Accuracy of Alternative Baseline Methods
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1 Accuracy of Alternative Baseline Methods Dr. Steven Braithwait Christensen Associates Energy Consulting IEPEC - Paris June 2010
2 Outline Demand response & role of baseline loads Measures of baseline performance Findings from baseline assessments for two California DR programs Conclusions June
3 Baselines in Demand Response Programs Background In the U.S., most electricity consumers face fixed retail prices No incentive for price-responsive demandwhen supply is tight and wholesale prices rise Wholesale markets require costly extra capacity to meet load under these conditions Solution demand response (DR) programs operated by utilities or regional system operators June
4 Importance of Baseline Accuracy Baseline loads are used to calculate load reductions and payments for DR programs Load Reduction = Baseline - Observed load Typical baseline estimation methods in U.S. Average customers loads over some number (3, 5 or 10) of recent days (excluding weekends & other events) Sometimes,adjustthe baseline using pre-event usage on the event day June
5 Hypothetical Unadjusted & Adjusted Baselines 90 Load Impact Adjusted Load Impact Unadjusted kw Adj. Baseline BL - Unadj. Observed Hours June
6 Measuring Baseline Performance Baseline error = TrueBL EstimatedBL Overall accuracy Relative (%) root meansquare error (think average of absolute value of % errors) Bias Median (and distributions) of % errors indicate tendency to over-state or under-state true baseline June
7 Baseline Performance for Two DR Programs in California Aggregator DR program Third party Aggregator enrolls customers & nominates load reductions BL calculated at Aggregator level Demand Bidding Program(DBP) Individual customers bid load reductions BL calculated at customer level June
8 Aggregator Unadjusted & Adjusted Baselines Accuracy 14% 12% Relative Root Mean Square Error 10% 8% 6% 4% 2% 0% Industry Commercial Schools TOTAL Industry Type & Baseline Method 3-in in-10 Adj. 3-in-10 Adj. 10-in-10 June
9 Aggregator Unadjusted & Adjusted 16% Baselines Bias 14% 12% Positive values imply under-stated baseline Median Percent Error 10% 8% 6% 4% 2% 0% -2% Industry Commercial Schools TOTAL Industry Types & Baseline Method 3-in in10 Adj. 3-in-10 Adj. 10-in-10 June
10 Summary of Aggregator Baseline Performance BL compared to actualloads on event-type days Results varied by industry type (commercial & industrial) Adjustments to the 3-in-10 baseline reduced the downward biasof the unadjusted baseline. The adjusted 10-in-10 methodproduced the greatest accuracy and smallest bias. June
11 2009 Baseline Analysis: Demand Bidding Program Assessed three alternative baselines: 3-in in-10, and Adjusted 10-in-10. Compared each to the true baseline on event days implied by regression analysis June
12 Baseline Accuracy, by Method & Customer Type (Relative Root Mean-Square Error) 35% 30% 25% Relative Accuracy (RRMSE) 20% 15% 10% 5% 0% Industrial Commercial Schools TOTAL Customer Type 3-in in-10 Adjusted 10-in-10 June
13 Distributions of Baseline Differences (Smallest for Commercial & Adj. 10-in in-10) 30% Percent Difference from Regression-Based 20% 10% 0% -10% -20% -30% Median Median Under-stated baseline Over-stated baseline -40% Industrial -50% Median Commercial 40 Median in-10 Unadj 10-in10 Unadj 10-in-10 Adj. June
14 DBP Baseline Analysis: Key findings Key Findings Baselines for commercialaccounts were more accurate and less biased than for industrialand school accounts The unadjusted 3-in-10 baseline tended to over-statethe regression-based baseline, while the unadjusted 10-in-10 baseline tended to under-state it though wide range of errors The adjusted10-in-10 baseline was more accurate and less biased than the unadjusted baselines June
15 Conclusions Unadjusted baseline loads are most accurate for: Customers/aggregators whose load patterns have relatively low variabilityand are not very weather sensitive Event-day adjustmentsto baseline improve accuracy; scheduled for use in 2010 Alternative approach Customers commit to pay for a fixed baseline load at their retail rate on event days (like forward contract); then receive credit for reducing load below fixed baseline Eliminates issue of over- and under- payments June
16 Questions? Contact Steve Braithwait, Christensen Associates Energy Consulting Madison, Wisconsin June
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