Materials of WiDS Texas 2021 Hackathon
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Updated
Jun 20, 2021 - Python
Materials of WiDS Texas 2021 Hackathon
Python based data collection tool which currently supports PJM but will eventually cover everyone else....
Tiny fully-typed python client for the ERCOT Public API
Multi-agent RAG system using LangGraph over ERCOT protocols with retrieval optimization, memory, and web fallback.
ERCOT plan comparison demo: simulate electricity bill costs from 15-minute usage and weather scenarios, then rank plans (MVP, extensible lakehouse roadmap).
ERCOT BESS arbitrage: LightGBM dispatch adds +$2.6M/yr (100 MW battery) over persistence on 2-year held-out test (77% of ceiling).
Data hub that ingests ERCOT public ESIID data, loads into Postgres, and serves a fuzzy search API. Built in Rust, vendor-agnostic.
Solar supply forecasting model training and MLflow deployment
Electricity market analysis and grid stress prediction using Python, machine learning, and transmission system insights
Time-series forecasting of hourly electricity demand in ERCOT regions.
ERCOT hourly load + Texas weather data pipeline for energy demand correlation analysis.
Python optimization framework for municipal water utility demand response. Models a three-facility system (GWTP, WWTP, lift station) as a triple-battery against ERCOT day-ahead prices using MILP (Pyomo/GLPK) and NMPC (do-mpc/CasADi/Ipopt). ENG 573 Capstone, UIUC MEng Energy Systems, Spring 2026.
Python script to download ercot zip files on local machine
Pay-per-call API for sub-hourly electricity grid mix, prices & emissions — settled in USDC on Base via x402. Live demo: grid402.climatebrain.xyz
End-to-end analysis of 5 years of ERCOT hourly grid load data, featuring a Winter Storm Uri case study. Built in Python, SQL, and Power BI.
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