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[email protected]://www.powerworld.com
2001 South First StreetChampaign, Illinois 61820+1 (217) 384.6330
2001 South First StreetChampaign, Illinois 61820+1 (217) 384.6330
Power System Economics and Market Modeling
M1: Electricity Market Concepts and Industry Trends
2© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Review electricity market concepts and trends• Introduce power system optimization methods• Describe how both system security and system economics are modeled in Simulator.
• Use Simulator optimization tools to study electricity markets:– Optimal Power Flow (OPF)– Security‐Constrained Optimal Power Flow (SCOPF)– OPF Reserves
• Present large‐scale and simulation automation examples.
Overall Course Objectives
3© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Electricity Market Concepts and Industry Trends
4© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Economic Theory
• Review key electricity markets concepts
• Present current trends in market design and implementation.
Section Overview
Market Goals
Characteristics of Electricity
Market Architecture
5© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Can the electricity sector function better if it is subject to competition and market discipline?
• Main objectives of markets:– Reduce overall production cost
• Discover actual costs
– Promote fair prices to consumers – Promote efficiency and transparency – Promote technological development
Electricity Market Goals
6© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• A market is a place where producers and consumers of a product meet to make deals. – Quantity of the product– Price of the product– Quality of product
• Electricity is assumed to be identical across the system
Electricity Markets
Consumer Behavior/Expectations
ProducerBehavior/Expectations
MARKET
7© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Consider the incremental value a consumer assigns to electricity:– The first kW is given a high value.– A low value is given to electricity available in excess of what is needed.
• Electricity price‐elasticity:– Inelastic in the short‐term– Exhibits some elasticity in the longer term
Consumer Demand
8© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Incremental cost of production varies with technology.– Less expensive units are used as base, while more expensive units are used only during hours of high demand.
– System incremental cost increases with quantity. This is typical of supply curves.
Producer Supply
9© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Electricity Market Equilibrium$/MWh
MW
Market Price
Marginal Producer
Extra MarginalProducer
Infra MarginalProducer
ProducerRevenue
ProducerProfit orSurplus
Consumer Surplus
Demand Curve
Supply Curve
10© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Characterized by an equilibrium price and quantity, where supply equals demand.
• The equilibrium is stable– There are incentives not to deviate from it.
• If electricity is traded at the equilibrium pricethe market is Pareto efficient– This means that the benefit derived by any of the parties can be increased only by reducing the benefit of the other parties.
Electricity Market Equilibrium
11© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Global Welfare is the sum of the consumer surplus and the producer profit. – It quantifies the benefit that arises from trading.
• External intervention redistributes the global welfare in favor of the producers, the consumers, or the government.– Intervention examples are: fixing a minimum or a maximum price (cap), taxes, and subventions.
Electricity Market Equilibrium
12© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Electricity Market EquilibriumPrice($/h)
Quantity(MW)
1
2
*
q q*
A
B
C
D
E
F
Dead‐loss weight (E+F)
13© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Recall generator (fuel) cost curves– Represented by a quadratic or cubic functions– Can be approximated by a piece‐wise linear function– Derivative is the Incremental cost curve.
Electricity Market Equilibrium
Fuel Cost CurveMW
$/hr
d dx
Incremental Cost CurveMW
$/MWh
14© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Actual incremental cost curve is a continuous function.
• Stair function approximation allows bidding by blocks to take place naturally, e.g. 10 MW @ 20 $/MWh
Electricity Market Equilibrium
Incremental Cost CurveMW
$/hr
Generator Bid BlocksMW
$/MWh
BidCost
15© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• For a given hour, generator bids can be stacked in ascending order to form the system supply curve.
Electricity Market Equilibrium
Price($/MWh)
Quantity(MW)
Block Bid
Block Inc. Cost
G2:b1
G1:b2G2:b3
G3:b1G2:b2
G1:b1
G1:b4
G1:b3
G2:b4
G3:b3
16© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Electricity Market EquilibriumPrice
($/MWh)
Quantity(MW)
Market Price
Bid Curve
Incremental Cost Curve
MW Dispatch
Profit
17© 2014 PowerWorld CorporationM1: Market Concepts and Trends
• Describing how electricity is different from other goods is key to understanding operation of electricity markets.
