1. January 21, 2010 Security Constrained Economic Dispatch Resmi Surendran

2. Outline Overview of the SCED Texas two step SCED optimization

3. Security Constrained Economic Dispatch SCED evaluates Energy Offer Curves to produce a least cost dispatch of On-Line Resources while respecting transmission and generation constraints. –Manages the transmission system reliability and security –Operates within the physical constraints of the system –Meets the power balance while maintaining system reliability at minimum cost SCED is executed: –Every 5 minutes (at a minimum) –May be initiated more often by an ERCOT operator or other ERCOT systems

4. Different components of the RT system Components

5. SCED – Input /Output SCED Inputs: –Energy Offer Curves –Output Schedule –Mitigated offer cap /floor curves –Telemetry –Resource limits –Network constraints flow and limit –Competitive constraints SCED outputs: LMPs Resource-Specific Base Points

6. Energy Offer Curve $/MWH MW P min Real Price Curve Piecewise Linear (ERCOT) Stepwise Approximation P max

7. Proxy Energy Offer Curve: Resource without Full Offer Range QSE-submitted Energy Offer Curves are extended from 0MW to infinity;

8. Proxy Energy Offer Curve: Resource with Output Schedule Proxy energy curves are created for resources with Output Schedules and no Incremental/Decremental Offer Curves;

9. Proxy Energy Offer Curve: Wind Powered Resource without Offer Proxy energy curves are also created for wind-powered resources that have not submitted Energy Offer Curves.

10. Resource Limits Resource Limits calculated by RLC is used in SCED and LFC

11. Resource Limits – Change in HDL/LDL

14. Constraints Generated by doing contingency analysis based on State Estimator results Removes constraints that are resolved by SPS and RAPs Constraints are passed to SCED only if approved by operator in Transmission Constraint Manager (TCM) Operator removes constraints that for which there are no Market solution or which has temporary ction plan developed due to some outages Both competitive and non-competitive constraints are passed to SCED from TCM. June, 2009

15. June 3, 2016 SCED optimization executes twice each cycle To ensure competition and reduce Market Power Constraints are classified beforehand Competitive Non-Competitive Step 1 Uses the Energy Offer Curves for all On-Line Generation Resources Observes the limits of the Competitive Constraints only Determines “Reference LMPs“ Step 2 Observes limits of all Competitive and Non-Competitive Constraints The Energy Offer Curve for any on-line Resource is capped at the greater of the Reference LMP from Step 1 or the Mitigated Offer Cap. The Energy Offer Curve for any on-line Resource is bounded at the lesser of the Reference LMP from Step 1 or the Mitigated Offer Floor. SCED – The Texas Two Step

16. Two-Step SCED-Step 1: Uses the Energy Offer Curves for all On-Line Generation Resources Submitted or created by ERCOT Only observes the limits of the Competitive Constraints only Determines “Reference LMPs“

17. Data Processing between SCED Step 1 and Step 2 (1)Cap the Energy Offer Curves at the greater of the Reference LMP at the Resource Node or the Mitigated Offer Cap curve (2) Bound it at the lesser of the Reference LMP at the Resource Node or the Mitigated Offer Floor.

18. Two-Step SCED-Step 2: Uses the capped and bounded Energy Offer curve Observes limits of all Competitive and Non-Competitive Constraints Creates LMPs, Base Points, Shadow Prices for the constraints etc

19. SCED - Two-Step Data processing between step 1 and step 2 Step 2 (both Competitive and Non-Competitive Constraints) Base Points & final LMPsCapped and bounded energy offer curves Step 1 (only Competitive Constraints) Reference Locational Marginal Prices (LMPs) Outputs Settlement Point Prices (SPP) Initial data processing SCED Two-step

20. SCED Objective Minimize Cost of dispatching generation integral (offer cost * MW dispatched) + Penalty for violating Power Balance constraint sum (Penalty cost * violation amount) + Penalty for violating transmission constraint sum (Penalty cost * violation amount)

21. SCED Constraints Power Balance Constraint sum (Base Point) + under gen slack – over gen slack = Generation to be dispatched Transmission constraint sum( Shift Factor * Base Point) – violation slack ≤ limit Ramp Limit constraint LDL ≤ Base Point ≤ HDL

22. Power Balance Penalty Curve MW violation Violation <1 1 ≤ Violation < 5 5 ≤ Violation < 10 10 ≤ Violation < 20 20 ≤ Violation < 30 30 ≤ Violation < 40 40 ≤ Violation < 50 50 ≤ Violation < 100000 Price $/MWh 200250300400500100022503001 The SCED under generation Power Balance Penalty Curve will be capped at 2251 until the HCAP becomes 3000.

