1. G RID M ODELING & D ATABASE M ANAGEMENT FOR E NERGY S YSTEMS A NALYSIS Ashish Gupta

2. D EVELOPING T HE I NFRASTRUCTURE … Extracting Power Plant Data Converting Databases Developing Software Tools to Analyze Data Researching and Implementing Optimization Algorithms

4. PJM D ATA S CHEMATIC Planning PSSE Model Bus ID, Bus Name EMS PSSE Model fk_ta_id Pnodes 5-Minute Load Data Pnodes ID Bid Data Pnode Names Creating This Link via Machine Learning Techniques

5. A P EEK AT THE C ODE ….

6. PJM L OAD D ATA 52+ Gigabyte File 2 Main Tools: 1. Byte Index 2. SQL Database

7. T HE P ROCESSING T OOLS IN A CTION

8. L OCATIONAL M ARGINAL P RICING Method for calculating energy cost at a particular node

9. P OWER T RANSFER D ISTRIBUTION F ACTORS Determines increases in flows on branches given power injections at given nodes P: Node injections (the variable). D: Branch susceptances. A:node-arc incidence. B’: Powerflow. Theta: Nodal Phase Angles. PB is power transfer distribution factor matrix.

10. E CONOMIC D ISPATCH P ROBLEM Finding the optimal way to meet the load of the system Must adhere to cost curves of each generator

11. L AMBDA I TERATION M ETHOD Algorithm to efficiently compute generation power corresponding to a particular price

12. A GGREGATE B ID C URVE

13. P UTTING IT A LL T OGETHER