• Complexity of electricity markets is increased by the effect of the transmission system.
• Let us assume first that all generators and loads are connected to a single bus. This means that:– The grid is lossless– The grid has unlimited capacity.
Characteristics of Electricity
18© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Characteristics of Electricity
10.0 MWG1
7.0 MW 3.0 MWG2 G3
12 MW
1
8 MW
2
8VO LUN TE
5 D U M P5 N I X O N R
5 K N O X
8BULL RU
8W BN P 1
5 N K N O X
5 B U L L R U
8RO AN E
8SN P
5 H N D S V T
5 N O R R I S
5 R I V E R T
5 U N V L L Y T
5 L A F O L L E
5 P I N E V I L
0 5 S T I N N E1 1 P I N E V
5 W E S T H L
5 L O N S D A L
5 E B N Z R T
5 K A R N S T
8W ILSO N
5 C H A N D L E
5 R O C KF O R
5 A L C O A S
5 A L C O A
5 C H I L H O W
5 C A L D E R W
5 H I W A Y
5 R O C KW T5 K N G U 5 -
5 H A R M N T
5 B L A I R R
5 K I N G C B T5 K N G U 8 -
F 7 K I N G S T
F 8 K I N G S T
F 9 K I N G S T
5 L O U D O N
5 S W E E T W A
5 A E S T L Y
5 A T H N T N
5 K I M B C L
5 F T L O U D
5 F R I E N D T
5 D E N S O T
5 S O L W Y T
5 W E L L S V I
5 T E L L I C O
5 H I W A S S E
5 E L Z A
5 X - 1 0
5 E A T O N X
5 K - 2 7
5 K N G S T N
5 S T C L T
5 C R O S S V I
5 W B H P
F 5 K I N G S T
F 6 K I N G S T
F 1 K I N G S T
F 2 K I N G S T
F 3 K I N G S T
F 4 K I N G S T
5 B R A Y T O W
5 H U N T T N
5 W O L F C R
5 W A Y N E C
5 M C C R E A R
5 J E L L I C O
5 R O Y A L B
5 C A R Y V I L
5 J A C K S T
2 0 R U S S E L
5 R O C K W O O
5 S U M M E R
5 T M P K N T
2 0 S S H A D E
2 0 S S H A D T
2 0 B L I T C
1 1 P A D D Y S
5 B E A R C R
5 F R E D O N I5 M O N T E R E5 W C O O KV
5 W S P A R T
5 G R E A T F
5 S P R N G C
5 P I K V L T
5 W O O D B U R
5 S M T H T N
5 C E N T E R
5 G O R D V L T
5 W A T E R T
5 L E B A N O N
5 S L E B I P T
5 L E B I P T
5 G A L L A T I 5 G A L L A T 2
5 C O R D E L L
5 B A X T E R
5 D B L E
5 O C A N A T
5 H N D R V T
5 N N A S H
5 L A S C A S S
5 M U RF R E E 5 M UR F I T
5 E M U R F R
5 C H R I S T I
5 W A R T R A C 5 N . T U L T
5 M A N C H E S
5 R E D H L T P
5 M O R R I S O
5 B R I D G E S
5 M C M I N N V
5 E M C M N T
5 N T U L T
5 F R A N K L I
8FRAN KLI
8M AURY
8D AVID SO5 G L A D V T
5 H E R M I T A
5 D O N E L S O5 S N A S H
5 M U R F R D
5 P I N H O O
5 C E N T P K
5 S M Y R N A
5 H U R R I C A
5 I N T E R C H
5 T N M I L T
5 A T H N I P T
5 L A M O N T V
5 C H A R L E S
5 H A R R T A P
5 H A R T S V I
5 L A F A Y E T
5 W E S T M O R
5 P O R T S S
5 F O U N T A I
5 P O R T L A N
5 F R N K K Y
5 E G A L L A T
5 G A L T N P
5 L A K E V I E
5 L K E V I E
5 S A U N D E R
5 G O O D L E T
5 W H I T E S
5 S P R N G F D
5 C R O S S P N
5 P A R A D I S
1 4 N . H A R 5
5 A B E R D T
5 E B O W L
5 B R S T O T
5 B O W L G R
