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Weather Normalization Presented by John Avina Abraxas Energy Consulting. Why How Reading Bills to Understand Building Humidity Benchmarking with Normalization. OUTLINE. Retail in Wisconsin. Retail in Wisconsin. Average Weather….
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Weather Normalization Presented by John Avina Abraxas Energy Consulting
Why How Reading Bills to Understand Building Humidity Benchmarking with Normalization OUTLINE
Average Weather…. • Average of all the high and low temperatures during the billing period
Retail in Florida Cooling Balance Point = 60
Retail in Florida Cooling Balance Point = 67
International Performance Measurement and Verification Protocol M and V Standards www.ipmvp.org
Federal Energy Management Guidelines M and V Standards http://www.eere.energy.gov/femp/pdfs/26265_seci.pdf
ASHRAE Guideline 14 M and V Standards http://www.ashrae.org
4 Methods of M & V Option A - Partially Measured Retrofit Isolation Option B - Retrofit Isolation Option C - Whole (or Part) Building (Utility Bills) Option D – Calibrated Simulation Methods chosen based upon budget, need for accuracy, ECMs installed, Metering Setup IPMVP M&V Options
Option A - Partially Measured Retrofit Isolation Partial short-term/continuous measurements – some but not all stipulated For Separable ECM Savings Determination - Lighting IPMVP M&V Options
Option B - Retrofit Isolation Full short-term or continuous field measurement - no stipulations For Separable ECM Savings Determination - HVAC subsystem IPMVP M&V Options
Option C - Whole (or Part) Building Full continuous energy use and demand measurement during Baseline and Post- Retrofit Periods Collective Savings of all ECMs for Area monitored by a Single Meter IPMVP M&V Options
Option D – Calibrated Simulation Computer-based simulation of energy use of building components Simulation Calibration, Considerable skills, Costly ???? IPMVP M&V Options
Supposean ESCO choosesOption C, UtilityBill Analysis... Whywouldan ESCO wanttocorrectforweather WhyNotkeepit simple and just compare pre and post retrofitbills Billions of Dollars of savings are trackedusingOption C M&V and Utility Bill Analysis
Why Utility Bills Don’t Always Yield Savings? Suppose an ESCO expected this from a Chiller Retrofit…. Savings
Why Utility Bills Don’t Always Yield Savings? …and instead got this…. Increase
Seen Him Before? Why Aren’t There Any Savings? What Do We Tell the Customer? Will I Keep My Job? Will I Get My Bonus?
The ESCOs’ Dilemma How Can They Show Savings This Year?
The ESCOs’ Dilemma How Can They Show Savings This Year? Real Data Cooling kWh ~ CDD Which means… double CDD double Cooling kWh
How to Perform Weather Normalization Start with Bills and Weather Data
Determine How Bills Vary with Weather Using Weather toUnderstand Bills Electric used to Cool Only Electric used to Heat & Cool
Estimate Balance Point Temperature Sensitive Usage Non-Temperature Sensitive Usage Balance Point Cooling Balance Point is the Temperature at which the Building Starts to Cool. Low Cooling Balance Points indicate Outside Air is NOT being used for Free Cooling.
Estimate Balance Point Temperature Sensitive Usage Non-Temperature Sensitive Usage Balance Point Balance Point is the Temperature at which the Building Starts to Heat.
Calculate Cooling Degree Days • For each day in Billing period… • CDDi=(Ave Outside Temp - Bal Point Temp) X 1day + • Where Ave Outside Temp is the average between high and low temperature for the day. • And Bal Point Temp (balance point temperature) is the balance point found in the previous slide. • You cannot have negative CDDs • 2. CDDBilling Period = S(CDDi)
Calculate Heating Degree Days • For each day in Billing period… • HDDi=(Bal Point Temp - Ave Outside Temp) X 1day + • Where Ave Outside Temp is the average between high and low temperature for the day. • And Bal Point Temp (balance point temperature) is the balance point found in the previous slide. • You cannot have negative HDDs • 2. HDDBilling Period = S(HDDi)
Weather Normalization Perform a Linear Regression between Energy Usage and CDD (and/or) HDD. Find the best fit line. This is the Cooling Balance Point. Cooling Balance Point is the temperature at which the building starts cooling.
Normalization Tools You can use Excel or Canned Software There are Several Desktop applications that handle weather Normalization, one of which specializes in it.
Understanding the Baseline Your Fit Line Has an Equation, which is called the Baseline Equation y = mx + b which could be rephrased into something like this kWh = 61.986 x #CDD + 1872.7 x # days
Energy Balance Use the Regression Coefficients to True Up Energy Balance
Understanding the Baseline Your Fit Line Has an Equation, which is called the Baseline Equation Baseline Equation = Best Fit Line ~ Base Year Bills So now we can work with the Baseline Equation and throw out the bills. We don’t need them any more. Baseline Equation represents your energy usage patterns during your Base Year
Understanding the Baseline What Good is the Equation? We take a Current Year Bill, determine # of days in the bill, determine # of CDD (or HDD) and plug those into the Baseline Equation. 7/21/05Bill 100,000 kWh 700 CDD 30 days Baseline kWh = 61.986 x #CDD + 2872.7 x # days Baseline kWh = (61.986 x 700) + (2872.7 x 30) Baseline kWh = 129,571 kWh
Understanding the Baseline What Good is the Equation? So Baseline kWh represents how much energy your facility would have used this year given current weather conditions and Base Year usage patterns. The Baseline Equation represents Base Year Usage patterns, and we applied Current Year weather to it 7/21/05Bill 100,000 kWh 700 CDD 30 days Baseline kWh = 61.986 x #CDD + 2872.7 x # days Baseline kWh = (61.986 x 700) + (2872.7 x 30) Baseline kWh = 129,571 kWh