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Our Experience, Concepts and UnderstandingsOptimization of Power System Operation
IntroductionElectricity generating companies and power systems have the problem of deciding how best to meet the varying demand for electricity, which has a daily and weekly cycle.This study essentially deals with the method of operating Electrical generating sets of different type, to get the economic power from them.The terms ‘Unit Commitment’, ‘Economic Dispatch’ and ‘Incremental Cost’ are widely used in this study discipline.
The steps for optimizationLong Term System PlanningHourly and Monthly decisions        -- Unit CommitmentInstantaneous Dispatch decisions        -- Economic DispatchShort term system operation        -- Load Flow Model
Economic Dispatch- Covered EarlierEnergy Policy Act defines “Economic Dispatch” to mean “the operation of generation facilities to produce energy at the lowest cost to reliably serve consumers, recognizing any operational limits of generation and transmission facilities.” [EPAct 2005, Sec. 1234 (b)] Actually, For Power System Economic Operation, the installed generating capacity should be greater than the load at any specific momentThis topic is covered in earlier presentation
Unit CommitmentThe electrical unit commitment problem is the problem of deciding which electricity generation units should be running in each period so as to satisfy a predictably varying demand for electricity.The problem is interesting because in a typical electrical system there are a variety of units available for generating electricity, and each has its own characteristics.
Unit Commitment- The ConstraintsUC problem is a complex optimization problem which requires rigorous enumeration of all feasible combination of the generation units.The Problem typically involve technological and economic constraints.Spinning ReserveThermal Unit ConstraintsMinimum Up Time
Minimum Down Time
Start-Up Cost
Shut-Down costHydro ConstraintsMust RunFuel Constraint
Unit Commitment- Solution MethodsMost common techniques are,Priority-list Schemes		-simplest method but enormous computational time		-based on shut down rule		-creates a priority list of units by an exhaustive enumerationHeuristic Methods		-Uses pre-calculated priority list and incorporate all the operating constraints heuristically.Mixed Integer ProgrammingUC - Solution Methods (Continued.)Dynamic Programming		-advantage over PLS is reduction in the dimensionality 	 of the problem		-systematically evaluates a large number of possible 	 	 decisions in a multi-step problemLagrange Relaxation		-based on dual optimization approach
Dynamic Programming-IllustratedThe objective is to find minimum cost from A-N. K=1,2…5= HourAt the end of each hour, a decision is taken to enter on which state.
Advances in Unit Commitment ProblemGenetic Algorithm-The genetic based UC program starts with a random initial population (at T=0) at it computes the fitness of each individual.-Advanced level of GA is used like Fast Messy Genetic Algorithm (FMGA)
Various algorithms to UC ProblemAnt Colony System ( S. P. Simon, N. P. Padhy and R. S. Anand)- foraging behavior of the real ants for finding its food from its start (nest) to its destination (food) is simulated to obtain the optimum solution.
A Practical Software: e-terracommit
A Practical Software
Power Generation MachinesGE 9E GAS TURBINE
Power Generation MachinesRolls-Royce BV16 HFO Engine

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Optimization of power sytem

  • 1. Our Experience, Concepts and UnderstandingsOptimization of Power System Operation
  • 2. IntroductionElectricity generating companies and power systems have the problem of deciding how best to meet the varying demand for electricity, which has a daily and weekly cycle.This study essentially deals with the method of operating Electrical generating sets of different type, to get the economic power from them.The terms ‘Unit Commitment’, ‘Economic Dispatch’ and ‘Incremental Cost’ are widely used in this study discipline.
  • 3. The steps for optimizationLong Term System PlanningHourly and Monthly decisions -- Unit CommitmentInstantaneous Dispatch decisions -- Economic DispatchShort term system operation -- Load Flow Model
  • 4. Economic Dispatch- Covered EarlierEnergy Policy Act defines “Economic Dispatch” to mean “the operation of generation facilities to produce energy at the lowest cost to reliably serve consumers, recognizing any operational limits of generation and transmission facilities.” [EPAct 2005, Sec. 1234 (b)] Actually, For Power System Economic Operation, the installed generating capacity should be greater than the load at any specific momentThis topic is covered in earlier presentation
  • 5. Unit CommitmentThe electrical unit commitment problem is the problem of deciding which electricity generation units should be running in each period so as to satisfy a predictably varying demand for electricity.The problem is interesting because in a typical electrical system there are a variety of units available for generating electricity, and each has its own characteristics.
  • 6. Unit Commitment- The ConstraintsUC problem is a complex optimization problem which requires rigorous enumeration of all feasible combination of the generation units.The Problem typically involve technological and economic constraints.Spinning ReserveThermal Unit ConstraintsMinimum Up Time
  • 10. Unit Commitment- Solution MethodsMost common techniques are,Priority-list Schemes -simplest method but enormous computational time -based on shut down rule -creates a priority list of units by an exhaustive enumerationHeuristic Methods -Uses pre-calculated priority list and incorporate all the operating constraints heuristically.Mixed Integer ProgrammingUC - Solution Methods (Continued.)Dynamic Programming -advantage over PLS is reduction in the dimensionality of the problem -systematically evaluates a large number of possible decisions in a multi-step problemLagrange Relaxation -based on dual optimization approach
  • 11. Dynamic Programming-IllustratedThe objective is to find minimum cost from A-N. K=1,2…5= HourAt the end of each hour, a decision is taken to enter on which state.
  • 12. Advances in Unit Commitment ProblemGenetic Algorithm-The genetic based UC program starts with a random initial population (at T=0) at it computes the fitness of each individual.-Advanced level of GA is used like Fast Messy Genetic Algorithm (FMGA)
  • 13. Various algorithms to UC ProblemAnt Colony System ( S. P. Simon, N. P. Padhy and R. S. Anand)- foraging behavior of the real ants for finding its food from its start (nest) to its destination (food) is simulated to obtain the optimum solution.
  • 14. A Practical Software: e-terracommit
  • 19. Thank you Muhammad [email protected] 11161004, MSc(EEE)BRAC University, Bangladesh