5 G L A S G T
5 R U S V K Y T
8M O N TGO M
8PARAD IS
5 A P A L A C H
5 O C O E E 3
5 B A S I N
5 E C L E V E
5 S U G A R G
5 A P S N T P 1
5 C A T O O S A
5 S . C L E V E
5 C O N C O R D
5 A P S N T P 2
5 H A M I L T O
5 J . C . E D W
5 O G L E T H R
5 R I D G D L 1
5 RI D G E D A
5 C H I C K H
5 V A A P T
5 M O C C A S I
5 F A L L I N G
8BO W EN
8W ID CRK
8RACCO O N
A
M V A
5 M E M J U N C
5 S B O W L T5 H O P K I N V
5 D U N B A R
5 L E W I S B G
5 C A D I Z T
5 S U P G R T P
5 P R I N C T
5 B A R K L E Y
5 K Y H Y
5 D O V E R
1 4 L I V I N 5
5 C A L V E R T
5 S C A L V E
1 1 L I V C
5 P E N W L T
5 M A R S H A L
5 N S T A R
5 L O G A N A
5 C O O P E R T
5 K R K W D T
5 M O N T G O M5 S A V A G E
5 U N I O N C
5 S T B E T H
5 C L A R K S V
8CUM BERL
8JVILLE
8M ARSH AL
8SH AW N EE
5 C - 3 3
5 P A D U C A H
5 B E N T O N
5 M A Y F I E L
1 4 M C R A K 5
5 C O L M N T
5 S H A W R E 2
5 M C C R A C K
5 C - 3 1
5 C - 3 7 A5 C - 3 7 B
5 S H A W R E 1
5 C L I N T T
1 1 G R A H V L
J O P P A S
J O P P A N 5 C - 3 5
J O P P A
5 P A R I S
5 S T E L L A
5 M U R RA Y
5 B S N D Y T
5 J V I L 2
8SH ELBY
5 W I N C H E S
5 W I D C R K 1
5 W I D C R K 2
5 M O R G A N V
5 W A L L A C E
5 J A S P E R
5 N I C J A C K
8BFN P
8M AD ISO N8LIM ESTO
5 D A Y T N T
5 S K Y L I N E
5 B R U S H T P
5 C O A L M O N
5 F A Y E T T V
5 M C B U R G
5 L N C H B G T
5 B E L F A S T
5 C O L L I N S
5 L I M E S T O
5 A T H N A L
5 P E A C H O
5 A R D M O R E
5 P U L A S K I
5 W A L T E R
5 M T P L E A
8BN P 2
8TRICO S
8TRIN ITY
8JACKSO N
8H AYW O O D
8CO RD O VA
8UN IO N
5 M A D I S O N
5 N H U N T V
5 C H A S E A
5 G U R L E Y
5 L I M R K T
5 F A R L E Y
5 D E C A T U R
5 GE N M T R
5 J E T P O R T
5 R E D S T T
5 H U N T A L
5 L A W R E N C
5 H R T S L T 1
5 P E N C E T
5 L C Y S P T
5 R E D S T O N
5 C E D A R L
5 N E E L A L
5 I R O N M A N
5 H R T S L T 2
5 S O L U T I A
5 R T L F F T
5 F I N L Y T
5 A D D I S O N
5 M O U L T T
5 N A N C E
5 S P R I N G
5 B N P
5 S C O T T S B
5 G O O S E P
5 A K Z O A L
5 M E A D
5 S T E V E N S
5 S Y L V N I A
5 C O L M B C
5 N . A L B E R
5 H E N A G T
5 G U N T H P
5 W N A S H
5 W . C O L U M
5 M A U R Y
5 S . C O L U M
5 H E N P E C K
5 M O N S N T
5 E . F R A N K
5 B R E N T W O
5 R A D N O R
5 E L Y S I A N
5 G R A S L T
5 D A V I D S O
5 C A D D O T
5 W H E E L E R
5 M T P L P T
5 F I V E P T S
5 D U N N
5 E L G I N
5 W I L S N H P5 C O L B E R T
5 S H O A L S
5 O A K L A L
5 F O R D C Y
5 R E Y N O L D
5 P H I L C T
5 T U S C U M B
5 R U S V A T
5 B E L G RN
5 W A Y N E S B
5 P I C K W I C
5 R E D B A Y
5 B A R T N T
5 C H E R A L
5 S E L M E R
5 T U L U
5 H E B R O N
5 B O L I V T
5 S O M R V T
5 O A K L N T
5 C A N A D A V
5 M O S C O W T
