{ "cells": [ { "cell_type": "markdown", "id": "0", "metadata": {}, "source": [ "# 2D Flight Optimization\n", "\n", "Given an existing flight, we can optimize its vertical profile and speed schedule while re-using the same horizontal footprint. We call this **2D flight (or vertical) optimization**: latitude and longitude are pinned to the flown values, and the optimizer solves for the flight level and Mach number along that track. Because a level change may be more straightforward for an airline than a horizontal reroute, 2D-only solutions may be more realistically flyable than full 4D optimized routes. In addition, a 4D optimizer is unaware of airspace closures and may fly through them, whereas a 2D optimizer re-uses a track that was actually flown and so is less likely to cross one.\n", "\n", "This notebook works through a complete end-to-end example of 2D flight optimization." ] }, { "cell_type": "code", "execution_count": 1, "id": "1", "metadata": {}, "outputs": [], "source": [ "import io\n", "import os\n", "\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import requests\n", "from pycontrails import Flight, MetDataArray, MetDataset\n", "from pycontrails.datalib.ecmwf import ERA5\n", "from pycontrails.models.cocipgrid import CocipGrid\n", "from pycontrails.models.humidity_scaling import HistogramMatching\n", "from pycontrails.models.ps_model import PSFlight, PSGrid\n", "from pycontrails.physics import units\n", "\n", "from contrailopt import Optimizer" ] }, { "cell_type": "markdown", "id": "2", "metadata": {}, "source": [ "## ADS-B\n", "\n", "Pull a few hours of ADS-B telemetry from the [Contrails API](https://api.contrails.org) and pick out a single flight. The cell below requires a `CONTRAILS_API_KEY` environment variable." ] }, { "cell_type": "code", "execution_count": 2, "id": "3", "metadata": {}, "outputs": [], "source": [ "URL = \"https://api.contrails.org\"\n", "API_KEY = os.environ[\"CONTRAILS_API_KEY\"]\n", "HEADERS = {\"x-api-key\": API_KEY}\n", "\n", "\n", "adsb_dfs = []\n", "for t in pd.date_range(\"2026-01-01\", \"2026-01-01T12\", freq=\"h\"):\n", " params = {\"date\": t.strftime(\"%Y-%m-%dT%H\")}\n", "\n", " r = requests.get(f\"{URL}/v1/adsb/telemetry\", params=params, headers=HEADERS, timeout=120)\n", " r.raise_for_status()\n", "\n", " adsb_df = pd.read_parquet(io.BytesIO(r.content))\n", " adsb_dfs.append(adsb_df)\n", "\n", "adsb_df = pd.concat(adsb_dfs)" ] }, { "cell_type": "code", "execution_count": 3, "id": "4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "Flight [19 keys x 515 length, 1 attributes]

Attributes
time[2026-01-01 05:26:29, 2026-01-01 09:31:01]
longitude[-122.491, -99.081]
latitude[19.374, 37.806]
altitude[15.2, 11902.4]
flight_id2ee6d98d-8d68-486e-a73b-0f2e46fdadd5
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437.759232-122.299919terrestrial2175.02050.0A692422ee6d98d-8d68-486e-a73b-0f2e46fdadd5VOI771N522VLY4771A320Y4KOAK2026-01-01 05:17:00MMMX2026-01-01 09:20:008.010.02026-01-01 05:28:01
............................................................
