Carnegie Mellon University

Carnegie Mellon Electricity Industry Center

Carnegie Mellon University's College of Engineering and Tepper School of Business

Models and Data

PHORUM (PJM Hourly Open-Source Reduced-Form Unit Commitment Model)


PHORUM is a security-constrained unit commitment model that simulates the 2010 PJM Day-ahead energy market. The tool has been developed by Carnegie Mellon University’s Carnegie Electric Industry Center (CEIC). The purpose of PHORUM is to be a light-weight, transparent simulation tool for academia, industry, and government.

PHORUM allows researchers to investigate how changes to PJM will affect generators, electricity prices, emissions, and human health. PHORUM has many advantages over similar tools:

  • Free
  • Open-source: PHORUM is transparent and peer-reviewed, avoiding the ‘black-box’ problem. We hope users will continue to improve and expand this open source tool. The model only uses publically available data.
  • Easy to use: PHORUM has been designed with the user in mind. Users can easily customize and run simulations. The tool can be easily adapted to your needs or expanded upon.
  • Verified accuracy: PHORUM’s results have been verified against actual PJM market results, showing that the model accurately captures market drivers. Detailed verification results are below.
  • Light-weight: PHORUM has been designed to run on a personal computer. Simulating one day takes less than 5 minutes; simulating a year takes less than 24 hours.

PHORUM is available as an open source software package, protected under the GNU General Public license. All code and supporting documentation are available free of charge. Users are encouraged to contribute to the project by adding features or improving model accuracy.

Gujarat Solar PV Data


Real-time generation data from the State Load Dispatch Centre of Gujarat Energy Transmission Corporation website are available for 50 solar PV plants in Gujarat, India. These values are updated at uneven time intervals, generally ranging from one to two minutes. Since the State Load Dispatch Centre does not archive the data, we captured website data at one-minute intervals beginning Feb.17, 2014. We converted the data a .csv file for each of the 50 plants listing timestamp (seconds after Jan. 1, 2014) and generation (MW).

Title File Name
Plant 1 2-17-14to3-15-15_plant1.csv
Plant 2 2-17-14to3-15-15_plant2.csv
Plant 3 2-17-14to3-15-15_plant3.csv
Plant 4 2-17-14to3-15-15_plant4.csv
Plant 5 2-17-14to3-15-15_plant5.csv
Plant 6 2-17-14to3-15-15_plant6.csv
Plant 7 2-17-14to3-15-15_plant7.csv
Plant 8 2-17-14to3-15-15_plant8.csv
Plant 9 2-17-14to3-15-15_plant9.csv
Plant 10 2-17-14to3-15-15_plant10.csv
Plant 11 2-17-14to3-15-15_plant11.csv
Plant 12 2-17-14to3-15-15_plant12.csv
Plant 13 2-17-14to3-15-15_plant13.csv
Plant 14 2-17-14to3-15-15_plant14.csv
Plant 15 2-17-14to3-15-15_plant15.csv
Plant 16 2-17-14to3-15-15_plant16.csv
Plant 17 2-17-14to3-15-15_plant17.csv
Plant 18 2-17-14to3-15-15_plant18.csv
Plant 19 2-17-14to3-15-15_plant19.csv
Plant 20 2-17-14to3-15-15_plant20.csv
Plant 21 2-17-14to3-15-15_plant21.csv
Plant 22 2-17-14to3-15-15_plant22.csv
Plant 23 2-17-14to3-15-15_plant23.csv
Plant 24 2-17-14to3-15-15_plant24.csv
Plant 25 2-17-14to3-15-15_plant25.csv
Plant 26 2-17-14to3-15-15_plant26.csv
Plant 27 2-17-14to3-15-15_plant27.csv
Plant 28 2-17-14to3-15-15_plant28.csv
Plant 29 2-17-14to3-15-15_plant29.csv
Plant 30 2-17-14to3-15-15_plant30.csv
Plant 31 2-17-14to3-15-15_plant31.csv
Plant 32 2-17-14to3-15-15_plant32.csv
Plant 33 2-17-14to3-15-15_plant33.csv
Plant 34 2-17-14to3-15-15_plant34.csv
Plant 35 2-17-14to3-15-15_plant35.csv
Plant 36 2-17-14to3-15-15_plant36.csv
Plant 37 2-17-14to3-15-15_plant37.csv
Plant 38 2-17-14to3-15-15_plant38.csv
Plant 39 2-17-14to3-15-15_plant39.csv
Plant 40 2-17-14to3-15-15_plant40.csv
Plant 41 2-17-14to3-15-15_plant41.csv
Plant 42 2-17-14to3-15-15_plant42.csv
Plant 43 2-17-14to3-15-15_plant43.csv
Plant 44 2-17-14to3-15-15_plant44.csv
Plant 45 2-17-14to3-15-15_plant45.csv
Plant 46 2-17-14to3-15-15_plant46.csv
Plant 47 2-17-14to3-15-15_plant47.csv
Plant 48 2-17-14to3-15-15_plant48.csv
Plant 49 2-17-14to3-15-15_plant49.csv
Plant 50 2-17-14to3-15-15_plant50.csv
Gujarat Solar Plant Locations Gujarat Solar PV Plant Locations.xlsx