5 H I C K V L 5 R A M E R
5 C O U N C E
5 S A V A N N A
5 N . A D A M
5 N . A D A M T5 S T R 4 9
5 H E N D R T
5 S J A C K S
5 J A C K S O N
5 A L U M X T
5 D A N C Y T
5 B E E C H B
5 N L E X T
5 C H E S T E R
5 H U S T B T
5 I U KA M S5 B U R N S V L
5 H I L L S C
5 G L E N M S
5 N A S A M
5 N C R O S S
5 J R P A R N
5 C O R I N T H
5 S . C O R T
5 N E C O R T
5 K I M B E R L
5 K O S S U T H
5 L O RE T T O
5 C R O C K E T
5 O N L Y
5 H I L L T O P
5 C E N T E R V
5 L O B E L T
5 H O L A D A Y
5 D I C K S O N5 J V I L 1
5 T R A C E T
5 E R I N
5 D R Y C K T
5 C L A R K S B
5 P O M O N T
5 K N G S P R
5 D A V S N 2
5 D A V S N RD
5 F R N K T N
5 A S P N G T
5 C U R D L A
5 R L L Y H L T
5 N O L N V L E
5 C A N E R I
5 C R A I G H E
5 C U M B E R L
5 R O U N D P
5 W O O D L A W
5 P I E R C E T
5 M A R T I N
5 N D R E S T
5 C A M D N T
5 W E A K L E Y
5 U N O N C T Y
5 N E W B N T
5 R U T H F T
5 D Y E R S B U
8W EAKLEY
5 T I P T N V L
5 H I G H W A Y5 D Y R S I P5 D O U B L E
5 R I P L Y T
5 E I P T P
G T
5 B R I G H T P
5 B R N P T
5 S H E L B Y 1
5 B R N V L T
5 B R N P S T
5 A L A M O
5 F R U I T L D
5 M I L A N
5 H U M B O T
5 B R O W N S V
5 H UN T N T
8PLSN TH L
5 M I L L E R
5 O L I V E B
5 B Y H A L I A
5 C O L R M S
5 R O S S V T
5 N . C O L L I
5 N H O L L S P
O L L Y S
5 W O O D S O N
5 H I C K F L T 5 N W N A L T
5 N E W A L B
5 E . R I P L
5 B L U E S P
5 R I P L Y M S
5 U N I O N
5 N . O X T P
5 O X F O R D
5 M C G R E G O
5 P O N T O T O
5 B N K H D T5 B I S S E L L
5 T U P E L O
5 S W T U P E
5 M E D I C A L
5 B A Y S P R
5 M O O R E V T
5 N . S H A N N
5 G U N T O W N
5 O K O L O N A
5 B L M N T T
5 N . L E E
5 B A L D W Y N
5 B O O N E V L
5 F U L T O N
5 H O U S T O N
5 C A L H O U N
T P
5 S M T H M S
5 L E W S B S S
A
M V A
5 T R I N I T Y
5 B R Y A N T
5 W I N C H P
5 K I M B L T
5 S P R C R K
5 H A M I L T
J O P P A T S
5 R O C K S P
6 O G L E T R P
6 W . R I N G O
6 A L P H A 2
3 W . R I N G G
3 B A N D Y T 3 K I K E R G
3 A L P H A G
6 W I D C R K
6 C R A W F I S6 K E N S N G N
6 E D A L T O
6 O O S T A N A
6 T U N N E L H
6 B O W E N
6 H A M M O N D
6 R O C K S P R
6 P I N S O N
6 T I O G A
8VILLARI
A
M V A
A
M V A
6 C E D R T W N
5 O A K R I D
5 U N V L L Y T
5 H A R R I M A
5 R E E S F T
8GLEASO N
5 L U S V L R D
5 L A F A Y S P
5 S E O X F R D
5 S H E L B Y 2
W I N G T T P
5 N R I P L Y T
5 N E W M A D
5 R I D G E L Y
V O O 2
5 E C A L T P
5 E L K T N T P
5 H O E G A N T
5 S C K V L L E
5 S O R C K W D
5 S N F RD T P
5 M E A D T P
5 T R I C O T P
6 R C K S P S S
6 C A R T E R S
5 R O L N S T P
8LAG CRK
5 T M P S N S T5 B L C K M N T
5 A I R P O R T
5 H A L V L T S
5 C A S K Y K
5 C O M M P K
5 E D G O T E N
5 B A R K E R S
5 O A K P L A