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51119.408047-99.119751terrestrial7725.08175.0A692422ee6d98d-8d68-486e-a73b-0f2e46fdadd5VOI771N522VLY4771A320Y4KOAK2026-01-01 05:17:00MMMX2026-01-01 09:20:008.010.02026-01-01 09:29:59
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51419.429647-99.081149terrestrial6875.07300.0A692422ee6d98d-8d68-486e-a73b-0f2e46fdadd5VOI771N522VLY4771A320Y4NaNNaTNaNNaT8.010.02026-01-01 09:31:01
\n", "

515 rows × 19 columns

\n", "
" ], "text/plain": [ "Flight [19 keys x 515 length, 1 attributes]\n", "\tKeys: latitude, longitude, collection_type, altitude_ft, altitude_gnss, ..., time\n", "\tAttributes:\n", "\ttime [2026-01-01 05:26:29, 2026-01-01 09:31:01]\n", "\tlongitude [-122.491, -99.081]\n", "\tlatitude [19.374, 37.806]\n", "\taltitude [15.2, 11902.4]\n", "\tflight_id 2ee6d98d-8d68-486e-a73b-0f2e46fdadd5" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fid = \"2ee6d98d-8d68-486e-a73b-0f2e46fdadd5\" # cherry-picked to include contrails\n", "\n", "fdf = (\n", " adsb_df.query(\"flight_id == @fid\")\n", " .rename(\n", " columns={\n", " \"timestamp\": \"time\",\n", " \"altitude_baro\": \"altitude_ft\",\n", " \"aircraft_type_icao\": \"aircraft_type\",\n", " }\n", " )\n", " .sort_values(\"time\")\n", ")\n", "\n", "fl = Flight(fdf, flight_id=fid)\n", "fl" ] }, { "cell_type": "code", "execution_count": 4, "id": "5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fl.plot_profile()\n", "plt.show()\n", "\n", "_, ax = plt.subplots(figsize=(10, 6), subplot_kw={\"projection\": ccrs.PlateCarree()})\n", "ax.coastlines()\n", "ax.add_feature(cfeature.BORDERS, linewidth=1, edgecolor=\"gray\")\n", "ax.gridlines(draw_labels=True, alpha=0.3)\n", "ax.plot(fl[\"longitude\"], fl[\"latitude\"], transform=ccrs.PlateCarree(), linewidth=2)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6", "metadata": {}, "source": [ "## Weather\n", "\n", "Fetch [ERA5](https://cds.climate.copernicus.eu/datasets/reanalysis-era5-pressure-levels) meteorology and radiation covering the flight. This is used to compute contrail warming estimates via [CoCiP](https://elib.dlr.de/68002/) as well as aircraft performance estimates during optimization." ] }, { "cell_type": "code", "execution_count": 5, "id": "7", "metadata": {}, "outputs": [], "source": [ "max_age = pd.Timedelta(hours=10) # used within CocipGrid below\n", "\n", "era5 = ERA5(\n", " time=(fl.time_start, fl.time_end + max_age + pd.Timedelta(hours=1)),\n", " variables=CocipGrid.ecmwf_met_variables(),\n", " pressure_levels=[175, 200, 225, 250, 300, 350], # important to cover all cruise FLs\n", ")\n", "met = era5.open_metdataset()\n", "\n", "\n", "era5 = ERA5(\n", " time=(fl.time_start, fl.time_end + max_age + pd.Timedelta(hours=1)),\n", " variables=CocipGrid.ecmwf_rad_variables(),\n", ")\n", "rad = era5.open_metdataset()" ] }, { "cell_type": "markdown", "id": "8", "metadata": {}, "source": [ "## Contrail warming\n", "\n", "Run the pycontrails [gridded CoCiP](https://gmd.copernicus.org/articles/18/253/2025/) model to estimate contrail warming over the flight footprint." ] }, { "cell_type": "code", "execution_count": 6, "id": "9", "metadata": {}, "outputs": [], "source": [ "ERF_RATIO = 0.42 # effective radiative forcing ratio, https://www.sciencedirect.com/science/article/pii/S1352231020305689\n", "\n", "cg = CocipGrid(\n", " met=met,\n", " rad=rad,\n", " dt_integration=pd.Timedelta(minutes=10),\n", " max_age=max_age,\n", " aircraft_performance=PSGrid(maxiter=20), # avoid benign pycontrails warning\n", " aircraft_type=fl.get_constant(\"aircraft_type\"),\n", " humidity_scaling=HistogramMatching(level_type=\"pressure\"),\n", " show_progress=False,\n", ")\n", "\n", "# Start with a buffered bounding box containing the flight\n", "coords = fl.downselect_met(met, longitude_buffer=(10, 10), latitude_buffer=(10, 