testing the reliability of ferc’s wholesale power market platform:
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Testing the reliability of FERC’s Wholesale Power Market Platform: An Agent-Based Computational Economics Approach Leigh Tesfatsion Professor of Economics and Mathematics, ISU and Deddy Koesrindartoto Ph.D. Economics Candidate, ISU in association with - PowerPoint PPT PresentationTRANSCRIPT
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Testing the reliability of FERC’s Wholesale Power Testing the reliability of FERC’s Wholesale Power Market Platform:Market Platform:
An Agent-Based Computational Economics ApproachAn Agent-Based Computational Economics Approach
Leigh Tesfatsion
Professor of Economics and Mathematics, ISU and
Deddy Koesrindartoto Ph.D. Economics Candidate, ISU
in association with
Dr. Achla Marathe -- Los Alamos National Lab
(Work in Progress)
Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Key Issues for Key Issues for Wholesale Power Markets Wholesale Power Markets
• Short-Run: Efficient production of electricity from existing generation capacity
• Short-Run: Efficient transmission of electricity to existing load-serving entities
• Longer-Run: Efficient planning and investment for new generation and new transmission capacity
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Wholesale Power Market Platform -- WPMP Wholesale Power Market Platform -- WPMP (FERC(FERC, White Paper, April 2003), White Paper, April 2003)
• Customer-based competitive wholesale power markets providing reliable service
• Fair and open access to the transmission grid at reasonable prices
• Good price signals to encourage appropriate investment in new generation and new transmission
• Market power mitigation
WPMP Objectives
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Key WPMP FeaturesKey WPMP Features
Independent operation of the transmission system by RTO/ISO
Day-ahead electricity market (financial contracts)
Real-time electricity market to supplement longer-term contracts
Ancillary services (e.g., reserves adequacy,…)
Congestion management, preferably through Locational Marginal Pricing (LMP) and financial transmission rights
Market monitoring and market power mitigation
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
FERC’s Basic WPMP Proposal Adopted?FERC’s Basic WPMP Proposal Adopted?
• Mid-Atlantic states (PJM) implement similar plan (1998)• New York (NY-ISO) implements similar plan (1999)• New England (NE-ISO) implements similar plan (2003)• California (CAISO) files to adopt similar plan (2003)
• Midwest (MISO) files to adopt similar plan (7/2003) and withdraws filing (10/2003)
• Opposition from states in Southeast and Northwest
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Economic Electricity Research Economic Electricity Research (www.econ.iastate.edu/ tesfatsi/epres.htm)(www.econ.iastate.edu/ tesfatsi/epres.htm)
• Analytical/Empirical:
– Berkeley (Borenstein, Bushnell, Oren,…); Cambridge (Green, Newbery,…); EPRI (Chao, Peck,…); Harvard (Hogan,…); MIT (Joskow,…); U of Oslo (Halseth, von der Fehr,…); Stanford (Wilson, Wolak,…); ...
• Human-Subject Experiments:
– Cornell (Mount,…); George Mason U (Rassenti, Smith, Wilson,…); …
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
DOE’s Quantitative Assessment of WPMP DOE’s Quantitative Assessment of WPMP (DOE/S-0138, 4/03)(DOE/S-0138, 4/03)
• GE’s Multi-Area Production Simulation (MAPS) Model: Transmission issues on a short-run regional basis
• DOE’s Policy Office Electricity Modeling System (POEMS) Model: Mid-term and longer-run projections of usage of generation infrastructure
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Key Aspects of DOE’s Key Aspects of DOE’s Quantitative AssessmentQuantitative Assessment
• Comparison of Non-WPMP case (projected continuation of existing conditions) to WPMP case (seamless U.S. implementation assumed)
• Many cautions about model limitations (e.g., equilibrium assumed, no strategic bidding, demand held constant across tested cases…)
• Estimated average long-run net consumer cost savings (2016-2020) = $225Million/Year (regional variability)
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Potential Contributions of Agent-Based Potential Contributions of Agent-Based Computational Economics (ACE) ApproachComputational Economics (ACE) Approach
• Key market participants (generators, load-serving entities, ISO,…) modeled as autonomous interacting agents
• Agent learning can be calibrated to data (empirical, human-subject experimental)