E T C H R
5 M U R P H Y 2
5 W O A K RG E
5 E T O W A H
5 G O O D F T P
5 H A N E Y T P
5 B F N P
5 M A L R D T
5 P H I L C A M
5 M A D I S N W
5 C A R R I A G
5 M O I Z E C R
5 A R L I N G T
L T O N
R D
H 1 T I M F D
2 C H E A T H A
2 D A L E H O
2 M E L T O N
2 O L D H I C
19© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Characteristics of Electricity
Single Bus
10.0 MWG1
7.0 MW 3.0 MWG2 G3
12 MW
1
8 MW
2
20© 2014 PowerWorld CorporationM1: Market Concepts and Trends
1.Just‐In‐Time• Electrical energy is produced and consumed at the same time. – Production must be adjusted to balance demand.
2.Physical System is Faster than any Market• Electricity is linked with a physical system that functions much faster than any market.– In real‐time load balance must be maintained at almost any cost through a mechanism that does not rely on a slow (human) market.
Characteristics of Electricity
21© 2014 PowerWorld CorporationM1: Market Concepts and Trends
3.Fast Changing, Cyclic Marginal Prices• Since the marginal producer and its cost changes as the load increases or decreases, the marginal cost of producing electricity (hence the spot price) varies over the course of the day.
• These cyclical and rapid variations in the cost and price are not very unusual in markets.
Characteristics of Electricity
22© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Comparison with gas (and fuel markets)• Trading in gas also takes place over a physical network.• Gas is pooled and its demand is cyclic.• However, the amount of energy stored in gas pipelines and tanks is much larger than the kinetic energy stored in generating units.
• Thus, an imbalance in gas needs to be really large and long to cause a pipeline network to collapse.
• This imbalance could be corrected through a market mechanism. In the power system that is not possible.
Characteristics of Electricity
23© 2014 PowerWorld CorporationM1: Market Concepts and Trends
The Grid Effects: 4. Pooled Physical Delivery• Electricity in the power grid cannot be routed.• The energy is pooled on its way to the consumer. In other words, producers inject power to the grid and consumers take power from it.– This is possible because the electricity produced by different producers is identical.
• Markets work well when producers and consumers are allowed to interact. Thus trading must resemble interaction as much as possible.
Characteristics of Electricity
24© 2014 PowerWorld CorporationM1: Market Concepts and Trends
5. Congestion• Since electricity is not routable, one must change the source of electricity in order to alleviate congestion, – This is different from other types of network industries such as transportation or communications.
