| { |
| "@context": { |
| "@vocab": "https://schema.org/", |
| "sc": "https://schema.org/", |
| "cr": "http://mlcommons.org/croissant/", |
| "rai": "http://mlcommons.org/croissant/RAI/" |
| }, |
| "@type": "sc:Dataset", |
| "name": "ERCOT-RTCB", |
| "description": "A daily proxy benchmark for feasibility-aware battery dispatch under ERCOT Real-Time Co-optimization Plus Batteries (RTC+B). Contains a 304-day daily panel (June 2025 through March 2026) with locational marginal price (LMP), market clearing price for capacity (MCPC) for seven ancillary-service products, weather features, and calendar features. Observed five-minute MCPC covers 7 in-window days; the remaining 297 days use a frozen folded-normal generator calibrated from a 14-day public sample, marked by an mcpc_is_real flag. Includes a Gymnasium-compatible environment, rule-based, MPC, planning, PPO and SAC baselines, and a chronological hold-out protocol with hourly evaluation track.", |
| "license": "https://opensource.org/licenses/MIT", |
| "version": "1.0.0", |
| "citeAs": "Anonymous (2026). ERCOT-RTCB: Benchmarking Battery Dispatch Under RTC+B Market Reform. NeurIPS Datasets and Benchmarks (under review).", |
| "keywords": ["electricity markets", "reinforcement learning benchmark", "battery storage", "energy", "ERCOT", "RTC+B", "ancillary services"], |
| "distribution": [ |
| { |
| "@type": "cr:FileObject", |
| "@id": "sced_panel_parquet", |
| "name": "sced_panel.parquet", |
| "description": "304-day daily panel with LMP, MCPC, weather, calendar, and mcpc_is_real flag", |
| "contentUrl": "data/sced_panel.parquet", |
| "encodingFormat": "application/x-parquet" |
| }, |
| { |
| "@type": "cr:FileObject", |
| "@id": "leaderboard_json", |
| "name": "leaderboard.json", |
| "description": "Baseline agent leaderboard results", |
| "contentUrl": "results/leaderboard.json", |
| "encodingFormat": "application/json" |
| }, |
| { |
| "@type": "cr:FileObject", |
| "@id": "sbr_results_json", |
| "name": "sbr_results.json", |
| "description": "Structural-Break Regret diagnostic results at 500k training steps", |
| "contentUrl": "results/sbr_results_500k.json", |
| "encodingFormat": "application/json" |
| } |
| ], |
| "recordSet": [ |
| { |
| "@type": "cr:RecordSet", |
| "@id": "daily_panel", |
| "name": "daily_panel", |
| "description": "One row per trading day. 304 rows total, 117 post-RTC+B (December 5, 2025 onward).", |
| "field": [ |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/date", |
| "name": "date", |
| "description": "Trading date", |
| "dataType": "sc:Date", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "date"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/lmp_mean", |
| "name": "lmp_mean", |
| "description": "Daily mean real-time LMP in USD per MWh", |
| "dataType": "sc:Float", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "lmp_mean"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/mcpc_regup", |
| "name": "mcpc_regup", |
| "description": "Market clearing price for Regulation Up in USD per MWh", |
| "dataType": "sc:Float", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "mcpc_regup"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/mcpc_regdn", |
| "name": "mcpc_regdn", |
| "description": "Market clearing price for Regulation Down in USD per MWh", |
| "dataType": "sc:Float", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "mcpc_regdn"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/mcpc_rrs", |
| "name": "mcpc_rrs", |
| "description": "Market clearing price for Responsive Reserve Service in USD per MWh", |
| "dataType": "sc:Float", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "mcpc_rrs"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/mcpc_ecrs", |
| "name": "mcpc_ecrs", |
| "description": "Market clearing price for ERCOT Contingency Reserve Service in USD per MWh", |
| "dataType": "sc:Float", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "mcpc_ecrs"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/mcpc_nspin", |
| "name": "mcpc_nspin", |
| "description": "Market clearing price for Non-Spinning Reserve in USD per MWh", |
| "dataType": "sc:Float", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "mcpc_nspin"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/mcpc_is_real", |
| "name": "mcpc_is_real", |
| "description": "True if the MCPC values for this day are derived from observed NP6-332-CD data; false if from the frozen folded-normal synthetic generator", |
| "dataType": "sc:Boolean", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "mcpc_is_real"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/temperature", |
| "name": "temperature", |
| "description": "Daily mean temperature in Fahrenheit", |
| "dataType": "sc:Float", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "temperature"} |
| } |
| }, |
| { |
| "@type": "cr:Field", |
| "@id": "daily_panel/is_post_rtcb", |
| "name": "is_post_rtcb", |
| "description": "True if date is on or after December 5, 2025 (RTC+B go-live)", |
| "dataType": "sc:Boolean", |
| "source": { |
| "fileObject": {"@id": "sced_panel_parquet"}, |
| "extract": {"column": "is_post_rtcb"} |
| } |
| } |
| ] |
| } |
| ] |
| } |
|
|