• Behaviors and interaction networks evolve over time
• Easier to include and test detailed structural market features for individual and/or joint effects
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
ACE Electricity Research: ACE Electricity Research:
( www.econ.iastate.edu/ tesfatsi/aelect.htm )( www.econ.iastate.edu/ tesfatsi/aelect.htm )
– Argonne National Lab (Macal, North,…)
– CSIRO-Australia (Batten,…)
– Helsinki University (Hamalainen,…)
– Iowa State University (Sheble, Tesfatsion,…)
– London Business School (Bunn, Day,…)
– Los Alamos National Lab (Barrett, Marathe,…)
– Pacific Northwest National Lab (Roop,…)
– Others (see website above)
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Our ACE Wholesale Power Market ModelOur ACE Wholesale Power Market Model
• Based on Standard Market Design (SMD) implemented by New England (ISO-NE) on March 1, 2003
• SMD meets basic WPMP structural requirements:
- Independent System Operator (ISO)- Day-ahead and real-time electricity markets - Congestion managed via LMP- Financial transmission rights- Planned reserve/capacity markets and enhanced demand response
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Initial Core Model Initial Core Model
Multi-settlement process Day-ahead electricity market Real-time electricity market Supply re-offer period
AC transmission grid Congestion managed via LMP 5-bus demo model (scalable to a more complex grid)
ISO roles Assessment of systems reliability Optimal power flow calculation Settlement procedures
Traders Sellers and Buyers Follow market rules Learning abilities
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
5-Bus Demo Model5-Bus Demo Model
A
B
C
E
D
Generator
LSE
Transmission Line
Bus
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
ACE WPM Model: Class Hierarchy
Traders
Buyers
Sellers
Generators
Load Servin
g Entitie
s
ISO
ReliabilityOPFSettlement
Supply Re-
offers
Real- Time
Day- Ahead
Markets
FTR
Bilateral
World
Transmission Grid
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
ISO Market Operation (Day D)
00:00
10:00
12:00
16:00
18:00
20:00
23:00
Real-Time(Spot)
Market for D
Day-AheadMarketfor D+1
Supply Re-Offers for D+1
ISO evaluates demand bids and supply offers
ISO produces D+1 dispatch schedule for generators and LSEs
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
ACE WPM Model: Activity Flow
End
D+1 Supply Re-OffersH=18
Real Time MarketReal Time Market
D+1 Day Ahead MarketH=12
FTR MarketFTR Market
Start
Initialization
Daily Loop
Monthly Loop
Hourly Loop
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Measures of Market Performance (Economic Reliability)
• Market Efficiency: the ratio of actual profits to maximum possible profits for buyers and sellers
• Market Power: the ability to profitably alter prices away from competitive levels
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Market Performance: Key Considerations
• Learning Effects: “Sellers intend to make as much money as possible and will use all available strategies to achieve this goal.”
(Frank Wolak, Senate Hearing, 5/15/03)
• Role of Demand Responsiveness: “The symmetrical nature of the double auction (electricity market)…appears to prevent either buyers or sellers from successfully learning to gain market power advantages through strategic pricing.”
(Nicolaisen,Petrov,Tesfatsion, IEEE-TEC, 2001)
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Market Performance: Key Considerations …
• Importance of FTR Design for LR Management of Congestion:
“We can make all the reliability standards in the world (but they won’t do much good) if we don’t have people willing to invest in transmission and other technologies.”
(Pat Wood III, FERC Chair, Senate Hearing, 9/10/03)
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Initial Experimental Design: Initial Experimental Design: Treatment Factor RangesTreatment Factor Ranges
• Simple reinforcement learning Learning to learn
• Passive demand Active demand bidding
• No transmission rights Point-to-point financial
transmission rights
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Testing the Reliability of FERC's Wholesale Power Market Platform:
An Agent-Based Computational Economics Approach
Longer-Run Research PlansLonger-Run Research Plans
• Collaboration with Los Alamos National Lab energy researchers (Dr. Achla Marathe,…)
• Objectives:
– To scale up ACE wholesale power market model to more realistic dimensions
– To incorporate ACE wholesale power market model into the LANL Marketecture Model for U.S. Energy Infrastructure