6. Need for Ancillary Services• In order to function securely, the power system requires a set of ancillary services:– Reserve– Frequency regulation– Voltage regulation– Black‐start capability
Characteristics of Electricity
25© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Components
Market Architecture
Characteristic• Just‐in‐time balance• System faster than market• Fast changing marginal costs• Pooled physical delivery• Congestion• Need for Ancillary Services
Two‐ settlement system: Real‐Time and Day‐Ahead
Security‐Constrained Real‐Time Dispatch
Ancillary services procurement (market)
Congestion Revenue Auctions and FTRs
Centralized Bilateral Trading
The characteristics of electricity have a huge impact on the way markets are designed and also in the products traded.
26© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Architecture
time
Real Time
Real Time Market
Hour Ahead Market
Day Ahead Market
Short‐Term Market
Long‐Term Market
Minutes
Seconds
Hours
Days
Weeks
Months
Years
Forward Market
Spot Market
27© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Architecture
Spot Price
ForwardPrice
t
Real‐Time and Forward Markets are said to exhibit Complementary Equilibrium
A B
Producer Strategy at time‐point A1. Real‐time price is consistently high, thus increase
quantity in real‐time market. As a result of increased real‐time supply, real‐time prices will fall. As a result of decreased forward supply, forward prices will rise.
2. Forward prices are consistently low. Should the producer increase its price in the forward market?
28© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Architecture
• If market is well designed and operated, spot and forward prices together form a system that reaches equilibrium.
• The spot prices are still the ultimate signals that drive the whole market.• FTR and CRR valuation are derived from forecasted LMP
prices.• Generators are paid the LMP price at their nodes and LSEs
pay the LMP at their nodes. • Thus the determination of LMPs is central to the overall operation of the electricity market.
29© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Trends: Zonal to Nodal
• Zonal markets are changing to nodal model.• Zonal market issues:
– Insufficient price transparency– Resources grouped by portfolio– Indirect assignment of local congestion.
• Benefits of Nodal Markets– Improved price signals– Improved dispatch efficiencies– Direct assignment of local congestion
30© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Trends: Reserves
• Energy alone is not able to capture reliability aspects of power system resources, which causes:– Price volatility– Need of mandatory procurement– Insufficient or too much reserve
• Markets are moving towards Ancillary Reserve Markets where Simultaneous Co‐optimization of Energy and Reserve takes place.
31© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Trends: Retail
• Goal is to incorporate retail markets and consumer choice.
• There are significant ongoing efforts on demand response programs.
• Retail competition will result in more stable market and more transparent prices to customers.
32© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Trends: All Markets (2008)
Source: FERC 2006 State of Markets + PowerWorld analysis of current and announced RTO Rules
Service ISO-NE NYISO PJM MISO SPP ERCOT CAISOBilateral Transactions ■ ■ ■ ■ ■ ■ ■Online Physical Trading ■ ■ ■ ■ ■Online Financial Trading ■ ■ ■ ■ ■ ■Real-Time Energy Market ■ ■ ■ ■ ■ ■ ■
Locational Energy Price ■ ■ ■ ■ ■ ■ ■Day Ahead Energy Markets ■ ■ ■ ■ 09 08
Locational Energy Price ■ ■ ■ ■ 09 08Ancillary Services Markets ■ ■ ■ 08 c ■ ■Regulation Services Markets ■ ■ c c c ■ ■Operating Reserves Markets ■ ■ ■ c c ■ ■Reactive Power Market c c c c
Black Start Market c c c c c cFinancial Transmission Rights ■ ■ ■ ■ ■ ■
Capacity Market ■ ■ cRegional Transmission Scheduling ■ ■ ■ ■ ■ ■ ■Regional Economic Dispatch ■ ■ ■ ■ ■Regional Transmission Planning ■ ■ ■ ■ ■ ■ ■Regional Interconnection Process ■ ■ ■ ■ ■ ■ ■Independent Market Monitor ■ ■ ■ ■ ■ ■ ■Mitigation ■ ■ ■ ■ ■ ■C: Cost Based
33© 2014 PowerWorld CorporationM1: Market Concepts and Trends
Market Trends: ERCOT (2009)
Source: Electric Reliability Council of Texas (ERCOT)
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