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The Collection

06 · Sustainability · Digital Twin

80%

charging cost reduction

Aviation decarbonization starts on the ground. A live operations dashboard for ground-vehicle electrification at ATL, replaying 1,422 flights and polling real OpenSky ADS-B traffic.

The Exhibit

01·Problem

“

Aviation decarbonization conversations focus on 35,000 feet, but ground operations (baggage tugs, belt loaders, GPUs) can be electrified today. Delta has a $65M budget for GSE electrification, but no live tool existed to rank vehicles, schedule charging, and validate the financial case.

02·Approach

  1. 01

    FastAPI backend runs a ~10Hz simulation loop, dispatching vehicles to gates based on real flight schedules and aircraft-specific recipes.

  2. 02

    Live Map mode syncs with the OpenSky Network API, dynamically placing ground support equipment beside real aircraft parked at ATL gates.

  3. 03

    Electrification Roadmap ranks GSE classes by $/tonne CO₂ avoided, allowing instant reprioritization via a budget slider and full NPV capital analysis.

  4. 04

    Smart Charging Optimizer schedules electric GSE charging into the cheapest and lowest-carbon Time-of-Use windows using Georgia Power rates.

  5. 05

    Next.js frontend with Mapbox GL JS renders the dark-themed dashboards, using Zustand for state and WebSockets for real-time telemetry.

03·Architecture

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04·Results

80%

charging cost reduction vs naive scheduling

1,422

flights simulated per day

Live

ADS-B sync with OpenSky Network

05·Stack

Next.js · Mapbox GL JS · FastAPI · WebSockets · Python · Zustand · OpenSky API