23. Power Balance Penalty Power Balance Penalty is the maximum cost paid for one addition/less MW of generation to meet the load. i.e. It caps the energy component of the LMP. It sets the energy price in case of scarcity ERCOT doesn’t have price caps SWCAP caps the offers and not the prices i.e. with SWCAP at $180 and the Power Balance Penalty curve up to 3000 the system wide prices could go up to 3000 and higher than 3000 in specific areas if there is congestion

24. Default maximum Shadow Price are assigned to monitored elements based on voltage level. These could be assigned higher or lower values based on operational experience. Base Case: $5,000/MW Generic constraints : $5,000/MW Post Contingency 345 kV: $4,500/MW 138 kV: $3,500/MW 69 kV: $2,800/MW Transmission Constraint Maximum Shadow Prices

25. Shadow Price Shadow Price of a constraint is the increase in the objective when the constraint limit is reduced by 1 MW Maximum Shadow Price is set as the coefficient of the slack variable corresponding to the constraint in the SCED objective function. i.e. it is the maximum allowed increase in production cost for resolving 1MW of the constraint. Objective = Min ( Cost of generation dispatch + Sum ( Maximum Shadow Price * Slack variable) LMP at any electrical bus is Energy Component = Shadow price of Power Balance constraint + Congestion Component = - sum ( Shift Factor * Shadow Price for the constraint )

26. LMP during Congestion Resource moved down for congestion

27. LMP during Congestion Resource moved up for congestion

28. Thanks!

29. Appendix

30. SCED Mathematical Formulation in Theory Minimize Sum seg&unit { C cost = ½ ∙ a slope ∙ P 2 unit + P unit ∙ b const + c mincost } Subject to: sum seg&unit { P unit } = P load - Power balance sum seg&unit { SF unit/line ∙ P unit } ≤ Limit line - Transmission limits P min ≤ sum seg { P unit } ≤ P max - Unit limits

31. Optimality Conditions Lagrange Function: L = sum seg&unit { ½ ∙ a slope ∙ P 2 unit + P unit ∙ b const + c mincost } + λ ∙ (P load – sum seg&unit { P unit }) + sum line {µ line ∙ (Limit line – sum seg&unit { SF unit/line ∙ P unit } ) } Optimality Conditions: (1)d L /dP unit = a slope ∙ P unit + b const - λ - sum line {µ line ∙ SF unit/line } = 0 (2)sum seg&unit { P unit } = P load - Power balance (3)sum seg&unit { SF unit/line ∙ P unit } + F slack = Limit line - Transmission limits (4) µ line ∙ F slack = 0 - complementary slackness (5)P min ≤ sum seg {P unit }≤ P max ; (6)F slack ≥ 0

32. SCED Objective Objective = Min { Cost of generation dispatch + Sum ( Max Shadow Price * Slack variable)} + + Max Shadow Price Generation dispatch cost Slack Variable

33. SCED Constraints Power Balance Constraints: Transmission Network Constraints: Resource Constraints: Ramp Rate Constraints (HDL, LDL): ( () )

34. Caculate LMP at each bus at target time t LMPs are used to calculate Settlement Point Prices.

35. Calculate Settlement Point Price (SPP) Types of Settlement Points: – Resource Nodes – Load Zones – Hubs

36. Resource Node SPP Resource Nodes A Resource Node is an Electrical Bus where a Generation Resource’s measured output is settled. RTSPP = Where the Resource Node weighting factor is : The Real-Time Settlement Point Price for a Resource Node Settlement Point is a Base-Point time-weighted average of the Real-Time LMPs. y - A SCED interval in the 15-minute Settlement Interval. r - A Resource at the Resource Node.

37. Load Zone Load Zones A Load Zone is a group of Electrical Buses, each with a load, which are assigned to the same zone for settlement purposes. Three types of Load Zones – Competitive Load Zones ◦ Four congestion zones in effect during the 2003 ERCOT market – Non-Opt in Entity (NOIE) Load Zones – DC Tie Load Zones

38. Load Zone SPP A, B, C, and D are all electrical buses within Load Zone Dollar amounts represent LMPs Total Load = 10 MW Percentage of load at each bus A: 2 / 10 = 20% B: 2 / 10 = 20% C: 1 / 10 = 10% D: 5 / 10 = 50% Load-weighted avg. of LMPs at all buses = (20% * LMPbus A ) + (20% * LMPbus B) + (10% * LMPbus C) + (50% * LMPbus D) = (20% * $4 ) + (20% * $1 ) + (10% * $20 ) + (50% * $10 ) = $0.80 + $0.20 + $2.00 + $5.00 = $8.00 $4 2 MW $1 2 MW $10 5 MW $20 1 MW Calculation of Load Zone Settlement Point Prices – Load-weighted average of LMPs at all buses assigned to that Zone – In Real-Time, LMPs will also be time-weighted.

39. HUBs Hubs Hubs are defined by the Protocols – Hubs consist of Hub Buses – Hub Buses consist of one or more electrical buses within a single substation. Hubs are only used for trading purposes

40. HUB SPP The blue boxes represent Hub Buses within the Hub The orange rectangles represent Electrical buses within the Hub Buses First, determine simple averages for all Hub Buses: A and D only have one bus: LMPs For Hub Bus A = $5 For Hub Bus D = $20 LMP = $5 LMP = $8 LMP = $12 LMP = $20 LMP = $4 LMP = $9 LMP = $2 LMPs Hub Bus B = ($8 + $12) / 2 = $10 Hub Bus C = ($4 + $9 + $2) / 3 = $5 Hub Settlement Point Price = (LMPA + LMPB + LMPC + LMPD) / 4 = ($5 + $10 + $5 + $20) / 4 = $40 / 4 = $10 Calculation of Hub Settlement Point Prices – Simple average of Hub Bus LMPs – Hub Bus LMP is the simple average of LMPs at Electrical Buses within the Hub Bus. – In Real-Time, LMPs will also be time-weighted.