unit · midpoint memo values
Grid scenario
V2G — highest today Managed charging — grows as off-peak cleans up V2H · V2B · stationary BESS
Table view — all five systems by year
Why the Benefit Changes — Marginal Grid Intensity, 2025→2040 kg CO₂e/kWh · load-weighted SRMER, NREL Cambium 2024, PJM_West
Grid scenario
Peak hours — what discharging displaces Off-peak — what charging consumes Peak below off-peak
Table view — peak, off-peak and the gap

The equity half

Environmental benefit means little if the technology lands only in wealthy zip codes. The second half of the study ranked every part of ComEd's territory for where V2X should go first. That means comparing places on criteria that do not share a unit: income, energy burden, distance to an existing charger, exposure to a peaker plant. An analytical hierarchy process turns ComEd's own priorities into weights by forcing a choice between criteria two at a time. TOPSIS then scores each place by how close it sits to the best achievable profile and how far from the worst. Illinois' environmental-justice, R3 and low-income designations came in as criteria of their own.

The atlas below rebuilds that analysis from the project's own data layers. ComEd-territory zip codes, census tracts bridged through the HUD crosswalk, DOE LEAD energy burden, the 21 peaker plants with their emissions and demographics, and EV registrations per zip from the Illinois Secretary of State for 2019 through 2025, projected forward on a logistic growth curve. It tests one idea: that keeping peaker plants switched off pays its largest social dividend in EIEC communities, Illinois' designation for equity investment eligible communities, where high energy burden and peaker pollution and a growing fleet of dischargeable cars all sit on top of each other.

Peaker Displacement Atlas — ComEd Territory, 2025→2040 Built from the project's data layers · analytical recreation
Adoption
2030

Northern Illinois · the 25 counties containing ComEd-territory zip codes. The dashed box is the area magnified below.

Chicago metro, ≈3× — where two-thirds of the zip codes sit

Circle size — projected EVs

One scale for every year and scenario, so growth is visible as the slider moves.

Circle colour — equity weight

Vulnerability × peaker burden, in quintiles. Fixed over time — only the fleet grows.

Marks

Top-quartile energy burden (EIEC)
Peaker plant — size by CO₂e
No reported CO₂e (biomass)
Zip codes with no mapped position, pooled at their county centre
Projected EVs in territory
Dispatchable MWh per peak event*

HIGHEST-DISPLACEMENT ZIP CODES

    Focus the map and use the arrow keys, or hover a mark, to read its values here.
    Table view — all zip codes, ranked
    Table view — the 21 peaker plants
    SOURCES: ILSOS EV REGISTRATIONS BY ZIP (2019–2025) · HUD ZIP–TRACT CROSSWALK · DOE LEAD ENERGY BURDEN · COMED-TERRITORY PEAKER DATASET (21 PLANTS) · AFDC STATIONS FOR ZIP CENTROIDS · US CENSUS COUNTY BOUNDARIES. *ASSUMES 10 kWh DISPATCHED PER PARTICIPATING EV; PARTICIPATION 10% / 20% / 5% BY SCENARIO. COUNTY OUTLINES SHOW THE 25 COUNTIES CONTAINING TERRITORY ZIP CODES, NOT THE SERVICE BOUNDARY ITSELF, WHICH IS PARTIAL IN SEVERAL OF THEM. 133 OF 371 ZIP CODES HAVE NO STATION-DERIVED CENTROID. RATHER THAN PLOT THEM SOMEWHERE PLAUSIBLE, THEY ARE POOLED INTO ONE HOLLOW MARK PER COUNTY AND MARKED "ESTIMATED" IN THE TABLE; THEIR VALUES STILL COUNT TOWARD EVERY TOTAL AND RANKING.

    The outcome

    60SCENARIO-YEAR DATAPOINTS IN THE pLCA RESULTS
    ~0.11KG CO₂e AVOIDED PER kWh — V2G, 2025 BASE CASE
    GROWTH IN MANAGED CHARGING'S BENEFIT BY 2040

    The study closed in December 2025. ComEd received the full assessment, the spatial equity ranking, the integrated recommendations, and the ArcGIS layers behind them. The uncertainty analysis went over as a working Power BI model rather than as a set of results, so ComEd can change a parameter or drop in the next GREET and NREL releases and re-run the Monte Carlo simulations without us.

    Walker-Miller and ICF built the outreach materials with ComEd, working topic by topic through outline and draft. Walker-Miller's practice is going into these communities and doing the engagement in person, so that material came from people who had been in the room. I designed the survey instrument, starting from a review of how other utilities have financed equitable access: on-bill programs, credit-union loans, community co-ops. Then ten rounds of cognitive interviewing against simulated residents from across the territory, revising after each round, until "on-bill financing" read as "small monthly payments added to your electric bill" and the charging question had an answer for people with nowhere at home to charge. It shipped in two versions, a long one for analysis and a short one for town halls. The strategic findings held. Bi-directional charging makes its strongest climate case in the next decade. Its resilience case holds at any grid mix. Time-of-use programs will need emissions-aware controls as that grid changes.

    Years of sitting in engineering reviews is what made this one possible. I knew which assumptions they would want to argue with before I wrote them down, and I built the pedigree matrix so they could.

    NEXT CASE STUDY — 02 / 07 CLAWS — ATLAS & VEGA →

    CONTENT BASED ON THE PROJECT STATEMENT OF WORK AND MIDPOINT TECHNICAL MEMO; THE STUDY COMPLETED IN DECEMBER 2025 AND FINAL DELIVERABLES ARE OWNED BY COMED. THE ATLAS IS AN ANALYTICAL RECREATION FROM THE PROJECT'S SOURCE DATA LAYERS, NOT THE DELIVERED MCDA. GRID INTENSITIES COMPUTED FROM THE NREL CAMBIUM 2024 ILLINOIS DATASET.