10)).coords\n", "\n", "# Add all flight levels\n", "coords[\"level\"] = units.ft_to_pl(np.arange(28000, 42000, 1000))\n", "\n", "# And the relevant times\n", "coords[\"time\"] = pd.date_range(fl.time_start.floor(\"1h\"), fl.time_end.ceil(\"1h\"), freq=\"1h\")\n", "\n", "source = MetDataset.from_coords(**coords)\n", "res = cg.eval(source)\n", "\n", "eef_per_m = MetDataArray(res[\"ef_per_m\"].data * ERF_RATIO)\n", "eef_per_m.attrs[\"long_name\"] = \"Effective energy forcing per meter\"" ] }, { "cell_type": "markdown", "id": "10", "metadata": {}, "source": [ "## Cost optimization\n", "\n", "Build an `Optimizer` from the flight and solve it under several cost settings, comparing each optimized profile against the one actually flown.\n", "\n", "With `use_flown_climb_descent=True`, the flown initial climb and final descent are kept unchanged, and only the cruise phase itself is optimized." ] }, { "cell_type": "code", "execution_count": 7, "id": "11", "metadata": {}, "outputs": [], "source": [ "opt = Optimizer.from_flight(fl, met=met, eef=eef_per_m, use_flown_climb_descent=True)" ] }, { "cell_type": "code", "execution_count": 8, "id": "12", "metadata": {}, "outputs": [], "source": [ "opt.solve(cost_index=5)\n", "fl_opt_5 = opt.to_flight()\n", "\n", "opt.solve(cost_index=60)\n", "fl_opt_60 = opt.to_flight()" ] }, { "cell_type": "code", "execution_count": 9, "id": "13", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = fl.plot_profile(label=\"As Flown\", color=\"0.5\", style=\"--\")\n", "fl_opt_5.plot_profile(ax=ax, label=\"Optimized (CI=5)\")\n", "fl_opt_60.plot_profile(ax=ax, label=\"Optimized (CI=60)\")\n", "\n", "ax.set_yticks(opt.fl_choices)\n", "ax.set_ylim(28000, 42000)\n", "ax.grid(True, axis=\"y\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "14", "metadata": {}, "source": [ "## Contrail-aware optimization\n", "\n", "Include a `dollar_tonne_co2e` term in the cost function to mitigate contrail warming." ] }, { "cell_type": "code", "execution_count": 10, "id": "15", "metadata": {}, "outputs": [], "source": [ "opt.solve(cost_index=30, dollar_tonne_co2e=0)\n", "fl_opt_30 = opt.to_flight()\n", "\n", "opt.solve(cost_index=30, dollar_tonne_co2e=5)\n", "fl_opt_con = opt.to_flight()" ] }, { "cell_type": "code", "execution_count": 11, "id": "16", "metadata": {}, "outputs": [], "source": [ "# Visualization artifacts\n", "cmap = mpl.colors.LinearSegmentedColormap.from_list(\n", " \"RdBu_r_warm\", mpl.colormaps[\"RdBu_r\"](np.linspace(0.5, 1.0, 256))\n", ")\n", "ef_curtain = fl.intersect_met_cross_section(eef_per_m)" ] }, { "cell_type": "code", "execution_count": 12, "id": "17", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = fl.plot_profile(label=\"As Flown\", color=\"0.5\", style=\"--\")\n", "fl_opt_30.plot_profile(ax=ax, label=\"Cost optimal\")\n", "fl_opt_con.plot_profile(ax=ax, label=\"Contrail aware\")\n", "\n", "ef_curtain.plot.pcolormesh(\n", " x=\"time\",\n", " y=\"altitude_ft\",\n", " ax=ax,\n", " cmap=cmap,\n", " vmin=0,\n", " vmax=8e8,\n", ")\n", "\n", "ax.set_yticks(opt.fl_choices)\n", "ax.set_ylim(28000, 42000)\n", "ax.grid(True, axis=\"y\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "18", "metadata": {}, "source": [ "### The cost of contrail mitigation\n", "\n", "In this particular example, pricing contrails at $5/tonne CO2e cuts the trajectory's effective energy forcing from contrails to nearly zero with a small fuel burn increase compared to the cost optimal flight.\n", "\n", "The as-flown profile reflects constraints and details the optimizer never sees: turbulence, airspace restrictions, traffic, and airline-specific forecasts and performance models. The contrail-aware and cost-optimal solutions differ only in the contrail term, so the fuel penalty of mitigation is best read from the gap between those two." ] }, { "cell_type": "code", "execution_count": 13, "id": "19", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
