Price-Based Unit Commitment
PBUC FORMULATION
maximize the profit
PBUC FORMULATION System Constraints These constraints represent a GENCO’s special requirements. For example, a GENCO may have minimum and maximum generation requirements in order to play the game in the energy market. Because of reliability requirements, a GENCO may pose lower and upper limits on its spinning and no-spinning reserves. These constraints can be relaxed otherwise.
PBUC System Fuel Constraints (For a “FT” type of fuel) System Emission Constraint
PBUC Unit Constraints
PBUC Unit Minimum ON/OFF Durations Unit Ramping Constraints Unit Fuel Constraints
PBUC SOLUTION Lagrangian relaxation is used to solve PBUC. The basic idea is to relax coupling constraints (i.e., coupling either units, time periods, or both) into the objective function by using Lagrangian multipliers. The relaxed problem is then decomposed into subproblems for each unit. The dynamic programming process is used to search the optimal commitment for each unit. Lagrangian multipliers are then updated based on violations of coupling constraints
Solution without Emission or Fuel Constraints Using Lagrangian multipliers to relax system constraints (i.e., energy and reserve), we write the Lagrangian function as
Single-Unit DP The Lagrangian term for one unit at a single period is given as follows The separable single-unit problem is formulated as
Optimality Condition When the unit is ON, the derivatives of the Lagrangian function with respect to P, R, and N are
optimality condition when the unit is ON, the optimality condition is
Optimality Condition when the Unit is OFF
Multipliers Update
Economic Dispatch Once the unit commitment status is determined, an economic dispatch problem is formulated and solved to ensure the feasibility of the original unit commitment solution. subject to energy, reserve, and unit generation limits quadratic or linear programming can be applied to solve this problem
Economic Dispatch for Non-spinning Reserve
Economic Dispatch for Spinning Reserve
Economic Dispatch for Energy
Convergence Criterion Suppose that the solution from unit commitment is SU and the solution from economic dispatch is SE Substituting SU into the Lagrangian function, we would get the Lagrangian value, LU. Substituting SE into the Lagrangian function we would get the Lagrangian value, denoted as LE The relative duality gap (RDG)
Solution with Emission and Fuel Constraints
Optimality Condition
Multipliers Update for Emission and Fuel Constraints
Economic Dispatch
Energy Purchase
Derivation of Steps in Update of Multipliers
Optimality Condition
Bidding Strategy Based on PBUC
Bidding Strategy
Case Study of 5-Unit System
Case 1: Impact of the Energy Market Price
Case 2: Impact of Ramp Rates
Case 3: Impact of Fuel Price Variations
Case 5: Impact of Different LMPs