eef_TJfuel_kgduration_minutes
as flown387.28866.3244.5
cost optimal279.08706.1237.8
contrail aware1.48838.8235.8
\n", "
" ], "text/plain": [ " eef_TJ fuel_kg duration_minutes\n", "as flown 387.2 8866.3 244.5\n", "cost optimal 279.0 8706.1 237.8\n", "contrail aware 1.4 8838.8 235.8" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def estimate_costs(flight: Flight) -> dict[str, float]:\n", " \"\"\"Estimate the costs of an optimized flight.\"\"\"\n", " flight = flight.copy() # avoid mutation\n", "\n", " waypoint_eef = flight[\"eef_per_m\"] if \"eef_per_m\" in flight else flight.intersect_met(eef_per_m)\n", " seg_eef = waypoint_eef * flight.segment_length()\n", " total_eef = np.nansum(seg_eef).item()\n", "\n", " if \"air_temperature\" not in flight:\n", " flight[\"air_temperature\"] = flight.intersect_met(met[\"air_temperature\"])\n", " if \"u_wind\" not in flight:\n", " flight[\"u_wind\"] = flight.intersect_met(met[\"eastward_wind\"])\n", " if \"v_wind\" not in flight:\n", " flight[\"v_wind\"] = flight.intersect_met(met[\"northward_wind\"])\n", "\n", " flight.attrs.setdefault(\"flight_id\", \"dummy\") # avoid pycontrails warning\n", " total_fuel = PSFlight().eval(flight).attrs[\"total_fuel_burn\"]\n", "\n", " duration_minutes = flight.duration.total_seconds() / 60.0\n", "\n", " return {\"eef_TJ\": total_eef / 1e12, \"fuel_kg\": total_fuel, \"duration_minutes\": duration_minutes}\n", "\n", "\n", "# Build a DataFrame for presentation only\n", "pd.DataFrame.from_dict(\n", " {\n", " \"as flown\": estimate_costs(fl),\n", " \"cost optimal\": estimate_costs(fl_opt_30),\n", " \"contrail aware\": estimate_costs(fl_opt_con),\n", " },\n", " orient=\"index\",\n", ").round(1)" ] }, { "cell_type": "markdown", "id": "20", "metadata": {}, "source": [ "## Aside: Reduce yoyos\n", "\n", "A yoyo is a cruise profile that steps repeatedly to chase small gains. The contrail-aware solution above demonstrates this: the initial climb levels off at FL290, and the optimizer then steps to FL310, to FL330, and finally to FL350.\n", "\n", "The solver has no reason to avoid this: it already accounts for the fuel and time of each maneuver, so every step it takes is worth taking on its own terms. However, it can't see the operational cost of a clearance request and extra strain on the crew.\n", "\n", "The `step_penalty_kg` adds a fixed fuel charge to every step climb and descent, on top of the maneuver's modeled cost. Raising it encourages a flatter, more flyable profile at the price of a slightly worse objective. The initial climb and final descent are exempt.\n", "\n", "Below, a 1 kg penalty drops the FL310 step climb, and a 100 kg penalty leaves a single climb to FL330 for the whole cruise." ] }, { "cell_type": "code", "execution_count": 14, "id": "21", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "opt.solve(cost_index=30, dollar_tonne_co2e=5, step_penalty_kg=1)\n", "fl_opt_mild = opt.to_flight()\n", "\n", "opt.solve(cost_index=30, dollar_tonne_co2e=5, step_penalty_kg=100)\n", "fl_opt_aggressive = opt.to_flight()\n", "\n", "ax = fl.plot_profile(label=\"As Flown\", color=\"0.5\", style=\"--\")\n", "fl_opt_con.plot_profile(ax=ax, label=\"No yoyo reduction\")\n", "fl_opt_mild.plot_profile(ax=ax, label=\"Mild yoyo reduction\")\n", "fl_opt_aggressive.plot_profile(ax=ax, label=\"Aggressive yoyo reduction\")\n", "\n", "\n", "ef_curtain.plot.pcolormesh(\n", " x=\"time\",\n", " y=\"altitude_ft\",\n", " ax=ax,\n", " cmap=cmap,\n", " vmin=0,\n", " vmax=8e8,\n", ")\n", "\n", "ax.set_yticks(opt.fl_choices)\n", "ax.set_ylim(28000, 42000)\n", "ax.grid(True, axis=\"y\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "22", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3" } }, "nbformat": 4, "nbformat_minor": 5 }